#pip install xarray rioxarray xarray-spatial geopandas tqdm scipy scikit-learn scikit-image
#! pip install seaborn
#! pip install optuna-dashboard
#! pip install plotly
#! pip install dtreeviz
import geopandas as gpd
import numpy as np
import pandas as pd
import xarray as xr
import rioxarray
import matplotlib.pyplot as plt
import os
from pathlib import Path
import json
from xrspatial.multispectral import ndvi, evi, savi
from tqdm import tqdm
from sklearn.model_selection import train_test_split
from sklearn.model_selection import cross_val_score
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import (
confusion_matrix,
ConfusionMatrixDisplay,
accuracy_score,
log_loss
)
import seaborn as sns
import optuna
import warnings
warnings.filterwarnings('ignore')
warnings.simplefilter('ignore')
The filepaths are stored in src/model_config.json. They keys are paths to the labeled polygons and the values are paths to the corresponding NAIP images.
# open dict of {labeled_polygon: NAIP} pairs from config file
with open(Path(os.getcwd()) / 'model_config.json') as src:
config = json.load(src)
config
{'/home/michael/TreeMortality/data/huc180102110101and2/10TEL0509245547_2022_labels.gpkg': '/home/michael/TreeMortality/NAIP_train/m_4112249_se_10_060_20220718.tif',
'/home/michael/TreeMortality/data/huc180102111107/10TDL0458245240_2022_labels.gpkg': '/home/michael/TreeMortality/data/huc180102111107/NAIP/2022/2022.vrt',
'/home/michael/TreeMortality/data/huc180201520201/10TEK0503244655_2022_labels.gpkg': '/home/michael/TreeMortality/data/huc180201520201/NAIP/2022/2022.vrt',
'/home/michael/TreeMortality/data/huc180102111105/10TDL0464245187_2022_labels.gpkg': '/home/michael/TreeMortality/data/huc180102111105/NAIP/2022/2022.vrt',
'/home/michael/TreeMortality/data/huc180102111102/10TDL0480045075_2020_labels.gpkg': '/home/michael/TreeMortality/data/huc180102111102/NAIP/2020/2020.vrt',
'/home/michael/TreeMortality/data/huc180102111102/10TDL0480045075_2022_labels.gpkg': '/home/michael/TreeMortality/data/huc180102111102/NAIP/2022/2022.vrt',
'/home/michael/TreeMortality/data/huc180102111102/10TDL0480045075_2018_labels.gpkg': '/home/michael/TreeMortality/data/huc180102111102/NAIP/2018/2018.vrt',
'/home/michael/TreeMortality/data/huc180102110602/10TEK0500244992_2022_labels.gpkg': '/home/michael/TreeMortality/data/huc180102110602/NAIP/2022/2022.vrt',
'/home/michael/TreeMortality/data/huc180102110901and2and3/10TDL0488245360_2022_labels.gpkg': '/home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/2022.vrt'}
Here is what the labeled polygon file looks like. The labels are in the column 2022, this is the year of imagery used o create the labels.
gpd.read_file(list(config.keys())[0]).head()
| IDdalponte | label | geometry | |
|---|---|---|---|
| 0 | 8482.0 | -1.0 | POLYGON ((509656.440 4554868.910, 509656.730 4... |
| 1 | 5354.0 | -1.0 | POLYGON ((509935.430 4555100.410, 509935.280 4... |
| 2 | 1012.0 | -1.0 | POLYGON ((509338.940 4555426.170, 509338.950 4... |
| 3 | 7508.0 | -1.0 | POLYGON ((509462.910 4554933.610, 509462.810 4... |
| 4 | 6135.0 | -1.0 | POLYGON ((509520.070 4555028.520, 509519.570 4... |
Feature Engineering¶
The next cell contains the function which engineers features for the model based on the pixel values found within each crown. For each crown the function reads the image pixels within the crown, masks those that are in shadow or represent soil, and generates a number of summary features. The red, green, blue and NIR bands are normalized at the image level before crown pixels are isolated in order to minimize image-to-image difference in luminosity. The masking of soil and shadows is based on luminosity. Values for the mask were developed by trial masking and inspection of images. Shadows are masked as any pixels with luminosity below 0.176and bare soil as pixels with luminosity above 0.569.
The feature engineering function produces the following features:
lum10, lum20, ... , lum100- fraction of pixels having luminosity between 0 and 0.1, 0.1 and 0.2, ..., 0.9 and 1.rgi10, rgi20, ... , rgi100- fraction of pixels having relative greenness between 0 and 0.1, 0.1 and 0.2, ..., 0.9 and 1.r10, r20, ... , r100- fraction of pixels having red, normalized at pixel level, between 0 and 0.1, 0.1 and 0.2, ..., 0.9 and 1.g10, g20, ... , g100- fraction of pixels having green, normalized at pixel level, between 0 and 0.1, 0.1 and 0.2, ..., 0.9 and 1.b10, b20, ... , b100- fraction of pixels having blue, normalized at pixel level, between 0 and 0.1, 0.1 and 0.2, ..., 0.9 and 1.n10, n20, ... , n100- fraction of pixels having NIR, normalized at pixel level, between 0 and 0.1, 0.1 and 0.2, ..., 0.9 and 1.ndvi_mean, ndvi_std- mean and standard deviation of NDVI of all masked pixels in within the crown.rgi_mean, rgi_std- mean and standard deviation of relative greenness of all masked pixels in within the crown.savi_mean, savi_std- mean and standard deviation of SAVI of all pixels in within the crown (SAVI used unmasked data).r_mean, r_std- mean and standard deviation of red, normalized at pixel level, of all masked pixels in within the crown.g_mean, g_std- mean and standard deviation of green, normalized at pixel level, of all masked pixels in within the crown.b_mean, b_std- mean and standard deviation of blue, normalized at pixel level, of all masked pixels in within the crown.n_mean, n_std- mean and standard deviation of NIR, normalized at pixel level, of all masked pixels in within the crown.
def make_model_inputs(crowns, tif_path, label=None, IDcolumn=None):
'''
Returns DataFrame with features for use in classification model.
The resulting DataFrame has 'ID' column which matches that in crowns.
The DataFrame also has a 'label' column, see params for more detail.
params:
crowns - str - path to OGR readable vector file containing tree crowns.
tif_path - str - path to image tif used in producing features.
label - str - specifies column containing labels. If specified 'label'
column in resulting DataFrame will contain contents of
specified column. Otherwise 'label' column contain -99.
IDcolumn - str - column to use as matching ID with crowns
'''
# get the extent of the crowns
xmin, ymin, xmax, ymax = crowns.total_bounds
# open the naip image
xa = rioxarray.open_rasterio(tif_path).astype(float).rio.clip_box(
minx=xmin,
miny=ymin,
maxx=xmax,
maxy=ymax
).to_dataset(name='band_data')
# normalized the band_data
band_data = xa.band_data.to_numpy().astype(float)
band_data = (band_data - np.nanmin(band_data)) * (255 / (np.nanmax(band_data) - np.nanmin(band_data)))
# calculate relative greenness
red = band_data[0]
green = band_data[1]
blue = band_data[2]
nir = band_data[3]
rgi = green / (red + green + blue)
xa['rgi'] = (('y', 'x'), rgi)
# calculate pixel by pixel normalized R, G, B, and NIR
rgbn_tot = red + green + blue + nir
xa['red_'] = (('y', 'x'), red / rgbn_tot)
xa['blue_'] = (('y', 'x'), blue / rgbn_tot)
xa['green_'] = (('y', 'x'), green / rgbn_tot)
xa['nir_'] = (('y', 'x'), nir / rgbn_tot)
# calculate NDVI and SAVI
nir_agg = xa.band_data[3].astype(float)
red_agg = xa.band_data[2].astype(float)
ndvi_agg = ndvi(nir_agg, red_agg)
savi_agg = savi(nir_agg, red_agg)
xa['NDVI'] = ndvi_agg
xa['SAVI'] = savi_agg
# calculate RGB luminosity
luminosity = band_data[:3].mean(axis=0) / 255
xa['luminosity'] = (('y', 'x'), luminosity)
# mask out shadows and soil for RGI,NDVI, and normed pix colors
mask = (luminosity > 0.176) & (luminosity < 0.569)
masked_rgi = xa.rgi.where(mask)
masked_ndvi = xa.NDVI.where(mask)
r_ = xa.red_.where(mask)
g_ = xa.green_.where(mask)
b_ = xa.blue_.where(mask)
n_ = xa.nir_.where(mask)
print('adding index data...')
data = []
masked_count = 0
total = len(crowns)
bins = np.arange(0.1, 1.1, 0.1)
with tqdm(total=total) as progress_bar:
for _, row in crowns.iterrows():
# calculate luminosity fractions
lum = xa.luminosity.rio.clip([row.geometry]).to_numpy().flatten()
lum_tot = lum.shape[0]
lum_fracs = [((lum < f).sum() - (lum < f - 0.1).sum()) / lum_tot for f in bins]
# calculate rgi fracs
rgi = masked_rgi.rio.clip([row.geometry]).to_numpy().flatten()
rgi = rgi[~np.isnan(rgi)]
rgi_tot = len(rgi)
if rgi_tot == 0:
rgi_fracs = [-99] * 10
else:
rgi_fracs = [((rgi < f).sum() - (rgi < f - 0.1).sum()) / rgi_tot for f in bins]
# and normed pix colr fracs
r = r_.rio.clip([row.geometry]).to_numpy().flatten()
r = r[~np.isnan(r)]
c_tot = len(r)
g = g_.rio.clip([row.geometry]).to_numpy().flatten()
g = g[~np.isnan(g)]
b = b_.rio.clip([row.geometry]).to_numpy().flatten()
b = b[~np.isnan(b)]
n = n_.rio.clip([row.geometry]).to_numpy().flatten()
n = n[~np.isnan(n)]
if c_tot == 0:
r_fracs = [-99] * 10
g_fracs = [-99] * 10
b_fracs = [-99] * 10
n_fracs = [-99] * 10
else:
r_fracs = [((r < f).sum() - (r < f - 0.1).sum()) / c_tot for f in bins]
g_fracs = [((g < f).sum() - (g < f - 0.1).sum()) / c_tot for f in bins]
b_fracs = [((b < f).sum() - (b < f - 0.1).sum()) / c_tot for f in bins]
n_fracs = [((n < f).sum() - (n < f - 0.1).sum()) / c_tot for f in bins]
# calculate means and stdevs
if rgi_tot == 0:
ndvi_mean, ndvi_std = -99, -99
rgi_mean, rgi_std = -99, -99
savi_mean, savi_std = -99, -99
r_mean, r_std = -99, -99
g_mean, g_std = -99, -99
b_mean, b_std = -99, -99
n_mean, n_std = -99, -99
else:
#NOTE: .values * 1 casts 1 item DataArray to float
ndvi_mean, ndvi_std = masked_ndvi.mean().values * 1, masked_ndvi.std().values * 1
rgi_mean, rgi_std = rgi.mean(), rgi.std()
savi_mean, savi_std = xa.SAVI.mean().values * 1, xa.SAVI.std().values * 1
r_mean, r_std = r.mean(), r.std()
g_mean, g_std = g.mean(), g.std()
b_mean, b_std = b.mean(), b.std()
n_mean, n_std = n.mean(), n.std()
if label is None:
row[label] = -99
data.append(
[row[IDcolumn], (row[label] + 1) / 2] +
lum_fracs +
rgi_fracs +
r_fracs +
g_fracs +
b_fracs +
n_fracs +
[ndvi_mean, ndvi_std, rgi_mean, rgi_std, savi_mean, savi_std] +
[r_mean, r_std, g_mean, g_std, b_mean, b_std, n_mean, n_std]
)
#count polygon if has masked pixels
if rgi_tot < len(xa.rgi.rio.clip([row.geometry]).to_numpy().flatten()):
masked_count = masked_count + 1
progress_bar.update(1)
cols = [IDcolumn, 'label',
'lum10', 'lum20', 'lum30', 'lum40', 'lum50', 'lum60' ,'lum70', 'lum80', 'lum90', 'lum100',
'rgi10', 'rgi20', 'rgi30', 'rgi40', 'rgi50', 'rgi60' ,'rgi70', 'rgi80', 'rgi90', 'rgi100',
'r10', 'r20', 'r30', 'r40', 'r50', 'r60' ,'r70', 'r80', 'r90', 'r100',
'g10', 'g20', 'g30', 'g40', 'g50', 'g60' ,'g70', 'g80', 'g90', 'g100',
'b10', 'b20', 'b30', 'b40', 'b50', 'b60' ,'b70', 'b80', 'b90', 'b100',
'n10', 'n20', 'n30', 'n40', 'n50', 'n60' ,'n70', 'n80', 'n90', 'n100',
'ndvi_mean', 'ndvi_std', 'rgi_mean', 'rgi_std', 'savi_mean', 'savi_std',
'r_mean', 'r_std', 'g_mean', 'g_std', 'b_mean', 'b_std', 'n_mean', 'n_std']
data = pd.DataFrame(data, columns=cols)
print(f'{masked_count}/{total} ({100 * masked_count / total:.1f}%)of crowns contained masked pixels')
return data
First we enter paths to the labeled crowns (in two separate files crown_path and crown_path2) and the 2022 NAIP image (tif_path) we will use for training. Then we open the crowns as a GeoDataFrame. We will only keep the labeled crowns (the number of labeled crowns is constantly growing as more crowns are hand labeled). We will also throw out crowns with a canpoy smalller than 10 $\mathrm{m}^{2}$.
# TODO: make join ttops with crowns, then use ttop location for this
# function rather than centroid.
def make_unique_ID(crowns, utm_zone):
'''
returns copy of dataframe with new uniqueID column
with entries of form 'utm_zone_x_y where x and y
are rounded to the nearest meter.
'''
crowns['UniqueID'] = crowns.geometry.centroid.apply(
lambda p: f'{utm_zone}_{p.x:.0f}_{p.y:.0f}')
return crowns
label_col = 'label'
data = []
for gpkg, tif in config.items():
# open crowns and keep only those that are classified
crowns = gpd.read_file(gpkg).dropna(subset=[label_col]).set_index('IDdalponte', drop=False)
crowns = crowns[crowns.geometry.area > 10]
# make uniqueID
crowns = make_unique_ID(crowns, 10)
# append engineered features df to list
data.append(make_model_inputs(crowns, tif, label=label_col, IDcolumn='UniqueID'))
adding index data...
100%|██████████| 832/832 [04:13<00:00, 3.28it/s]
832/832 (100.0%)of crowns contained masked pixels adding index data...
100%|██████████| 916/916 [04:39<00:00, 3.28it/s]
911/916 (99.5%)of crowns contained masked pixels adding index data...
100%|██████████| 1112/1112 [03:51<00:00, 4.80it/s]
1112/1112 (100.0%)of crowns contained masked pixels adding index data...
100%|██████████| 1763/1763 [05:15<00:00, 5.59it/s]
1762/1763 (99.9%)of crowns contained masked pixels
Warning 1: /home/michael/TreeMortality/data/huc180102111102/NAIP/2020/m_4012316_sw_10_060_20200710.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples. Warning 1: /home/michael/TreeMortality/data/huc180102111102/NAIP/2020/m_4012324_nw_10_060_20200710.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples. Warning 1: /home/michael/TreeMortality/data/huc180102111102/NAIP/2020/m_4012324_sw_10_060_20200710.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
adding index data...
100%|██████████| 1274/1274 [03:53<00:00, 5.45it/s]
1274/1274 (100.0%)of crowns contained masked pixels adding index data...
100%|██████████| 2331/2331 [06:59<00:00, 5.55it/s]
2331/2331 (100.0%)of crowns contained masked pixels adding index data...
100%|██████████| 164/164 [00:29<00:00, 5.59it/s]
164/164 (100.0%)of crowns contained masked pixels adding index data...
100%|██████████| 2755/2755 [08:04<00:00, 5.68it/s]
2754/2755 (100.0%)of crowns contained masked pixels
Warning 1: /home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/m_4012308_ne_10_060_20220718.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples. Warning 1: /home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/m_4112363_ne_10_060_20220718.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples. Warning 1: /home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/m_4112363_nw_10_060_20220718.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples. Warning 1: /home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/m_4112363_se_10_060_20220718.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples. Warning 1: /home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/m_4112363_sw_10_060_20220718.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples. Warning 1: /home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/m_4112364_se_10_060_20220718.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
adding index data...
100%|██████████| 1489/1489 [04:35<00:00, 5.40it/s]
1489/1489 (100.0%)of crowns contained masked pixels
data = pd.concat(data)
data['y'] = data.label.round().astype(int)
train, test = train_test_split(data, test_size=0.2)
# save features so we don't have to do this again!
feature_path = Path.cwd().parent / 'train_test_features.parquet'
data.to_parquet(feature_path)
Model Tuning and Feature Selection¶
Next we will tune the model parameters using all of the engineered features. This will give us insight into which features are most useful for classifying the crowns. Then we can select the features we want to use along with the model parameters.
from sklearn.model_selection import RandomizedSearchCV as RSCV
from sklearn.svm import SVC
from sklearn.metrics import roc_auc_score
# if needed load features
feature_path = Path.cwd().parent / 'train_test_features.parquet'
data = pd.read_parquet(feature_path)
train, test = train_test_split(data, test_size=0.2)
def objective(trial):
cols = train.drop(['y', 'label', 'UniqueID'], axis=1).columns
n_features = len(cols)
X = train[cols]
y = train.y
class_weight = {
0: (len(y) - y.sum()) / len(y),
1: y.sum() / len(y)
}
classifier_name = trial.suggest_categorical('classifier', ['SVC', 'RandomForest'])
if classifier_name == 'SVC':
svc_c = trial.suggest_float('svc_c', 1e-10, 1e10, log=True)
svc_kernel = trial.suggest_categorical('svc_kernel', ['rbf', 'sigmoid'])
classifier_obj = SVC(
C=svc_c,
kernel=svc_kernel,
gamma='auto',
class_weight=class_weight
)
else:
rf_max_depth = trial.suggest_int('rf_max_depth', 2, 32, log=True)
rf_max_features = trial.suggest_int('rf_max_features', 1, n_features, log=True)
rf_n_estimators = trial.suggest_int('rf_n_estimators', 2, 128, log=False) # worked with log=True
classifier_obj = RandomForestClassifier(
max_depth=rf_max_depth,
max_features=rf_max_features,
n_estimators=rf_n_estimators,
random_state=np.random.seed(1234)
)
score = cross_val_score(classifier_obj, X, y, n_jobs=-1, cv=3, scoring='roc_auc')
roc = score.mean()
return roc
study = optuna.create_study(direction='maximize')
study.optimize(objective, n_trials=10_000)
print('--------------------\n', study.best_trial, '--------------------\n')
print(f'ROC AUC: {study.best_trial.values[0]}')
_ = [print(key, val) for key, val in study.best_trial.params.items()]
[I 2023-09-05 15:13:56,591] A new study created in memory with name: no-name-9c5b4fa7-4753-4017-8dce-182f33028a27
[I 2023-09-05 15:14:01,473] Trial 0 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.826658612661059e-07, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9850754448349184.
[I 2023-09-05 15:14:02,395] Trial 1 finished with value: 0.9942633001640564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 68}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:04,510] Trial 2 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 4.2834809471421584e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:06,571] Trial 3 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.8842760584517246e-05, 'svc_kernel': 'rbf'}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:08,707] Trial 4 finished with value: 0.9852050720656135 and parameters: {'classifier': 'SVC', 'svc_c': 4.1696481415295955e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:10,704] Trial 5 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.868434623508344e-05, 'svc_kernel': 'rbf'}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:11,410] Trial 6 finished with value: 0.988831314771696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 4}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:12,060] Trial 7 finished with value: 0.9893938238916155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 15}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:13,517] Trial 8 finished with value: 0.9856140822559959 and parameters: {'classifier': 'SVC', 'svc_c': 0.39254662101474513, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:13,821] Trial 9 finished with value: 0.9965908208410607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 25}. Best is trial 9 with value: 0.9965908208410607.
[I 2023-09-05 15:14:14,637] Trial 10 finished with value: 0.996965870677002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 10 with value: 0.996965870677002.
[I 2023-09-05 15:14:15,390] Trial 11 finished with value: 0.9971879555736995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 11 with value: 0.9971879555736995.
[I 2023-09-05 15:14:16,173] Trial 12 finished with value: 0.9967803702566731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 11 with value: 0.9971879555736995.
[I 2023-09-05 15:14:17,169] Trial 13 finished with value: 0.9972390398304752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 13 with value: 0.9972390398304752.
[I 2023-09-05 15:14:18,074] Trial 14 finished with value: 0.9972729948212099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 14 with value: 0.9972729948212099.
[I 2023-09-05 15:14:18,896] Trial 15 finished with value: 0.9972943669059351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 86}. Best is trial 15 with value: 0.9972943669059351.
[I 2023-09-05 15:14:21,689] Trial 16 finished with value: 0.9966284200735448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 84}. Best is trial 15 with value: 0.9972943669059351.
[I 2023-09-05 15:14:22,529] Trial 17 finished with value: 0.9970009667724619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 91}. Best is trial 15 with value: 0.9972943669059351.
[I 2023-09-05 15:14:24,803] Trial 18 finished with value: 0.9937470693565359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 53, 'rf_n_estimators': 48}. Best is trial 15 with value: 0.9972943669059351.
[I 2023-09-05 15:14:25,332] Trial 19 finished with value: 0.9946701999105437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 85}. Best is trial 15 with value: 0.9972943669059351.
[I 2023-09-05 15:14:27,128] Trial 20 finished with value: 0.9975575126569467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:28,961] Trial 21 finished with value: 0.9974508668450509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:30,763] Trial 22 finished with value: 0.9972502980597028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:32,029] Trial 23 finished with value: 0.9972025816392405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:34,346] Trial 24 finished with value: 0.9962990176956156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 106}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:35,289] Trial 25 finished with value: 0.9971765371949911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:36,062] Trial 26 finished with value: 0.9971896704045782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:37,170] Trial 27 finished with value: 0.9974672045676795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:38,436] Trial 28 finished with value: 0.9968700608214748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 59}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:23,245] Trial 29 finished with value: 0.9896088196823487 and parameters: {'classifier': 'SVC', 'svc_c': 8008065478.966109, 'svc_kernel': 'rbf'}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:24,036] Trial 30 finished with value: 0.9969950319424545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 49}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:25,120] Trial 31 finished with value: 0.9974853622688741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:26,367] Trial 32 finished with value: 0.9974965368052394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:27,351] Trial 33 finished with value: 0.997288488188548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 77}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:29,567] Trial 34 finished with value: 0.997374631375694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:30,827] Trial 35 finished with value: 0.9867040495951552 and parameters: {'classifier': 'SVC', 'svc_c': 4926379.433478398, 'svc_kernel': 'sigmoid'}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:31,689] Trial 36 finished with value: 0.9970344678476439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 56}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:32,634] Trial 37 finished with value: 0.9885329240427004 and parameters: {'classifier': 'SVC', 'svc_c': 4.33061081937743, 'svc_kernel': 'sigmoid'}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:34,062] Trial 38 finished with value: 0.997600275773928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:35,105] Trial 39 finished with value: 0.996403013265286 and parameters: {'classifier': 'SVC', 'svc_c': 40820.204376669426, 'svc_kernel': 'rbf'}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:36,599] Trial 40 finished with value: 0.9965750346280503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:38,008] Trial 41 finished with value: 0.9975558863113543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:39,491] Trial 42 finished with value: 0.9974428616243874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:40,738] Trial 43 finished with value: 0.9973841140594257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:42,162] Trial 44 finished with value: 0.9973947395299921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:43,028] Trial 45 finished with value: 0.9972593153070214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 74}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:45,242] Trial 46 finished with value: 0.997251079986529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:46,821] Trial 47 finished with value: 0.9850754448983942 and parameters: {'classifier': 'SVC', 'svc_c': 2.188640004248e-10, 'svc_kernel': 'rbf'}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:48,741] Trial 48 finished with value: 0.9972942416046764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:51,087] Trial 49 finished with value: 0.9974179763437329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:51,668] Trial 50 finished with value: 0.997428893041338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 36}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:52,934] Trial 51 finished with value: 0.9976346711598666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:18:54,270] Trial 52 finished with value: 0.9974466262162821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:18:55,659] Trial 53 finished with value: 0.9973449773157522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:18:57,199] Trial 54 finished with value: 0.9973898879782425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:18:58,077] Trial 55 finished with value: 0.9972463419295364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 80}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:18:59,222] Trial 56 finished with value: 0.9969842527334646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:00,181] Trial 57 finished with value: 0.9972341386406383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 83}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:01,893] Trial 58 finished with value: 0.99758714151699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:04,348] Trial 59 finished with value: 0.9972327998404875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:04,747] Trial 60 finished with value: 0.9959160963825529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 12}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:06,670] Trial 61 finished with value: 0.9972521560920197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:07,756] Trial 62 finished with value: 0.9973342957008277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:09,152] Trial 63 finished with value: 0.9969856981729843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:11,275] Trial 64 finished with value: 0.9971532882256318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:14,460] Trial 65 finished with value: 0.9972257465983586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 99}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:15,615] Trial 66 finished with value: 0.9970395708270966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:17,243] Trial 67 finished with value: 0.98540352034615 and parameters: {'classifier': 'SVC', 'svc_c': 0.14750607444316854, 'svc_kernel': 'sigmoid'}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:18,137] Trial 68 finished with value: 0.9973982829404093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 92}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:18,890] Trial 69 finished with value: 0.9965823432651204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:20,949] Trial 70 finished with value: 0.9973565666665682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:22,054] Trial 71 finished with value: 0.9974977841684788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:23,604] Trial 72 finished with value: 0.9971105470395446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:24,576] Trial 73 finished with value: 0.9974070846555988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:26,540] Trial 74 finished with value: 0.9972909387041217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:27,882] Trial 75 finished with value: 0.9973152714912833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:29,245] Trial 76 finished with value: 0.9975358867006996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:30,980] Trial 77 finished with value: 0.9973886616572356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:31,635] Trial 78 finished with value: 0.993031666802878 and parameters: {'classifier': 'SVC', 'svc_c': 1112.5574067662878, 'svc_kernel': 'sigmoid'}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:32,969] Trial 79 finished with value: 0.9968521242382815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:36,858] Trial 80 finished with value: 0.9974110001295053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:38,788] Trial 81 finished with value: 0.9971809871987355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:40,389] Trial 82 finished with value: 0.9975344822348182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:42,384] Trial 83 finished with value: 0.9973193735840858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:43,687] Trial 84 finished with value: 0.9975291007552275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:44,778] Trial 85 finished with value: 0.9973862781721224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:46,585] Trial 86 finished with value: 0.9971604736878831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 70}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:47,905] Trial 87 finished with value: 0.9971837561724727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:48,658] Trial 88 finished with value: 0.9969303700819113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 53}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:51,654] Trial 89 finished with value: 0.9967567430984082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 86}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:53,273] Trial 90 finished with value: 0.9853532115099298 and parameters: {'classifier': 'SVC', 'svc_c': 0.0035523259140968163, 'svc_kernel': 'rbf'}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:54,461] Trial 91 finished with value: 0.9971407134127886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:56,026] Trial 92 finished with value: 0.9971605597610882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:57,497] Trial 93 finished with value: 0.9972357198866643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:58,554] Trial 94 finished with value: 0.9974167927102116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:00,247] Trial 95 finished with value: 0.9974311941665812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:01,587] Trial 96 finished with value: 0.9973868220329049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:03,858] Trial 97 finished with value: 0.9974434930500568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:06,147] Trial 98 finished with value: 0.9971316020625741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:07,356] Trial 99 finished with value: 0.9973896839352352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:09,251] Trial 100 finished with value: 0.9975387307980639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:10,712] Trial 101 finished with value: 0.9971135434788647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:12,053] Trial 102 finished with value: 0.9972937768664973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:13,072] Trial 103 finished with value: 0.9972058562930575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 77}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:14,880] Trial 104 finished with value: 0.9978268327956915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:17,007] Trial 105 finished with value: 0.9973341989954236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:18,713] Trial 106 finished with value: 0.9973249951926846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:20,568] Trial 107 finished with value: 0.9972182906021841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:22,950] Trial 108 finished with value: 0.9971630250665268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:23,626] Trial 109 finished with value: 0.9921453107083531 and parameters: {'classifier': 'SVC', 'svc_c': 143.01939660611592, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:25,064] Trial 110 finished with value: 0.997408543647205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:26,462] Trial 111 finished with value: 0.997435551686063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:27,752] Trial 112 finished with value: 0.9972500535826013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:29,293] Trial 113 finished with value: 0.9974055388608152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:30,028] Trial 114 finished with value: 0.997341656768921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 43}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:31,631] Trial 115 finished with value: 0.9975050762066235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:33,578] Trial 116 finished with value: 0.9974302186702572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:35,279] Trial 117 finished with value: 0.9973806567539514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:36,802] Trial 118 finished with value: 0.9971953866556169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:37,943] Trial 119 finished with value: 0.9975232729137061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:40,396] Trial 120 finished with value: 0.9973065737812169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:41,506] Trial 121 finished with value: 0.9973844621607949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:43,386] Trial 122 finished with value: 0.9973753260550127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:44,658] Trial 123 finished with value: 0.9975176578748545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:45,972] Trial 124 finished with value: 0.9974446319013904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:47,083] Trial 125 finished with value: 0.9972651217254555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:50,515] Trial 126 finished with value: 0.9969076446293359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:52,544] Trial 127 finished with value: 0.9974449382039353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:53,686] Trial 128 finished with value: 0.9974590272323439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:22,702] Trial 129 finished with value: 0.9892308618923732 and parameters: {'classifier': 'SVC', 'svc_c': 9943049159.377892, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:24,247] Trial 130 finished with value: 0.9975884857443229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:25,804] Trial 131 finished with value: 0.9974358508158411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:27,577] Trial 132 finished with value: 0.9974618558733471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:29,161] Trial 133 finished with value: 0.9974283270274961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:30,603] Trial 134 finished with value: 0.9976300869047737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:32,095] Trial 135 finished with value: 0.9970850187806223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:33,264] Trial 136 finished with value: 0.9974975003998482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:34,594] Trial 137 finished with value: 0.9969121912432706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:35,966] Trial 138 finished with value: 0.9975364029495025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:37,391] Trial 139 finished with value: 0.9971730031472564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:38,732] Trial 140 finished with value: 0.9972479819859049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:40,084] Trial 141 finished with value: 0.9974388132956001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:41,820] Trial 142 finished with value: 0.9973951331435206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:44,202] Trial 143 finished with value: 0.9974823658295539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:45,341] Trial 144 finished with value: 0.9973734955394612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:47,066] Trial 145 finished with value: 0.9973862252015548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:47,731] Trial 146 finished with value: 0.9973320184742288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 26}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:49,403] Trial 147 finished with value: 0.9973672822410538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:51,035] Trial 148 finished with value: 0.9968431820511139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:52,386] Trial 149 finished with value: 0.9973068079434982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:54,211] Trial 150 finished with value: 0.9974120885493042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:55,471] Trial 151 finished with value: 0.9974882797125423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:56,821] Trial 152 finished with value: 0.9975415507746185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:58,616] Trial 153 finished with value: 0.997344427900836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:00,109] Trial 154 finished with value: 0.9976158680365859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:01,611] Trial 155 finished with value: 0.997608415880698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:22,738] Trial 156 finished with value: 0.9903259257681899 and parameters: {'classifier': 'SVC', 'svc_c': 12973250.468003953, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:24,170] Trial 157 finished with value: 0.9976446918328682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:25,598] Trial 158 finished with value: 0.9971094400848077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:26,958] Trial 159 finished with value: 0.9975059545849506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:28,621] Trial 160 finished with value: 0.9973289022560459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:30,311] Trial 161 finished with value: 0.9976686194221651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:32,014] Trial 162 finished with value: 0.9973297807295868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:33,476] Trial 163 finished with value: 0.997376013244185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:34,926] Trial 164 finished with value: 0.9974757522526573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:36,179] Trial 165 finished with value: 0.9975730138318103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:37,397] Trial 166 finished with value: 0.9974706983082716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:38,738] Trial 167 finished with value: 0.9976011863979691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:40,088] Trial 168 finished with value: 0.9973414333657903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:41,573] Trial 169 finished with value: 0.9974979399381286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:43,000] Trial 170 finished with value: 0.9976370164325393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:44,386] Trial 171 finished with value: 0.9971720982995143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:45,890] Trial 172 finished with value: 0.9975154115927154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:47,635] Trial 173 finished with value: 0.9974444833679833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:48,966] Trial 174 finished with value: 0.9974206969171612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:49,509] Trial 175 finished with value: 0.9881600464443601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:51,353] Trial 176 finished with value: 0.9977518592255356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:53,138] Trial 177 finished with value: 0.9975575306840782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:54,105] Trial 178 finished with value: 0.9954074541404464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:54,786] Trial 179 finished with value: 0.9969081823012264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:56,270] Trial 180 finished with value: 0.9973822852259836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:58,278] Trial 181 finished with value: 0.9974656107534421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:00,185] Trial 182 finished with value: 0.9977499901166887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:11,073] Trial 183 finished with value: 0.9969386883018183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:12,566] Trial 184 finished with value: 0.9973592005002955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:13,958] Trial 185 finished with value: 0.9973239253712997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:15,228] Trial 186 finished with value: 0.9976331683064722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:16,893] Trial 187 finished with value: 0.985325025836015 and parameters: {'classifier': 'SVC', 'svc_c': 0.002216985919187527, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:18,174] Trial 188 finished with value: 0.997434464757946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:19,366] Trial 189 finished with value: 0.9972416874384543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:21,539] Trial 190 finished with value: 0.9974205994817852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:22,337] Trial 191 finished with value: 0.997146772845821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:24,042] Trial 192 finished with value: 0.9975928549750929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:25,756] Trial 193 finished with value: 0.9975751489043215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:27,505] Trial 194 finished with value: 0.9974744177688618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:29,700] Trial 195 finished with value: 0.9974513326623189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:31,316] Trial 196 finished with value: 0.9973773823540375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:33,175] Trial 197 finished with value: 0.9974960753678026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:35,116] Trial 198 finished with value: 0.9973976785554374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:36,658] Trial 199 finished with value: 0.9975220814409219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:38,895] Trial 200 finished with value: 0.997318558935477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:40,528] Trial 201 finished with value: 0.9975673873673117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:42,275] Trial 202 finished with value: 0.9975554482647553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:43,496] Trial 203 finished with value: 0.997238836168323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:45,334] Trial 204 finished with value: 0.9977289923171062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:47,175] Trial 205 finished with value: 0.9972594445437807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:48,902] Trial 206 finished with value: 0.9969854970498648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:51,129] Trial 207 finished with value: 0.9969559711158555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:52,837] Trial 208 finished with value: 0.9973893757284159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:54,166] Trial 209 finished with value: 0.9976836088550085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:55,503] Trial 210 finished with value: 0.9973902983811239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:56,952] Trial 211 finished with value: 0.9975254896478535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:58,238] Trial 212 finished with value: 0.9973658860270284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:00,178] Trial 213 finished with value: 0.9975186953870497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:01,725] Trial 214 finished with value: 0.9974049864307979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:03,278] Trial 215 finished with value: 0.9972802437275381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:04,975] Trial 216 finished with value: 0.9973838565063066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:11,945] Trial 217 finished with value: 0.9966992347717817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:13,597] Trial 218 finished with value: 0.9973987563112994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:14,940] Trial 219 finished with value: 0.9975771723546124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:15,700] Trial 220 finished with value: 0.9905206692510494 and parameters: {'classifier': 'SVC', 'svc_c': 16.129671217713234, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:17,040] Trial 221 finished with value: 0.9975223040506048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:18,436] Trial 222 finished with value: 0.997185138358343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:19,677] Trial 223 finished with value: 0.9975148330106621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:21,397] Trial 224 finished with value: 0.9973361435770144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:22,899] Trial 225 finished with value: 0.997463085241193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:24,624] Trial 226 finished with value: 0.997275942542842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:26,678] Trial 227 finished with value: 0.997373936759851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:27,833] Trial 228 finished with value: 0.9975167809882088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:29,215] Trial 229 finished with value: 0.9974050009032838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:30,486] Trial 230 finished with value: 0.9973008621956506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:32,313] Trial 231 finished with value: 0.9973820891809292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:34,076] Trial 232 finished with value: 0.9970255514633949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:35,198] Trial 233 finished with value: 0.997432483169955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:36,967] Trial 234 finished with value: 0.9976017496823508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:38,791] Trial 235 finished with value: 0.9974731894483669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:40,494] Trial 236 finished with value: 0.9976924694440159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:42,216] Trial 237 finished with value: 0.997389810601224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:43,932] Trial 238 finished with value: 0.9975429531140602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:45,475] Trial 239 finished with value: 0.9975788484652437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:46,853] Trial 240 finished with value: 0.9971647301538678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:48,367] Trial 241 finished with value: 0.9975798669664325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:49,913] Trial 242 finished with value: 0.9974244719508273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:51,328] Trial 243 finished with value: 0.9976955202186337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:52,966] Trial 244 finished with value: 0.9973594692886337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:54,788] Trial 245 finished with value: 0.9974577712046556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:56,300] Trial 246 finished with value: 0.9973649870507991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:57,669] Trial 247 finished with value: 0.9975158841384197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:59,375] Trial 248 finished with value: 0.9973882582366937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:00,759] Trial 249 finished with value: 0.997672287499083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:02,141] Trial 250 finished with value: 0.9974349599645161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:03,471] Trial 251 finished with value: 0.997424829065762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:04,652] Trial 252 finished with value: 0.9974495235063793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:06,111] Trial 253 finished with value: 0.9974887132840963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:07,759] Trial 254 finished with value: 0.9973246245574011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:08,414] Trial 255 finished with value: 0.9954279096661418 and parameters: {'classifier': 'SVC', 'svc_c': 4052.9189377764537, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:09,355] Trial 256 finished with value: 0.9972211291454144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:11,035] Trial 257 finished with value: 0.9976639614399131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:12,603] Trial 258 finished with value: 0.9973950641453095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:15,026] Trial 259 finished with value: 0.9977187714413844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:17,575] Trial 260 finished with value: 0.9972975297788419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:19,819] Trial 261 finished with value: 0.9976070251255927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:20,155] Trial 262 finished with value: 0.9920327110554431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 6}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:22,467] Trial 263 finished with value: 0.9971648440294798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:25,200] Trial 264 finished with value: 0.9975562263195569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:27,229] Trial 265 finished with value: 0.9974872918701724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:29,516] Trial 266 finished with value: 0.9975131323031524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:31,853] Trial 267 finished with value: 0.9974735446272894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:34,286] Trial 268 finished with value: 0.9975625432739704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:36,273] Trial 269 finished with value: 0.9972826729152381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:37,724] Trial 270 finished with value: 0.9968446992817804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:39,464] Trial 271 finished with value: 0.9970593528109197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:41,398] Trial 272 finished with value: 0.9976373578689479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:44,351] Trial 273 finished with value: 0.9974618388618288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:45,808] Trial 274 finished with value: 0.9953873457639829 and parameters: {'classifier': 'SVC', 'svc_c': 173489.07459747148, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:47,710] Trial 275 finished with value: 0.9974194030261495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:49,950] Trial 276 finished with value: 0.9973893557017962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:54,298] Trial 277 finished with value: 0.9974637350748486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:55,795] Trial 278 finished with value: 0.9974205531127024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:57,173] Trial 279 finished with value: 0.9974014146466912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:00,446] Trial 280 finished with value: 0.9975217608563186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:02,043] Trial 281 finished with value: 0.9973456470808135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:03,476] Trial 282 finished with value: 0.9973528250529187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:05,481] Trial 283 finished with value: 0.9975564597836044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:07,765] Trial 284 finished with value: 0.9971809888173687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:08,536] Trial 285 finished with value: 0.9970900964967008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:10,203] Trial 286 finished with value: 0.9974208366909055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:10,972] Trial 287 finished with value: 0.9970341972819828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:12,214] Trial 288 finished with value: 0.9965487237758056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:14,035] Trial 289 finished with value: 0.9975080205640374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:16,217] Trial 290 finished with value: 0.996886919680544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:17,652] Trial 291 finished with value: 0.9976115173090161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:19,139] Trial 292 finished with value: 0.9972022412819207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:21,404] Trial 293 finished with value: 0.9974472565311244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:23,056] Trial 294 finished with value: 0.9853940170010403 and parameters: {'classifier': 'SVC', 'svc_c': 0.04589162444215909, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:24,386] Trial 295 finished with value: 0.9971972843920561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:26,042] Trial 296 finished with value: 0.9970037500917334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:27,257] Trial 297 finished with value: 0.9974447401593928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:28,837] Trial 298 finished with value: 0.9974965565779558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:30,154] Trial 299 finished with value: 0.9973126631430959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:32,048] Trial 300 finished with value: 0.9974787146689407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:34,570] Trial 301 finished with value: 0.9973380342676381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:36,151] Trial 302 finished with value: 0.9972120141136026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:37,780] Trial 303 finished with value: 0.9968896087382303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:40,501] Trial 304 finished with value: 0.9973442295389142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:42,233] Trial 305 finished with value: 0.9975715079315766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:42,672] Trial 306 finished with value: 0.9969690492284352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 25}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:43,471] Trial 307 finished with value: 0.9972715392572975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 57}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:45,173] Trial 308 finished with value: 0.9975865178353702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:49,300] Trial 309 finished with value: 0.994212566420731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 71, 'rf_n_estimators': 29}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:51,032] Trial 310 finished with value: 0.9974586964598723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:52,522] Trial 311 finished with value: 0.9974000427439028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:54,294] Trial 312 finished with value: 0.9973307451176431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:56,358] Trial 313 finished with value: 0.9973383558678545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:57,112] Trial 314 finished with value: 0.9912366465464736 and parameters: {'classifier': 'SVC', 'svc_c': 34.270305609808624, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:59,155] Trial 315 finished with value: 0.9974738949185742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:01,588] Trial 316 finished with value: 0.9974821495674524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:09,670] Trial 317 finished with value: 0.9973527551660464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:10,929] Trial 318 finished with value: 0.9974865009615183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:12,465] Trial 319 finished with value: 0.9972188991448219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:13,256] Trial 320 finished with value: 0.9970623458542837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 46}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:15,126] Trial 321 finished with value: 0.9971250001969655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:17,143] Trial 322 finished with value: 0.9972818622656053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:18,790] Trial 323 finished with value: 0.997545424481439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:20,531] Trial 324 finished with value: 0.9972552884013216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:21,964] Trial 325 finished with value: 0.9974022185044116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:23,572] Trial 326 finished with value: 0.997517016959551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:24,245] Trial 327 finished with value: 0.992374134451468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:26,545] Trial 328 finished with value: 0.9969406795381331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:27,531] Trial 329 finished with value: 0.9972999471283024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:29,173] Trial 330 finished with value: 0.9973953281412239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:31,660] Trial 331 finished with value: 0.9973865456909445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:32,736] Trial 332 finished with value: 0.9971897233751458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:33,592] Trial 333 finished with value: 0.9891867612447576 and parameters: {'classifier': 'SVC', 'svc_c': 3.0145136817932077, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:35,198] Trial 334 finished with value: 0.9976029041169973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:36,104] Trial 335 finished with value: 0.9967339350003218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:37,523] Trial 336 finished with value: 0.9974687277650727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:39,111] Trial 337 finished with value: 0.99767259513462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:40,738] Trial 338 finished with value: 0.9974279645171169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:42,221] Trial 339 finished with value: 0.9976034009104628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:43,595] Trial 340 finished with value: 0.997268448302489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:45,067] Trial 341 finished with value: 0.9974513585921893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:48,213] Trial 342 finished with value: 0.9973723872199945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:51,116] Trial 343 finished with value: 0.9972425612465227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:52,918] Trial 344 finished with value: 0.9972079689903439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:54,607] Trial 345 finished with value: 0.9973573797917576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:56,334] Trial 346 finished with value: 0.9976605023253778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:58,097] Trial 347 finished with value: 0.9974141240599997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:59,641] Trial 348 finished with value: 0.9974331470317658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:01,321] Trial 349 finished with value: 0.9973191855687219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:08,466] Trial 350 finished with value: 0.9968963935728755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:09,888] Trial 351 finished with value: 0.9974835989424728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:12,010] Trial 352 finished with value: 0.9977272425427915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:14,198] Trial 353 finished with value: 0.9974542488364709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:15,850] Trial 354 finished with value: 0.9852034331200716 and parameters: {'classifier': 'SVC', 'svc_c': 2.520324509416476e-08, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:17,241] Trial 355 finished with value: 0.9963453753527832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:19,006] Trial 356 finished with value: 0.9973375332530309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:19,873] Trial 357 finished with value: 0.9969656174402384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:21,771] Trial 358 finished with value: 0.9975729228709674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:23,826] Trial 359 finished with value: 0.9972202848853379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:26,216] Trial 360 finished with value: 0.9974105034312535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:27,958] Trial 361 finished with value: 0.9974319671750554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:29,324] Trial 362 finished with value: 0.9975807844141236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:30,059] Trial 363 finished with value: 0.9897141197752299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:32,844] Trial 364 finished with value: 0.9975107126368249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:34,540] Trial 365 finished with value: 0.9971444072291497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:36,548] Trial 366 finished with value: 0.99748737638822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:37,266] Trial 367 finished with value: 0.9967030842308408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:41,784] Trial 368 finished with value: 0.9969002960025023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:43,054] Trial 369 finished with value: 0.9972958555090092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:44,364] Trial 370 finished with value: 0.9974413421403295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:45,919] Trial 371 finished with value: 0.9970994293457714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:47,769] Trial 372 finished with value: 0.997543706032439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:49,340] Trial 373 finished with value: 0.9972841379370468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:50,914] Trial 374 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.704070193312193e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:51,949] Trial 375 finished with value: 0.9971229180950217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:52,542] Trial 376 finished with value: 0.9961447832400729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 16}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:54,891] Trial 377 finished with value: 0.9975163200585788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:03,631] Trial 378 finished with value: 0.9968476737267307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:05,104] Trial 379 finished with value: 0.9971675866290157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:06,653] Trial 380 finished with value: 0.9975102359651924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:07,900] Trial 381 finished with value: 0.9971894163426288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:15,584] Trial 382 finished with value: 0.9967657627578083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:17,310] Trial 383 finished with value: 0.9976193955780497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:18,522] Trial 384 finished with value: 0.9973252894030868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:20,694] Trial 385 finished with value: 0.9974969610141106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:22,345] Trial 386 finished with value: 0.9972091062547822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:23,893] Trial 387 finished with value: 0.9969692567308743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:25,529] Trial 388 finished with value: 0.9974892064594405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:27,213] Trial 389 finished with value: 0.9972289967505111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:33,554] Trial 390 finished with value: 0.9970611142965221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:35,947] Trial 391 finished with value: 0.9971336513475216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:37,550] Trial 392 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.646021402145962e-07, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:39,156] Trial 393 finished with value: 0.9973891536582773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:41,236] Trial 394 finished with value: 0.9972121103746762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:42,498] Trial 395 finished with value: 0.9974878824491545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:45,789] Trial 396 finished with value: 0.9969851710698171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:50,090] Trial 397 finished with value: 0.9972532212479323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:51,709] Trial 398 finished with value: 0.9973789817541467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:53,195] Trial 399 finished with value: 0.9975771177654114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:55,801] Trial 400 finished with value: 0.9976363753585463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:58,249] Trial 401 finished with value: 0.9974407277579167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:01,221] Trial 402 finished with value: 0.9973273172966847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:04,560] Trial 403 finished with value: 0.9972569736207325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:05,834] Trial 404 finished with value: 0.9974988285360621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:07,077] Trial 405 finished with value: 0.9974379280618849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 53}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:09,026] Trial 406 finished with value: 0.9974071910728024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:09,954] Trial 407 finished with value: 0.9957867446051565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:11,724] Trial 408 finished with value: 0.9972396282195417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:13,014] Trial 409 finished with value: 0.9973665574424609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:24,091] Trial 410 finished with value: 0.9963865601118879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:24,829] Trial 411 finished with value: 0.9972698641622791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 38}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:26,072] Trial 412 finished with value: 0.9973431636212918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:27,764] Trial 413 finished with value: 0.9852997891849867 and parameters: {'classifier': 'SVC', 'svc_c': 0.001391096640877626, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:28,594] Trial 414 finished with value: 0.9973127733053726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:30,112] Trial 415 finished with value: 0.9970859291824983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:31,698] Trial 416 finished with value: 0.9975448448520349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:34,961] Trial 417 finished with value: 0.9975678799396356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:36,682] Trial 418 finished with value: 0.9974271960471633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:40,158] Trial 419 finished with value: 0.9973886732733098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:41,756] Trial 420 finished with value: 0.997524652560544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:47,643] Trial 421 finished with value: 0.9972220643980717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:49,219] Trial 422 finished with value: 0.9973625196823966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:50,998] Trial 423 finished with value: 0.9973273930550698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:53,019] Trial 424 finished with value: 0.997241100318904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:54,610] Trial 425 finished with value: 0.9973405565426207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:57,079] Trial 426 finished with value: 0.9973374006520533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:00,518] Trial 427 finished with value: 0.9975392241320975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:02,713] Trial 428 finished with value: 0.997631255462789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:04,997] Trial 429 finished with value: 0.9972034088560607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:07,169] Trial 430 finished with value: 0.9975440402643425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:08,732] Trial 431 finished with value: 0.9850749532147316 and parameters: {'classifier': 'SVC', 'svc_c': 1.0111763073213511e-10, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:11,258] Trial 432 finished with value: 0.9972631331868627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:13,236] Trial 433 finished with value: 0.9976897788629101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:15,259] Trial 434 finished with value: 0.9973287606097648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:17,299] Trial 435 finished with value: 0.9974421224485225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:19,280] Trial 436 finished with value: 0.9975806626040349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:20,988] Trial 437 finished with value: 0.9943249995765783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:23,090] Trial 438 finished with value: 0.9974577162346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:27,291] Trial 439 finished with value: 0.9969681682475997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:29,486] Trial 440 finished with value: 0.9977137110859414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:31,901] Trial 441 finished with value: 0.9976927360741769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:34,304] Trial 442 finished with value: 0.9974742284522439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:36,782] Trial 443 finished with value: 0.9972062599675025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:39,410] Trial 444 finished with value: 0.9973551622006869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:41,837] Trial 445 finished with value: 0.9976002286748732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:44,024] Trial 446 finished with value: 0.9973558527223396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:46,227] Trial 447 finished with value: 0.997404311397244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:48,282] Trial 448 finished with value: 0.9973546125318672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:50,050] Trial 449 finished with value: 0.9966585311593542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:52,306] Trial 450 finished with value: 0.9974748805392908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:55,052] Trial 451 finished with value: 0.9972843416944129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:56,653] Trial 452 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.0976103069624954e-06, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:59,027] Trial 453 finished with value: 0.9973174502034174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:02,172] Trial 454 finished with value: 0.9968015407739479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:04,680] Trial 455 finished with value: 0.9975685432936398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:15,224] Trial 456 finished with value: 0.9965489954205556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:17,473] Trial 457 finished with value: 0.9973608488085199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:19,903] Trial 458 finished with value: 0.997307096409339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:22,060] Trial 459 finished with value: 0.9973975631246681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:23,452] Trial 460 finished with value: 0.9974728473454623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:24,208] Trial 461 finished with value: 0.9967504380139723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:26,925] Trial 462 finished with value: 0.997546972466138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:27,467] Trial 463 finished with value: 0.9884692107964738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:28,426] Trial 464 finished with value: 0.9968489284214267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:30,331] Trial 465 finished with value: 0.997334661543687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:33,665] Trial 466 finished with value: 0.9972813310999861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:35,543] Trial 467 finished with value: 0.9975045308541594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:47,999] Trial 468 finished with value: 0.9964235164295806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:50,475] Trial 469 finished with value: 0.9976139023492866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:52,239] Trial 470 finished with value: 0.997474341566146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:53,837] Trial 471 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.5754356662718777e-09, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:55,717] Trial 472 finished with value: 0.9974155665478944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 65}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:00,514] Trial 473 finished with value: 0.9972176485760539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:02,660] Trial 474 finished with value: 0.9974694436453135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:04,613] Trial 475 finished with value: 0.9972306416310414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:09,469] Trial 476 finished with value: 0.9967256831761172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:10,466] Trial 477 finished with value: 0.997068400399678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:12,791] Trial 478 finished with value: 0.9975747610353544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:13,601] Trial 479 finished with value: 0.9965686882208588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:15,629] Trial 480 finished with value: 0.9973592528678427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:17,933] Trial 481 finished with value: 0.9975566960723254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:19,828] Trial 482 finished with value: 0.9972631387727344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:21,276] Trial 483 finished with value: 0.9969775053178122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:23,069] Trial 484 finished with value: 0.9975422094948879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:25,384] Trial 485 finished with value: 0.9974302169564101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:34,017] Trial 486 finished with value: 0.9968829933840109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:35,153] Trial 487 finished with value: 0.9972712189583354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:37,289] Trial 488 finished with value: 0.9975108310826956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:41,020] Trial 489 finished with value: 0.996818998273428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:42,419] Trial 490 finished with value: 0.9973347974136688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:43,476] Trial 491 finished with value: 0.9971892534319498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:45,118] Trial 492 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.4528247726722232e-09, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:49,352] Trial 493 finished with value: 0.9970034242386374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:50,447] Trial 494 finished with value: 0.9976208736124006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:52,179] Trial 495 finished with value: 0.9972954956011385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:54,829] Trial 496 finished with value: 0.996735160432667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:56,420] Trial 497 finished with value: 0.997339810733533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:57,886] Trial 498 finished with value: 0.997318712959542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:11,686] Trial 499 finished with value: 0.996356532972844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:13,646] Trial 500 finished with value: 0.9974290039018486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:14,635] Trial 501 finished with value: 0.9970053899576744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:16,418] Trial 502 finished with value: 0.9971351538835371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:18,648] Trial 503 finished with value: 0.997373192125066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:23,715] Trial 504 finished with value: 0.9970245506719587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:29,896] Trial 505 finished with value: 0.996991312926195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:31,861] Trial 506 finished with value: 0.9973684690483656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:33,458] Trial 507 finished with value: 0.9973992093381906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:34,924] Trial 508 finished with value: 0.9970177305447603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:36,552] Trial 509 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.1358353470596324e-08, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:38,423] Trial 510 finished with value: 0.9967907489967466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:50,888] Trial 511 finished with value: 0.9965867847631057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:52,844] Trial 512 finished with value: 0.9974592147716391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:54,543] Trial 513 finished with value: 0.99737754278916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:55,146] Trial 514 finished with value: 0.9960775708260718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:57,209] Trial 515 finished with value: 0.9975272678910713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:58,592] Trial 516 finished with value: 0.9974608713634575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:00,929] Trial 517 finished with value: 0.9975388645098681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:12,284] Trial 518 finished with value: 0.9969902416448663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:13,926] Trial 519 finished with value: 0.9974660439758791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:16,088] Trial 520 finished with value: 0.9974088353185747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:18,283] Trial 521 finished with value: 0.9975148403421189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:20,441] Trial 522 finished with value: 0.9973837292055597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:21,650] Trial 523 finished with value: 0.9973772508956248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:22,987] Trial 524 finished with value: 0.997403389379294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:23,738] Trial 525 finished with value: 0.994042092598335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:38,506] Trial 526 finished with value: 0.9964401295102943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:39,837] Trial 527 finished with value: 0.9973919665255404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:41,062] Trial 528 finished with value: 0.9963241512301826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:41,732] Trial 529 finished with value: 0.992014556623253 and parameters: {'classifier': 'SVC', 'svc_c': 119.28533962990885, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:42,418] Trial 530 finished with value: 0.9970232774740627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 19}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:43,942] Trial 531 finished with value: 0.9975152379228858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:46,515] Trial 532 finished with value: 0.9972832612408288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:48,951] Trial 533 finished with value: 0.9977177776957636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:51,406] Trial 534 finished with value: 0.9971867179857358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:53,760] Trial 535 finished with value: 0.9974146269788816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:56,004] Trial 536 finished with value: 0.9974114088502778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:58,656] Trial 537 finished with value: 0.9972653808337318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:01,846] Trial 538 finished with value: 0.9973927168096731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:03,386] Trial 539 finished with value: 0.9970129670022282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:16,399] Trial 540 finished with value: 0.99634009007079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:18,511] Trial 541 finished with value: 0.9974787962988385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:21,070] Trial 542 finished with value: 0.9971757937027707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:29,840] Trial 543 finished with value: 0.996706281317212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:32,394] Trial 544 finished with value: 0.9976286505740334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:36,389] Trial 545 finished with value: 0.9970342492686752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:48,367] Trial 546 finished with value: 0.9967219163625692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:49,924] Trial 547 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.788686131390443e-06, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:51,992] Trial 548 finished with value: 0.9974967504330947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:53,346] Trial 549 finished with value: 0.9970992716083714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:53,718] Trial 550 finished with value: 0.9913848855843433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 5}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:55,764] Trial 551 finished with value: 0.9974758501323638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:58,010] Trial 552 finished with value: 0.9972355370445793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:59,899] Trial 553 finished with value: 0.9973593728688709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:01,671] Trial 554 finished with value: 0.9974040643811101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:02,862] Trial 555 finished with value: 0.9974688987689181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:04,980] Trial 556 finished with value: 0.9975567965545404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:08,068] Trial 557 finished with value: 0.9970715793954419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:10,434] Trial 558 finished with value: 0.997266199862172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:11,664] Trial 559 finished with value: 0.9959129669931385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:13,946] Trial 560 finished with value: 0.9974223688066509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:15,403] Trial 561 finished with value: 0.9976444665254632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:15,962] Trial 562 finished with value: 0.9881610258444468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:17,376] Trial 563 finished with value: 0.9974931293282796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:18,735] Trial 564 finished with value: 0.9973588655384201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:20,223] Trial 565 finished with value: 0.9972374608378406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:20,986] Trial 566 finished with value: 0.9969367049999804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:22,417] Trial 567 finished with value: 0.9858384151169418 and parameters: {'classifier': 'SVC', 'svc_c': 0.49643527079670285, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:23,344] Trial 568 finished with value: 0.995432569996999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:24,234] Trial 569 finished with value: 0.9970518346084466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:25,289] Trial 570 finished with value: 0.9972235215171418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:26,266] Trial 571 finished with value: 0.9971840478438424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:27,767] Trial 572 finished with value: 0.9974109703276103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:29,422] Trial 573 finished with value: 0.9975187704472009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:32,070] Trial 574 finished with value: 0.997157357850555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:33,476] Trial 575 finished with value: 0.9973288302744717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:35,012] Trial 576 finished with value: 0.9972532536840738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:36,562] Trial 577 finished with value: 0.9973979534374541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:37,489] Trial 578 finished with value: 0.9970615643083122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:43,878] Trial 579 finished with value: 0.9967369504189104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:52,602] Trial 580 finished with value: 0.9967729848138668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:53,869] Trial 581 finished with value: 0.9973655835012942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:55,594] Trial 582 finished with value: 0.9975720098665831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:57,315] Trial 583 finished with value: 0.9973540090990326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:59,869] Trial 584 finished with value: 0.997592196667416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:01,284] Trial 585 finished with value: 0.9970713283803319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:02,916] Trial 586 finished with value: 0.9850775745754614 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015391799036220769, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:05,460] Trial 587 finished with value: 0.9974968702754333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:06,931] Trial 588 finished with value: 0.9972943705240566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:09,523] Trial 589 finished with value: 0.9974021235128546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:11,649] Trial 590 finished with value: 0.9974253134814438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:13,425] Trial 591 finished with value: 0.9977247834579829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:15,219] Trial 592 finished with value: 0.9972178728995839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:17,156] Trial 593 finished with value: 0.9977038814751431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:19,126] Trial 594 finished with value: 0.9977424615041818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:21,164] Trial 595 finished with value: 0.9973313513434138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:32,481] Trial 596 finished with value: 0.9966495652639695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:34,422] Trial 597 finished with value: 0.9974690199759868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:36,578] Trial 598 finished with value: 0.9974137427290414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:38,506] Trial 599 finished with value: 0.9972399583572553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:38,748] Trial 600 finished with value: 0.9846479518202175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:40,529] Trial 601 finished with value: 0.9970803852365592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:42,709] Trial 602 finished with value: 0.9974596105750831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:44,651] Trial 603 finished with value: 0.9974459604501972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:45,448] Trial 604 finished with value: 0.9972023142791079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:50,448] Trial 605 finished with value: 0.9967960353895665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:52,260] Trial 606 finished with value: 0.9976484085005225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:54,159] Trial 607 finished with value: 0.9974382245256788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:55,517] Trial 608 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 583701692.2996241, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:57,554] Trial 609 finished with value: 0.997553951473301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:59,799] Trial 610 finished with value: 0.9976088213642038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:02,278] Trial 611 finished with value: 0.9976991776633527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:04,614] Trial 612 finished with value: 0.997598642763375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:05,535] Trial 613 finished with value: 0.9971010792408913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 38}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:07,971] Trial 614 finished with value: 0.9975397093412272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:10,178] Trial 615 finished with value: 0.9974595792815064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:12,888] Trial 616 finished with value: 0.9973730191217323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:14,752] Trial 617 finished with value: 0.9971993972797701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:16,826] Trial 618 finished with value: 0.9971811308762426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:18,732] Trial 619 finished with value: 0.9975695649686193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:21,358] Trial 620 finished with value: 0.9974767587251789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:26,878] Trial 621 finished with value: 0.9971064838256787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:28,543] Trial 622 finished with value: 0.9975688564198348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:31,019] Trial 623 finished with value: 0.9973955830600967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:32,512] Trial 624 finished with value: 0.9967426019246179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:45,315] Trial 625 finished with value: 0.9966242607890329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:46,212] Trial 626 finished with value: 0.994073213965215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:47,782] Trial 627 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.935514356137516e-06, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:49,373] Trial 628 finished with value: 0.9975723711709219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:50,299] Trial 629 finished with value: 0.9971933105203997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:51,928] Trial 630 finished with value: 0.9971869166015607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:52,313] Trial 631 finished with value: 0.9948008873142999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 9}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:54,878] Trial 632 finished with value: 0.9973547425938122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:57,019] Trial 633 finished with value: 0.9975284349574046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:59,343] Trial 634 finished with value: 0.99753322696884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:00,576] Trial 635 finished with value: 0.9921325094455402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:04,675] Trial 636 finished with value: 0.997119530136875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:05,112] Trial 637 finished with value: 0.9952857918867478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:09,036] Trial 638 finished with value: 0.9970205325893972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:11,218] Trial 639 finished with value: 0.9975703843461763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:12,795] Trial 640 finished with value: 0.9975571351345374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:14,618] Trial 641 finished with value: 0.9973178454990549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:15,942] Trial 642 finished with value: 0.9967142408670265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 52}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:17,858] Trial 643 finished with value: 0.9973436213136555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:20,881] Trial 644 finished with value: 0.997228688765857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:22,223] Trial 645 finished with value: 0.9867140453856372 and parameters: {'classifier': 'SVC', 'svc_c': 2413574.6030771676, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:23,780] Trial 646 finished with value: 0.9972418277200052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:39,524] Trial 647 finished with value: 0.9965774547704465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:41,367] Trial 648 finished with value: 0.9976555596858336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:43,442] Trial 649 finished with value: 0.9973818912950762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:45,686] Trial 650 finished with value: 0.9974591900478093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:48,157] Trial 651 finished with value: 0.9975433049605021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:50,023] Trial 652 finished with value: 0.9974632759542791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:51,773] Trial 653 finished with value: 0.9973811742722706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:58,504] Trial 654 finished with value: 0.9958195474463744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:00,478] Trial 655 finished with value: 0.9974684079104413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:15,952] Trial 656 finished with value: 0.9959808154348052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:18,098] Trial 657 finished with value: 0.9974815215060014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:20,231] Trial 658 finished with value: 0.9970494439823042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:22,614] Trial 659 finished with value: 0.9972560143742171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:24,310] Trial 660 finished with value: 0.9975491009054265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:25,812] Trial 661 finished with value: 0.9971904033598133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 59}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:26,670] Trial 662 finished with value: 0.9969798319920707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:27,578] Trial 663 finished with value: 0.9961175650962675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:29,718] Trial 664 finished with value: 0.9975422206666313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:32,914] Trial 665 finished with value: 0.9970648047169272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:34,546] Trial 666 finished with value: 0.9853850036892219 and parameters: {'classifier': 'SVC', 'svc_c': 0.047380199273758694, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:37,068] Trial 667 finished with value: 0.9970556988891085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:39,067] Trial 668 finished with value: 0.9974842177681925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:40,878] Trial 669 finished with value: 0.997548847986042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:43,014] Trial 670 finished with value: 0.9973719864019612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:44,473] Trial 671 finished with value: 0.9975520141279534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:46,474] Trial 672 finished with value: 0.9975925035729812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:48,362] Trial 673 finished with value: 0.9971059844297044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:50,281] Trial 674 finished with value: 0.9974169833280838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:52,413] Trial 675 finished with value: 0.997296261024253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:00,794] Trial 676 finished with value: 0.9967216856597196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:02,653] Trial 677 finished with value: 0.9972403694583708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:03,474] Trial 678 finished with value: 0.9968247193486285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:04,350] Trial 679 finished with value: 0.995509439684961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:07,506] Trial 680 finished with value: 0.9953328757389763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:09,483] Trial 681 finished with value: 0.997422708687902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:10,510] Trial 682 finished with value: 0.9975428451734368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:11,205] Trial 683 finished with value: 0.9930062342020091 and parameters: {'classifier': 'SVC', 'svc_c': 2707.202898967928, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:17,636] Trial 684 finished with value: 0.997134485387992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:18,761] Trial 685 finished with value: 0.9943802705711556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:21,036] Trial 686 finished with value: 0.9972062888172605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:24,027] Trial 687 finished with value: 0.9974417118869515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:25,672] Trial 688 finished with value: 0.9976083961714576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:27,426] Trial 689 finished with value: 0.9973378340649178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:29,298] Trial 690 finished with value: 0.9975249179211884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:30,697] Trial 691 finished with value: 0.9975691558352539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:33,024] Trial 692 finished with value: 0.9974350295340093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:35,426] Trial 693 finished with value: 0.9976205288752494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:37,752] Trial 694 finished with value: 0.9976272466159585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:39,856] Trial 695 finished with value: 0.9974021183713134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:41,590] Trial 696 finished with value: 0.9974224753508062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:43,376] Trial 697 finished with value: 0.996898882205676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:45,412] Trial 698 finished with value: 0.9973769519880124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:48,698] Trial 699 finished with value: 0.9970785303780328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:51,856] Trial 700 finished with value: 0.9971149596877718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:00,403] Trial 701 finished with value: 0.9968150657245269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:02,004] Trial 702 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1984115823405051e-07, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:03,750] Trial 703 finished with value: 0.9974602230532216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:04,915] Trial 704 finished with value: 0.9971187053321358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:05,570] Trial 705 finished with value: 0.9891461469428015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:07,392] Trial 706 finished with value: 0.9974342632857094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:08,832] Trial 707 finished with value: 0.9973044413112139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:10,947] Trial 708 finished with value: 0.9975160183897683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:13,219] Trial 709 finished with value: 0.9973956084186849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:17,415] Trial 710 finished with value: 0.9972934039778224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:19,383] Trial 711 finished with value: 0.9975573340042656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:20,982] Trial 712 finished with value: 0.9974321508423261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:22,722] Trial 713 finished with value: 0.9974340550850362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:24,306] Trial 714 finished with value: 0.9974244360552539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:26,709] Trial 715 finished with value: 0.996976742497206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:28,789] Trial 716 finished with value: 0.9973723114298716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:32,893] Trial 717 finished with value: 0.9965548072661715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:34,969] Trial 718 finished with value: 0.9973082251997564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:36,486] Trial 719 finished with value: 0.997171016227297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:38,490] Trial 720 finished with value: 0.9973502524416148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:40,099] Trial 721 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1169944682.6452608, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:41,358] Trial 722 finished with value: 0.9974294224613725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:48,436] Trial 723 finished with value: 0.9963036283883854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 34, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:50,452] Trial 724 finished with value: 0.9974635549622236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:52,085] Trial 725 finished with value: 0.9967819566125021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:58,736] Trial 726 finished with value: 0.9968876885313525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:59,539] Trial 727 finished with value: 0.9969564555632751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:05,463] Trial 728 finished with value: 0.9954581228845374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:05,989] Trial 729 finished with value: 0.9943639258661875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:19,683] Trial 730 finished with value: 0.9967269087354143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:21,246] Trial 731 finished with value: 0.997352447340082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:24,138] Trial 732 finished with value: 0.9961247130760501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:26,924] Trial 733 finished with value: 0.9975699137999602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:29,191] Trial 734 finished with value: 0.997273988154238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:31,064] Trial 735 finished with value: 0.9972938873144154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:32,995] Trial 736 finished with value: 0.9975121074861203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:36,348] Trial 737 finished with value: 0.9973437099258932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:38,314] Trial 738 finished with value: 0.9973612493409122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:43,625] Trial 739 finished with value: 0.9969385790282029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:45,785] Trial 740 finished with value: 0.9972719045606125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:47,416] Trial 741 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2797920144898199e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:48,880] Trial 742 finished with value: 0.9974287262903719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:50,699] Trial 743 finished with value: 0.9974563489338082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:52,606] Trial 744 finished with value: 0.9975693380425806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:53,592] Trial 745 finished with value: 0.9972695831548464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:55,999] Trial 746 finished with value: 0.9972374883228685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:59,045] Trial 747 finished with value: 0.9974339357505042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:59,975] Trial 748 finished with value: 0.9971533990861426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:02,655] Trial 749 finished with value: 0.9967581110656961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:03,717] Trial 750 finished with value: 0.997370362690615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:05,189] Trial 751 finished with value: 0.9973962155648547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:12,766] Trial 752 finished with value: 0.9969463801106455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:14,874] Trial 753 finished with value: 0.9975283692599363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:20,557] Trial 754 finished with value: 0.9969834291030276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:22,976] Trial 755 finished with value: 0.9977458074413389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:25,400] Trial 756 finished with value: 0.9972791218242469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:28,092] Trial 757 finished with value: 0.997255067410272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:30,137] Trial 758 finished with value: 0.9971966622021181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:31,631] Trial 759 finished with value: 0.9967252618553957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 56}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:33,455] Trial 760 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.755981151871884e-09, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:36,989] Trial 761 finished with value: 0.9973605023892599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:39,235] Trial 762 finished with value: 0.9976084798960576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:41,656] Trial 763 finished with value: 0.9975666606644444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:43,708] Trial 764 finished with value: 0.9975999727403875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:45,504] Trial 765 finished with value: 0.9962078633467835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:48,062] Trial 766 finished with value: 0.9973559949081651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:50,089] Trial 767 finished with value: 0.9974237239835618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:52,226] Trial 768 finished with value: 0.9972210959158255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:54,530] Trial 769 finished with value: 0.9977860253368306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:56,868] Trial 770 finished with value: 0.9972764976705816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:02,129] Trial 771 finished with value: 0.9967491583098051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:10,483] Trial 772 finished with value: 0.9965561067113172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:14,204] Trial 773 finished with value: 0.996865238754241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:17,074] Trial 774 finished with value: 0.9971884150116481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:19,373] Trial 775 finished with value: 0.997563044574219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:21,693] Trial 776 finished with value: 0.9975271497943173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:22,435] Trial 777 finished with value: 0.9899554938295233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:24,897] Trial 778 finished with value: 0.9975742582434242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:25,767] Trial 779 finished with value: 0.9887997050218958 and parameters: {'classifier': 'SVC', 'svc_c': 2.3541576850775794, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:28,268] Trial 780 finished with value: 0.997387850023728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:29,429] Trial 781 finished with value: 0.9953244977248518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:38,701] Trial 782 finished with value: 0.9969274083638621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:45,193] Trial 783 finished with value: 0.9969754573658567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:47,271] Trial 784 finished with value: 0.9975180669130058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:49,834] Trial 785 finished with value: 0.9971952362496733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:52,681] Trial 786 finished with value: 0.9973820103122292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:53,631] Trial 787 finished with value: 0.9942181351539757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:56,535] Trial 788 finished with value: 0.9975969320901622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:58,716] Trial 789 finished with value: 0.997519070878233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:01,844] Trial 790 finished with value: 0.9967333655905238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:03,014] Trial 791 finished with value: 0.9964909186045304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 18}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:07,867] Trial 792 finished with value: 0.9956901131821564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 70, 'rf_n_estimators': 42}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:10,311] Trial 793 finished with value: 0.9974189439690556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:12,025] Trial 794 finished with value: 0.9975222784063756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:14,137] Trial 795 finished with value: 0.9973844854246812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:16,379] Trial 796 finished with value: 0.9975994032036378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:18,256] Trial 797 finished with value: 0.9974660532116101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:19,247] Trial 798 finished with value: 0.9882478741526827 and parameters: {'classifier': 'SVC', 'svc_c': 39326.32341697315, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:21,823] Trial 799 finished with value: 0.997742841502148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:24,017] Trial 800 finished with value: 0.9972760331863059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 67}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:26,433] Trial 801 finished with value: 0.9974753041134038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:30,567] Trial 802 finished with value: 0.9973350326867769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:32,253] Trial 803 finished with value: 0.9964754282205556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:34,751] Trial 804 finished with value: 0.9974868264972353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:38,422] Trial 805 finished with value: 0.9973394464140931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:41,218] Trial 806 finished with value: 0.9967539328336535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:44,054] Trial 807 finished with value: 0.9976092137082161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:46,277] Trial 808 finished with value: 0.997325566824136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:48,851] Trial 809 finished with value: 0.9974705287643699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:56,000] Trial 810 finished with value: 0.9970924609390694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:58,618] Trial 811 finished with value: 0.9973496847139262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:01,701] Trial 812 finished with value: 0.9975910844759245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:03,725] Trial 813 finished with value: 0.9974453093787634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:06,402] Trial 814 finished with value: 0.9973638712729241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:07,649] Trial 815 finished with value: 0.9974396279759471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:11,156] Trial 816 finished with value: 0.9967670055507888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:12,741] Trial 817 finished with value: 0.9851408298119452 and parameters: {'classifier': 'SVC', 'svc_c': 0.00043130391926342874, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:15,362] Trial 818 finished with value: 0.9973122448374753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:17,670] Trial 819 finished with value: 0.9972137822641658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:22,304] Trial 820 finished with value: 0.9970276209971275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:24,447] Trial 821 finished with value: 0.9975271221188623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:36,775] Trial 822 finished with value: 0.9966159973804922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:38,823] Trial 823 finished with value: 0.9973267399524098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:39,652] Trial 824 finished with value: 0.9967143984139993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:41,847] Trial 825 finished with value: 0.9974061092227505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:44,996] Trial 826 finished with value: 0.9970745777072986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:56,216] Trial 827 finished with value: 0.9962412576239069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 54, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:58,339] Trial 828 finished with value: 0.997379748922846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:00,211] Trial 829 finished with value: 0.9974824153406896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:02,127] Trial 830 finished with value: 0.9974226660638923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:03,619] Trial 831 finished with value: 0.9975005664721373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:05,712] Trial 832 finished with value: 0.9975570027874632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:06,760] Trial 833 finished with value: 0.9970023995485567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:08,547] Trial 834 finished with value: 0.9973572389071864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:11,152] Trial 835 finished with value: 0.9974354596778694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:11,945] Trial 836 finished with value: 0.9973260402585019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 62}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:13,620] Trial 837 finished with value: 0.9852049079171561 and parameters: {'classifier': 'SVC', 'svc_c': 2.8285485158283987e-07, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:16,139] Trial 838 finished with value: 0.997493612506183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:17,771] Trial 839 finished with value: 0.9972835345676881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:19,964] Trial 840 finished with value: 0.9977417247403978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:22,529] Trial 841 finished with value: 0.9972844024725057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:29,434] Trial 842 finished with value: 0.9964038412120783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:34,321] Trial 843 finished with value: 0.9970854438781552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:35,716] Trial 844 finished with value: 0.996530169604671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:49,364] Trial 845 finished with value: 0.9967084578394306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:52,171] Trial 846 finished with value: 0.9975701793510318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:54,603] Trial 847 finished with value: 0.9974328881773923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:57,438] Trial 848 finished with value: 0.9972231930615374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:59,402] Trial 849 finished with value: 0.9968005610247443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:01,404] Trial 850 finished with value: 0.9972815853841007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:02,268] Trial 851 finished with value: 0.9971657888035091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:03,281] Trial 852 finished with value: 0.9972084286187198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:03,977] Trial 853 finished with value: 0.9966996321621212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:06,283] Trial 854 finished with value: 0.9975445680340059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:07,915] Trial 855 finished with value: 0.9853823816302585 and parameters: {'classifier': 'SVC', 'svc_c': 0.010915186088967879, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:17,773] Trial 856 finished with value: 0.9962142941450708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 53, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:29,104] Trial 857 finished with value: 0.9967492171836235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:31,472] Trial 858 finished with value: 0.9963656643179402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:46,021] Trial 859 finished with value: 0.9965342410703929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:48,269] Trial 860 finished with value: 0.9972932718529136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:51,390] Trial 861 finished with value: 0.9973770861441471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:53,209] Trial 862 finished with value: 0.9974807900741857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:55,569] Trial 863 finished with value: 0.9975205301554806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:56,389] Trial 864 finished with value: 0.9900811816876676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:01,795] Trial 865 finished with value: 0.9969708864089472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:12,143] Trial 866 finished with value: 0.9969740243358586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:16,183] Trial 867 finished with value: 0.9946428535138541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:17,659] Trial 868 finished with value: 0.9967006159103011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:20,304] Trial 869 finished with value: 0.9972852687586901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:22,867] Trial 870 finished with value: 0.9974114395725723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:25,201] Trial 871 finished with value: 0.9974494486683935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:26,708] Trial 872 finished with value: 0.997490512442595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:33,511] Trial 873 finished with value: 0.9968878960337916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:34,190] Trial 874 finished with value: 0.9927875505616414 and parameters: {'classifier': 'SVC', 'svc_c': 462.0501167087413, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:38,510] Trial 875 finished with value: 0.9974018922069847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:40,446] Trial 876 finished with value: 0.997515258044719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:42,189] Trial 877 finished with value: 0.9973709255941418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:55,908] Trial 878 finished with value: 0.9964968632415512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:57,633] Trial 879 finished with value: 0.9974256614241234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:58,453] Trial 880 finished with value: 0.9948621022794023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:59,468] Trial 881 finished with value: 0.9969031156616778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:01,843] Trial 882 finished with value: 0.9976869815154835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:04,483] Trial 883 finished with value: 0.9970742895588366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:05,638] Trial 884 finished with value: 0.9943741917145242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:08,053] Trial 885 finished with value: 0.9975077252428083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:13,188] Trial 886 finished with value: 0.9964994854274664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:29,526] Trial 887 finished with value: 0.9954020207376392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:32,304] Trial 888 finished with value: 0.9970433020307125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:34,990] Trial 889 finished with value: 0.9971115729356655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:36,156] Trial 890 finished with value: 0.9971036941905637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:38,306] Trial 891 finished with value: 0.9974068317044762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:40,844] Trial 892 finished with value: 0.9974511212878548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:43,569] Trial 893 finished with value: 0.9973227821718723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:44,627] Trial 894 finished with value: 0.9870798726934744 and parameters: {'classifier': 'SVC', 'svc_c': 0.9133831132136061, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:46,786] Trial 895 finished with value: 0.9976571863488054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:50,016] Trial 896 finished with value: 0.99736058262269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:55,515] Trial 897 finished with value: 0.9972531849715041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:57,518] Trial 898 finished with value: 0.9971334097268322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:58,482] Trial 899 finished with value: 0.9970005590355647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 93}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:00,693] Trial 900 finished with value: 0.9974993766497241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:03,004] Trial 901 finished with value: 0.9974600741389597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:04,271] Trial 902 finished with value: 0.9974385426664631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:06,168] Trial 903 finished with value: 0.9968480432511875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:08,851] Trial 904 finished with value: 0.99753223972949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:10,549] Trial 905 finished with value: 0.9974027037770168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:16,422] Trial 906 finished with value: 0.997263422255724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:18,724] Trial 907 finished with value: 0.9974775108183723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:21,241] Trial 908 finished with value: 0.9974489776778466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:24,822] Trial 909 finished with value: 0.9972986779293826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:27,413] Trial 910 finished with value: 0.9974185142060507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:29,173] Trial 911 finished with value: 0.9970675800065077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:30,008] Trial 912 finished with value: 0.9910026378766288 and parameters: {'classifier': 'SVC', 'svc_c': 26.664883105428963, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:32,250] Trial 913 finished with value: 0.9974762458088563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:34,131] Trial 914 finished with value: 0.9975912830282736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:36,893] Trial 915 finished with value: 0.9972816802169682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:40,914] Trial 916 finished with value: 0.9971674351757214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:41,675] Trial 917 finished with value: 0.9968609809552644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:44,289] Trial 918 finished with value: 0.997272725588541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:46,024] Trial 919 finished with value: 0.9972998543583987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:47,927] Trial 920 finished with value: 0.9974550249235223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:49,253] Trial 921 finished with value: 0.9966794292384313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:50,885] Trial 922 finished with value: 0.9974796463352144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:53,004] Trial 923 finished with value: 0.997392475379411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:54,336] Trial 924 finished with value: 0.9971162930290026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:56,523] Trial 925 finished with value: 0.9977163861472107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:58,702] Trial 926 finished with value: 0.9972995752235027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:00,252] Trial 927 finished with value: 0.9972525565926741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:02,785] Trial 928 finished with value: 0.9974994657062924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:05,822] Trial 929 finished with value: 0.9974676644816965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:08,224] Trial 930 finished with value: 0.9969659860442958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:14,766] Trial 931 finished with value: 0.9964492718684443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:16,354] Trial 932 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 4.783290917535195e-10, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:20,601] Trial 933 finished with value: 0.9915127255899931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:22,496] Trial 934 finished with value: 0.9975473972780294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:24,170] Trial 935 finished with value: 0.9975501841202087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:30,386] Trial 936 finished with value: 0.9965652013039165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:32,666] Trial 937 finished with value: 0.997023518110877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:33,201] Trial 938 finished with value: 0.9934208421975596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 12}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:35,148] Trial 939 finished with value: 0.9975120119232809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:36,695] Trial 940 finished with value: 0.9974189148019187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:38,583] Trial 941 finished with value: 0.9972957502026322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:41,122] Trial 942 finished with value: 0.997753027244006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:43,525] Trial 943 finished with value: 0.9969742877922285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:46,419] Trial 944 finished with value: 0.9973952822482097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:48,810] Trial 945 finished with value: 0.9973357798288567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:51,288] Trial 946 finished with value: 0.9972444489537833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:54,440] Trial 947 finished with value: 0.9971562031937434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:56,574] Trial 948 finished with value: 0.9973406050698811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:58,797] Trial 949 finished with value: 0.9975973710254227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:00,292] Trial 950 finished with value: 0.9970810262788143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:09,696] Trial 951 finished with value: 0.9967935175896291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:11,535] Trial 952 finished with value: 0.9854030285990115 and parameters: {'classifier': 'SVC', 'svc_c': 0.15516335103395076, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:12,686] Trial 953 finished with value: 0.9953958155641359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:15,064] Trial 954 finished with value: 0.9973888502121439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:15,781] Trial 955 finished with value: 0.9959055447026216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:16,824] Trial 956 finished with value: 0.9915437646922168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:18,692] Trial 957 finished with value: 0.9973372407564755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:20,518] Trial 958 finished with value: 0.9975881731259344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:22,678] Trial 959 finished with value: 0.9975864719106181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:25,492] Trial 960 finished with value: 0.9973544431466551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:27,905] Trial 961 finished with value: 0.9973136140742794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:29,095] Trial 962 finished with value: 0.9963617564928692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:31,690] Trial 963 finished with value: 0.9971304749225283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:34,850] Trial 964 finished with value: 0.9971679292714649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:36,507] Trial 965 finished with value: 0.9975146033551637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:38,717] Trial 966 finished with value: 0.9975529831814821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:40,418] Trial 967 finished with value: 0.9973433762652718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:42,478] Trial 968 finished with value: 0.9975032727317693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:45,174] Trial 969 finished with value: 0.9974628110574103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:46,794] Trial 970 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.535890300890727e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:49,131] Trial 971 finished with value: 0.9973549494932309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:51,169] Trial 972 finished with value: 0.9974899456353055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:53,148] Trial 973 finished with value: 0.9973634222767472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:54,891] Trial 974 finished with value: 0.9973334233209649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:57,427] Trial 975 finished with value: 0.997028379501378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:58,046] Trial 976 finished with value: 0.9965762143895467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 21}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:06,915] Trial 977 finished with value: 0.996720549918701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 45, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:08,551] Trial 978 finished with value: 0.9974165928566082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:12,244] Trial 979 finished with value: 0.9975074033569508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:14,647] Trial 980 finished with value: 0.9972858447699728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:16,426] Trial 981 finished with value: 0.9974234537352796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:18,118] Trial 982 finished with value: 0.997248505724854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:20,231] Trial 983 finished with value: 0.9975014325361563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:23,189] Trial 984 finished with value: 0.9973359472780565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:27,840] Trial 985 finished with value: 0.9963158031131668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:29,248] Trial 986 finished with value: 0.9968100262208893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:30,223] Trial 987 finished with value: 0.9952642203610121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:43,349] Trial 988 finished with value: 0.9964997924917212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:45,063] Trial 989 finished with value: 0.9853501004332879 and parameters: {'classifier': 'SVC', 'svc_c': 0.003738600973818631, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:47,625] Trial 990 finished with value: 0.9975822142703309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:49,723] Trial 991 finished with value: 0.9977724070450656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:52,047] Trial 992 finished with value: 0.9972547406685145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:53,115] Trial 993 finished with value: 0.9973452523881962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:55,236] Trial 994 finished with value: 0.9975419724127192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:57,429] Trial 995 finished with value: 0.9975590226196326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:59,755] Trial 996 finished with value: 0.9974295030756574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:04,514] Trial 997 finished with value: 0.9972166646374464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:07,454] Trial 998 finished with value: 0.9972773171433524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:09,874] Trial 999 finished with value: 0.9974081774234907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:12,028] Trial 1000 finished with value: 0.9975963592844082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:16,466] Trial 1001 finished with value: 0.9967299791240588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:18,733] Trial 1002 finished with value: 0.9972728628549906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:19,550] Trial 1003 finished with value: 0.9970144522410841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:30,698] Trial 1004 finished with value: 0.9960646526408078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:33,386] Trial 1005 finished with value: 0.9969610787607807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:35,633] Trial 1006 finished with value: 0.9974366933938086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:37,714] Trial 1007 finished with value: 0.9973028935804183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:40,091] Trial 1008 finished with value: 0.9973686799150228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:41,681] Trial 1009 finished with value: 0.9850924908841657 and parameters: {'classifier': 'SVC', 'svc_c': 0.00033968008985777983, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:51,066] Trial 1010 finished with value: 0.9967622800302699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:53,001] Trial 1011 finished with value: 0.9972165333059854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:59,586] Trial 1012 finished with value: 0.997132824955887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:02,182] Trial 1013 finished with value: 0.9974886577427583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:05,096] Trial 1014 finished with value: 0.9973698674205688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:09,301] Trial 1015 finished with value: 0.9971583102734204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:11,466] Trial 1016 finished with value: 0.997637172265665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:13,267] Trial 1017 finished with value: 0.9975434018880717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:15,255] Trial 1018 finished with value: 0.9974572455931702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:17,564] Trial 1019 finished with value: 0.9972407408236261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:22,022] Trial 1020 finished with value: 0.9972598390142328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:24,610] Trial 1021 finished with value: 0.997381980192955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:25,438] Trial 1022 finished with value: 0.9900081180095696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:27,836] Trial 1023 finished with value: 0.9973707892798293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:29,928] Trial 1024 finished with value: 0.9975470980847755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:33,475] Trial 1025 finished with value: 0.9974054763053997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:35,531] Trial 1026 finished with value: 0.9972525678913691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:38,121] Trial 1027 finished with value: 0.9975125972972462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:39,750] Trial 1028 finished with value: 0.985206137570643 and parameters: {'classifier': 'SVC', 'svc_c': 2.0310085319223406e-08, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:42,462] Trial 1029 finished with value: 0.9974720138762742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:43,303] Trial 1030 finished with value: 0.9970488168095146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:45,161] Trial 1031 finished with value: 0.997349509806318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:46,719] Trial 1032 finished with value: 0.997301580614924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:49,047] Trial 1033 finished with value: 0.9972089873011051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:50,540] Trial 1034 finished with value: 0.9973997787797263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:53,237] Trial 1035 finished with value: 0.9974501262409801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:56,538] Trial 1036 finished with value: 0.9972937880699786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:58,612] Trial 1037 finished with value: 0.9972971725369555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:00,525] Trial 1038 finished with value: 0.9974564541767094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:02,626] Trial 1039 finished with value: 0.9974531414374034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:08,673] Trial 1040 finished with value: 0.9970740254359707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:10,482] Trial 1041 finished with value: 0.9966837578764175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:12,123] Trial 1042 finished with value: 0.9971548648696613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:18,256] Trial 1043 finished with value: 0.9975615727922357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:20,003] Trial 1044 finished with value: 0.9971907283559857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:33,424] Trial 1045 finished with value: 0.9962710500293873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:35,116] Trial 1046 finished with value: 0.9975086723337051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:35,886] Trial 1047 finished with value: 0.9901622892432003 and parameters: {'classifier': 'SVC', 'svc_c': 5.6768131910557065, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:38,198] Trial 1048 finished with value: 0.996964609444297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:39,013] Trial 1049 finished with value: 0.9972030616116151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:46,041] Trial 1050 finished with value: 0.9967335765841326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:48,201] Trial 1051 finished with value: 0.9974394126025069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:50,295] Trial 1052 finished with value: 0.9974829311451617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 85}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:52,274] Trial 1053 finished with value: 0.9974217263679278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:53,478] Trial 1054 finished with value: 0.9944655588025499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:55,325] Trial 1055 finished with value: 0.9965812939464237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:57,267] Trial 1056 finished with value: 0.9972214930205237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 64}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:03,446] Trial 1057 finished with value: 0.9972077860847831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:04,630] Trial 1058 finished with value: 0.9974533578264566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:05,583] Trial 1059 finished with value: 0.9968272011895168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:10,348] Trial 1060 finished with value: 0.9971925779460195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:11,902] Trial 1061 finished with value: 0.9969480687894882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:13,820] Trial 1062 finished with value: 0.9974746917622171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:14,837] Trial 1063 finished with value: 0.9943837537747626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:16,802] Trial 1064 finished with value: 0.9974794356272466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:17,698] Trial 1065 finished with value: 0.9901124842779992 and parameters: {'classifier': 'SVC', 'svc_c': 14227.175870758601, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:19,456] Trial 1066 finished with value: 0.9972041683124485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:19,794] Trial 1067 finished with value: 0.9915658268225264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 33}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:21,478] Trial 1068 finished with value: 0.9976586084927012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:23,997] Trial 1069 finished with value: 0.9971909479188298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:26,213] Trial 1070 finished with value: 0.9976044051613311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:28,185] Trial 1071 finished with value: 0.9974728706728243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:30,602] Trial 1072 finished with value: 0.997616922687251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:31,754] Trial 1073 finished with value: 0.9974354201959125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:33,750] Trial 1074 finished with value: 0.9974901353010406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:36,259] Trial 1075 finished with value: 0.9975548032869997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:38,433] Trial 1076 finished with value: 0.9973342426350463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:40,767] Trial 1077 finished with value: 0.9976108875337181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:41,539] Trial 1078 finished with value: 0.9968926689707444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:43,596] Trial 1079 finished with value: 0.9974784479118283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:46,065] Trial 1080 finished with value: 0.9975182137643038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:49,470] Trial 1081 finished with value: 0.9971075615180647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:51,422] Trial 1082 finished with value: 0.9957890799121261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:52,878] Trial 1083 finished with value: 0.9974424452547793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:54,990] Trial 1084 finished with value: 0.9951294362281594 and parameters: {'classifier': 'SVC', 'svc_c': 287327.64818981115, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:57,324] Trial 1085 finished with value: 0.9973420304827814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:58,195] Trial 1086 finished with value: 0.9970145745907173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:59,905] Trial 1087 finished with value: 0.997254863272051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:02,913] Trial 1088 finished with value: 0.9974911978544446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:05,029] Trial 1089 finished with value: 0.9972666122645416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:06,748] Trial 1090 finished with value: 0.9969027156370919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:08,612] Trial 1091 finished with value: 0.9975805658351549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:10,830] Trial 1092 finished with value: 0.9975224071035904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:12,292] Trial 1093 finished with value: 0.9974350468946448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:15,287] Trial 1094 finished with value: 0.9973994251559614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:17,172] Trial 1095 finished with value: 0.9977355613022428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:19,259] Trial 1096 finished with value: 0.9975925845681212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:21,504] Trial 1097 finished with value: 0.9975633417045086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:23,446] Trial 1098 finished with value: 0.9975023992093419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:24,773] Trial 1099 finished with value: 0.9963591913082356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:26,650] Trial 1100 finished with value: 0.9974363545916463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:29,012] Trial 1101 finished with value: 0.9976167585070557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:29,882] Trial 1102 finished with value: 0.9906251152133647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:32,879] Trial 1103 finished with value: 0.9969642863523989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:41,707] Trial 1104 finished with value: 0.9967227426589903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:42,359] Trial 1105 finished with value: 0.9926210390900413 and parameters: {'classifier': 'SVC', 'svc_c': 305.217156068523, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:43,285] Trial 1106 finished with value: 0.9943105237900293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:44,906] Trial 1107 finished with value: 0.9970534753947868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:47,369] Trial 1108 finished with value: 0.9975135376914445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:49,754] Trial 1109 finished with value: 0.9974051664164713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:51,851] Trial 1110 finished with value: 0.9973541239585196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:53,900] Trial 1111 finished with value: 0.997269574712563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:56,759] Trial 1112 finished with value: 0.9974966208154804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:02,623] Trial 1113 finished with value: 0.9974205013481753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:10,588] Trial 1114 finished with value: 0.9965064766854619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 51, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:12,462] Trial 1115 finished with value: 0.9975070799476736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:15,112] Trial 1116 finished with value: 0.9972489748746023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:26,444] Trial 1117 finished with value: 0.9970579419022431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:30,164] Trial 1118 finished with value: 0.9973995719755214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:32,915] Trial 1119 finished with value: 0.9974111987135924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:35,080] Trial 1120 finished with value: 0.9976552886758419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:37,741] Trial 1121 finished with value: 0.9975130432465842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:38,390] Trial 1122 finished with value: 0.9952055661372362 and parameters: {'classifier': 'SVC', 'svc_c': 3088.7552328744937, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:40,328] Trial 1123 finished with value: 0.9973424230489588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:41,504] Trial 1124 finished with value: 0.9971800796850091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:43,622] Trial 1125 finished with value: 0.9973905209590689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:44,839] Trial 1126 finished with value: 0.9971661102450361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:59,153] Trial 1127 finished with value: 0.9966651994524032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:01,752] Trial 1128 finished with value: 0.997411862892782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:06,490] Trial 1129 finished with value: 0.9955306139473089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:08,329] Trial 1130 finished with value: 0.9969737706230263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:12,795] Trial 1131 finished with value: 0.9971248954618708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:15,297] Trial 1132 finished with value: 0.9970766193434103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:16,370] Trial 1133 finished with value: 0.9911112734966335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:18,345] Trial 1134 finished with value: 0.9973220079890955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:20,685] Trial 1135 finished with value: 0.9974826308728192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:21,453] Trial 1136 finished with value: 0.9964480475786637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:23,305] Trial 1137 finished with value: 0.9974835011897177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:26,052] Trial 1138 finished with value: 0.997342224401396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:28,381] Trial 1139 finished with value: 0.9973910625347219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:30,261] Trial 1140 finished with value: 0.9975589631110561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:31,499] Trial 1141 finished with value: 0.986736321080326 and parameters: {'classifier': 'SVC', 'svc_c': 46164478.217864536, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:33,563] Trial 1142 finished with value: 0.9974080037853991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:40,679] Trial 1143 finished with value: 0.9968490841276009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:44,331] Trial 1144 finished with value: 0.9971206319183329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:45,120] Trial 1145 finished with value: 0.9957878007792414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:47,665] Trial 1146 finished with value: 0.9976616923699563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:50,128] Trial 1147 finished with value: 0.9974479847574114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:50,942] Trial 1148 finished with value: 0.995380033921384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:55,804] Trial 1149 finished with value: 0.9974462428540978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:58,604] Trial 1150 finished with value: 0.9975165821819566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:00,387] Trial 1151 finished with value: 0.9975332816532544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:03,956] Trial 1152 finished with value: 0.9971957231726498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:06,203] Trial 1153 finished with value: 0.997492025071265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:08,169] Trial 1154 finished with value: 0.9975026479075848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:10,901] Trial 1155 finished with value: 0.9971956168506598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:21,115] Trial 1156 finished with value: 0.9969050486589323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:22,635] Trial 1157 finished with value: 0.9975452496690446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:24,081] Trial 1158 finished with value: 0.9970110384482807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:25,878] Trial 1159 finished with value: 0.9971409013646767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:27,646] Trial 1160 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.988272784139324e-06, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:29,727] Trial 1161 finished with value: 0.9972180998573602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:45,423] Trial 1162 finished with value: 0.9966891838208166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:48,502] Trial 1163 finished with value: 0.997487914567917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:50,577] Trial 1164 finished with value: 0.997471683262492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:52,821] Trial 1165 finished with value: 0.9972927876593972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:54,485] Trial 1166 finished with value: 0.9967845639133387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:56,445] Trial 1167 finished with value: 0.9972457059018707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:58,809] Trial 1168 finished with value: 0.996901148482697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:01,440] Trial 1169 finished with value: 0.9975936048148947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:03,396] Trial 1170 finished with value: 0.9975027841584216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:05,707] Trial 1171 finished with value: 0.9975565384618769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:11,853] Trial 1172 finished with value: 0.9972750537544813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:15,381] Trial 1173 finished with value: 0.9970882357349237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:25,298] Trial 1174 finished with value: 0.996798196868017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:30,706] Trial 1175 finished with value: 0.997151820728266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:33,092] Trial 1176 finished with value: 0.9975459332083578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:35,028] Trial 1177 finished with value: 0.9977400681168415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:45,545] Trial 1178 finished with value: 0.9969391841114089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:45,955] Trial 1179 finished with value: 0.9948807500456259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 23}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:46,673] Trial 1180 finished with value: 0.9915665299123906 and parameters: {'classifier': 'SVC', 'svc_c': 54.55351271760432, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:48,204] Trial 1181 finished with value: 0.9975561643988994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:49,471] Trial 1182 finished with value: 0.996733207726172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:51,373] Trial 1183 finished with value: 0.9974368992458764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:52,757] Trial 1184 finished with value: 0.9975360682097926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:54,635] Trial 1185 finished with value: 0.9975552527592453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:56,337] Trial 1186 finished with value: 0.9974547185257635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:57,790] Trial 1187 finished with value: 0.9963889826028893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:59,658] Trial 1188 finished with value: 0.9974912481590281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:00,697] Trial 1189 finished with value: 0.9956155850535318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:02,599] Trial 1190 finished with value: 0.9974750612549358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:04,829] Trial 1191 finished with value: 0.9975202012238076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:06,753] Trial 1192 finished with value: 0.9974159327398707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:08,526] Trial 1193 finished with value: 0.9973830544259089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:10,148] Trial 1194 finished with value: 0.9968233952113911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:11,670] Trial 1195 finished with value: 0.997482984877439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:12,727] Trial 1196 finished with value: 0.9975637292878345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:14,784] Trial 1197 finished with value: 0.9975421316100631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:15,549] Trial 1198 finished with value: 0.990992977873208 and parameters: {'classifier': 'SVC', 'svc_c': 10.593989998217479, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:18,858] Trial 1199 finished with value: 0.9973767982813264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:21,006] Trial 1200 finished with value: 0.9973628014515391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:23,419] Trial 1201 finished with value: 0.9975013373224337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:25,312] Trial 1202 finished with value: 0.9974714415465887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:26,622] Trial 1203 finished with value: 0.997391418221451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:27,729] Trial 1204 finished with value: 0.997261975102357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:28,747] Trial 1205 finished with value: 0.9942547201381507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:29,292] Trial 1206 finished with value: 0.9965465992720176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 60}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:31,604] Trial 1207 finished with value: 0.9976340233574374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:33,723] Trial 1208 finished with value: 0.9972716791262557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:46,183] Trial 1209 finished with value: 0.9960702456535518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:58,659] Trial 1210 finished with value: 0.9967590079154854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:59,353] Trial 1211 finished with value: 0.9890116479433096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:03,426] Trial 1212 finished with value: 0.9972271230079298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:05,032] Trial 1213 finished with value: 0.9968949814581585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:07,791] Trial 1214 finished with value: 0.9973953311563252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:10,177] Trial 1215 finished with value: 0.9973732887987321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:17,486] Trial 1216 finished with value: 0.9968814249600993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:18,607] Trial 1217 finished with value: 0.9868072895169867 and parameters: {'classifier': 'SVC', 'svc_c': 620195.6506725489, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:23,333] Trial 1218 finished with value: 0.9963552556490199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:27,943] Trial 1219 finished with value: 0.9967047886834237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 47}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:33,099] Trial 1220 finished with value: 0.9940749127684502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 55, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:34,876] Trial 1221 finished with value: 0.9973978908185627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:37,005] Trial 1222 finished with value: 0.9975269587321146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:37,607] Trial 1223 finished with value: 0.9972863714288094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 77}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:45,071] Trial 1224 finished with value: 0.9965261505382341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:47,269] Trial 1225 finished with value: 0.9973099093083403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:49,663] Trial 1226 finished with value: 0.9975200965204508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:52,052] Trial 1227 finished with value: 0.9976053732944606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:54,726] Trial 1228 finished with value: 0.9973341813174091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:56,681] Trial 1229 finished with value: 0.9974574251027747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:59,919] Trial 1230 finished with value: 0.9973667602159516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:02,012] Trial 1231 finished with value: 0.9974493720530848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:03,612] Trial 1232 finished with value: 0.9974879994033437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:05,718] Trial 1233 finished with value: 0.9976738593506883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:07,491] Trial 1234 finished with value: 0.9974319599070748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:09,995] Trial 1235 finished with value: 0.997471357092017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:45,006] Trial 1236 finished with value: 0.9897737849465725 and parameters: {'classifier': 'SVC', 'svc_c': 25911559.05429952, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:46,832] Trial 1237 finished with value: 0.997446344986684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:51,325] Trial 1238 finished with value: 0.9971162646235753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:53,036] Trial 1239 finished with value: 0.9970991093641883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:57,153] Trial 1240 finished with value: 0.9973803713984252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:59,829] Trial 1241 finished with value: 0.9973274211431177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:01,931] Trial 1242 finished with value: 0.9974342832488531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:17,435] Trial 1243 finished with value: 0.9963468560531185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 69, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:18,953] Trial 1244 finished with value: 0.9975766577244426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:20,742] Trial 1245 finished with value: 0.9973565088083628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:22,222] Trial 1246 finished with value: 0.9973284851882038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:24,784] Trial 1247 finished with value: 0.9971593817769145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:26,720] Trial 1248 finished with value: 0.997472600138901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:27,698] Trial 1249 finished with value: 0.9968664059475262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:37,674] Trial 1250 finished with value: 0.9968834654219086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:38,050] Trial 1251 finished with value: 0.9951593073119125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 12}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:40,207] Trial 1252 finished with value: 0.9975170002336737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:43,335] Trial 1253 finished with value: 0.9972583586947525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:44,965] Trial 1254 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.0856788112493194e-06, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:50,871] Trial 1255 finished with value: 0.9966820573910731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:53,517] Trial 1256 finished with value: 0.9974879473531754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:54,540] Trial 1257 finished with value: 0.9941322557088409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:56,490] Trial 1258 finished with value: 0.9974436547229573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:58,279] Trial 1259 finished with value: 0.9973121545113907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:59,037] Trial 1260 finished with value: 0.9969167828298201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 28}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:01,217] Trial 1261 finished with value: 0.9973084642496753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:02,216] Trial 1262 finished with value: 0.9972800735171404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:07,487] Trial 1263 finished with value: 0.9972873627940871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:09,618] Trial 1264 finished with value: 0.9973059481953227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:11,842] Trial 1265 finished with value: 0.997467020519554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:24,657] Trial 1266 finished with value: 0.9968355223610491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:27,391] Trial 1267 finished with value: 0.9977221225518206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:30,290] Trial 1268 finished with value: 0.9973921176931939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:33,226] Trial 1269 finished with value: 0.9974673618924869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:36,395] Trial 1270 finished with value: 0.9973273557630287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:39,152] Trial 1271 finished with value: 0.9972048772103498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:42,677] Trial 1272 finished with value: 0.9971799851060451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:52,624] Trial 1273 finished with value: 0.9965070764049614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:54,231] Trial 1274 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 9.552045880015273e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:57,003] Trial 1275 finished with value: 0.9973343084594664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:59,625] Trial 1276 finished with value: 0.9975866507537269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:02,563] Trial 1277 finished with value: 0.9964611173441736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:05,970] Trial 1278 finished with value: 0.9970704946889782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:08,819] Trial 1279 finished with value: 0.9974544500230663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:11,255] Trial 1280 finished with value: 0.9974286356786463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:11,872] Trial 1281 finished with value: 0.9960373821611929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 34}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:13,949] Trial 1282 finished with value: 0.9968202804848897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:16,487] Trial 1283 finished with value: 0.9975054642342802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:18,880] Trial 1284 finished with value: 0.9972371364764262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:21,675] Trial 1285 finished with value: 0.997320164238837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:24,170] Trial 1286 finished with value: 0.9974410632910744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:26,402] Trial 1287 finished with value: 0.997561644043838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:30,226] Trial 1288 finished with value: 0.9967355940994348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:32,607] Trial 1289 finished with value: 0.9973970429721025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:33,438] Trial 1290 finished with value: 0.9970350198650686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:34,123] Trial 1291 finished with value: 0.9957642811172692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:35,836] Trial 1292 finished with value: 0.9973336107333086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:37,510] Trial 1293 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.240735225188083e-05, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:38,902] Trial 1294 finished with value: 0.9958728313940407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:41,560] Trial 1295 finished with value: 0.9975900246837183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:43,642] Trial 1296 finished with value: 0.9976651272367302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:45,110] Trial 1297 finished with value: 0.9973326331105447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:46,493] Trial 1298 finished with value: 0.9970279807463086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:49,071] Trial 1299 finished with value: 0.9975217756779213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:51,253] Trial 1300 finished with value: 0.9975089938069699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:52,339] Trial 1301 finished with value: 0.9972969122226384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:54,330] Trial 1302 finished with value: 0.9975530088257113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:03,673] Trial 1303 finished with value: 0.9967772166512351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:05,130] Trial 1304 finished with value: 0.9972575188145071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:07,200] Trial 1305 finished with value: 0.9974165260800509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:09,026] Trial 1306 finished with value: 0.9971588333458734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:10,667] Trial 1307 finished with value: 0.9971664215939086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:24,796] Trial 1308 finished with value: 0.9962127534600906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:27,262] Trial 1309 finished with value: 0.9973099741806232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:30,333] Trial 1310 finished with value: 0.9973179764813991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:30,941] Trial 1311 finished with value: 0.995066279252237 and parameters: {'classifier': 'SVC', 'svc_c': 1051.3498193836176, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:34,061] Trial 1312 finished with value: 0.9974482277745689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:36,441] Trial 1313 finished with value: 0.9974345761262633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:38,689] Trial 1314 finished with value: 0.9975077596149621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:40,529] Trial 1315 finished with value: 0.9972316754299015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:41,448] Trial 1316 finished with value: 0.9966258242618307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:43,264] Trial 1317 finished with value: 0.9972952917802966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:45,854] Trial 1318 finished with value: 0.9974147088626829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:48,269] Trial 1319 finished with value: 0.9973181320606216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:52,082] Trial 1320 finished with value: 0.9972605851724373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:58,261] Trial 1321 finished with value: 0.9970524921861511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:00,342] Trial 1322 finished with value: 0.9971992894660987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:05,344] Trial 1323 finished with value: 0.9970179851145162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:07,495] Trial 1324 finished with value: 0.9955734408574841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:09,260] Trial 1325 finished with value: 0.9971312822714186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:10,715] Trial 1326 finished with value: 0.9969946011955745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:22,947] Trial 1327 finished with value: 0.9967092301496709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:26,219] Trial 1328 finished with value: 0.9974279045324718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:27,069] Trial 1329 finished with value: 0.9906991589580456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:28,232] Trial 1330 finished with value: 0.9865625402314476 and parameters: {'classifier': 'SVC', 'svc_c': 1.2198951450314213, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:36,436] Trial 1331 finished with value: 0.9969720636314109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:37,870] Trial 1332 finished with value: 0.9976022750399333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:39,925] Trial 1333 finished with value: 0.9972610533383103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:42,623] Trial 1334 finished with value: 0.9973504140827777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:44,559] Trial 1335 finished with value: 0.9975053101150014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:46,123] Trial 1336 finished with value: 0.9975477716901239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:48,297] Trial 1337 finished with value: 0.9972666846269709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:49,962] Trial 1338 finished with value: 0.9970911947869888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:50,928] Trial 1339 finished with value: 0.9969004746869213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:51,970] Trial 1340 finished with value: 0.9944431107710235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:02,654] Trial 1341 finished with value: 0.9963211227673138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:04,443] Trial 1342 finished with value: 0.9976174974924933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:05,055] Trial 1343 finished with value: 0.9919685331027756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 7}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:06,332] Trial 1344 finished with value: 0.9962855421926964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:09,003] Trial 1345 finished with value: 0.9975618939481214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:11,792] Trial 1346 finished with value: 0.9973420884679384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:19,667] Trial 1347 finished with value: 0.9970365916214602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:31,400] Trial 1348 finished with value: 0.9966401769687744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 57, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:32,187] Trial 1349 finished with value: 0.9962521197005733 and parameters: {'classifier': 'SVC', 'svc_c': 15467.376965459614, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:33,678] Trial 1350 finished with value: 0.9973995336361291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:35,679] Trial 1351 finished with value: 0.997704205614392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:37,987] Trial 1352 finished with value: 0.9971660874889565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:40,555] Trial 1353 finished with value: 0.9973244456825546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:41,333] Trial 1354 finished with value: 0.9969852803751703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:45,084] Trial 1355 finished with value: 0.9975460935165285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:47,138] Trial 1356 finished with value: 0.9974996765412117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:49,408] Trial 1357 finished with value: 0.9972979016519038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:52,104] Trial 1358 finished with value: 0.9970279341233225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:53,245] Trial 1359 finished with value: 0.99722398854045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:55,355] Trial 1360 finished with value: 0.9976454327860559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:57,915] Trial 1361 finished with value: 0.9976845792732673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:00,894] Trial 1362 finished with value: 0.9977132767844158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:03,152] Trial 1363 finished with value: 0.9969829067922845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:06,188] Trial 1364 finished with value: 0.997513284422943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:10,435] Trial 1365 finished with value: 0.9972515936962992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:14,207] Trial 1366 finished with value: 0.9975119149957115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:17,190] Trial 1367 finished with value: 0.9971188518025786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:20,658] Trial 1368 finished with value: 0.9975523650222584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:22,520] Trial 1369 finished with value: 0.9972908870982843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:24,803] Trial 1370 finished with value: 0.9974008162919216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:26,474] Trial 1371 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.591139103928631e-06, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:29,840] Trial 1372 finished with value: 0.9973178749518331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:32,901] Trial 1373 finished with value: 0.9970797604123748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:36,964] Trial 1374 finished with value: 0.9969511601568896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:37,840] Trial 1375 finished with value: 0.9972480607593912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:39,647] Trial 1376 finished with value: 0.9974893674341071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:41,747] Trial 1377 finished with value: 0.9975964462462747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:44,052] Trial 1378 finished with value: 0.9973213344472233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:46,620] Trial 1379 finished with value: 0.9973621361297847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:48,937] Trial 1380 finished with value: 0.9974571961455103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:50,723] Trial 1381 finished with value: 0.9973969444893757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:52,199] Trial 1382 finished with value: 0.9971213311996482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:54,299] Trial 1383 finished with value: 0.9972986466040679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 72}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:59,826] Trial 1384 finished with value: 0.9966275618805267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:19:01,779] Trial 1385 finished with value: 0.9973822249874352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:19:04,107] Trial 1386 finished with value: 0.9974423839371421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:19:05,628] Trial 1387 finished with value: 0.9973375169080083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:33,203] Trial 1388 finished with value: 0.9896111133174458 and parameters: {'classifier': 'SVC', 'svc_c': 4337416803.655261, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:36,281] Trial 1389 finished with value: 0.9974106343818597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:37,791] Trial 1390 finished with value: 0.9971893389973484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:40,415] Trial 1391 finished with value: 0.9973655717265307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:41,685] Trial 1392 finished with value: 0.997069695211089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:44,178] Trial 1393 finished with value: 0.9972234104027278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:47,010] Trial 1394 finished with value: 0.9975579499735737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:47,978] Trial 1395 finished with value: 0.9971980258847882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 43}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:52,130] Trial 1396 finished with value: 0.9971828668445676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:54,091] Trial 1397 finished with value: 0.9974226942154161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:56,482] Trial 1398 finished with value: 0.9970234528577393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:58,562] Trial 1399 finished with value: 0.9973697741111209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:59,402] Trial 1400 finished with value: 0.9911646271090072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:06,108] Trial 1401 finished with value: 0.9971569300870381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:09,676] Trial 1402 finished with value: 0.9972289487945328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:11,729] Trial 1403 finished with value: 0.9973647993845524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:13,124] Trial 1404 finished with value: 0.9968524004215524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:14,469] Trial 1405 finished with value: 0.997318018724554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:16,346] Trial 1406 finished with value: 0.9976525354441067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:17,598] Trial 1407 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 85786387.95069139, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:33,131] Trial 1408 finished with value: 0.9961657148661183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:35,469] Trial 1409 finished with value: 0.997258989644353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:38,450] Trial 1410 finished with value: 0.9976766047748984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:40,820] Trial 1411 finished with value: 0.997449946191831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:42,863] Trial 1412 finished with value: 0.997044281526013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:45,443] Trial 1413 finished with value: 0.9975541101311006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:47,159] Trial 1414 finished with value: 0.9974992329087411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:49,563] Trial 1415 finished with value: 0.9974451553864362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:52,442] Trial 1416 finished with value: 0.9974846459125644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:53,447] Trial 1417 finished with value: 0.9970644852114124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:55,443] Trial 1418 finished with value: 0.997190287548189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:56,497] Trial 1419 finished with value: 0.9973296582212638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:57,916] Trial 1420 finished with value: 0.9973614708715063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:03,020] Trial 1421 finished with value: 0.9969854534737177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:04,739] Trial 1422 finished with value: 0.9974723294462882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:09,537] Trial 1423 finished with value: 0.9932418558875251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:11,794] Trial 1424 finished with value: 0.9972890558210231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:14,341] Trial 1425 finished with value: 0.9969069025018454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 38}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:15,160] Trial 1426 finished with value: 0.9971465683267452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:22,177] Trial 1427 finished with value: 0.9928704693995535 and parameters: {'classifier': 'SVC', 'svc_c': 2805535.4082980966, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:32,339] Trial 1428 finished with value: 0.9965459838105156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:34,402] Trial 1429 finished with value: 0.9975570603600273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:36,354] Trial 1430 finished with value: 0.9957273671696832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:37,672] Trial 1431 finished with value: 0.9971869014625788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:39,706] Trial 1432 finished with value: 0.9973642704405865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:43,340] Trial 1433 finished with value: 0.9973209910430644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:45,841] Trial 1434 finished with value: 0.9973380374414288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:48,984] Trial 1435 finished with value: 0.9975559280149646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:50,584] Trial 1436 finished with value: 0.9972787937812355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:50,855] Trial 1437 finished with value: 0.9802492380260345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:52,959] Trial 1438 finished with value: 0.9973384698069422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:54,745] Trial 1439 finished with value: 0.9976227175848246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:04,094] Trial 1440 finished with value: 0.9966628816964964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:05,168] Trial 1441 finished with value: 0.9941749851519024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:17,302] Trial 1442 finished with value: 0.9960503093917605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 66, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:19,174] Trial 1443 finished with value: 0.9967926838665376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:21,343] Trial 1444 finished with value: 0.9852078578921798 and parameters: {'classifier': 'SVC', 'svc_c': 1.9922893764070577e-10, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:26,704] Trial 1445 finished with value: 0.9961156937657671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:28,909] Trial 1446 finished with value: 0.9975198019609316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:33,865] Trial 1447 finished with value: 0.9971584264341616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:36,188] Trial 1448 finished with value: 0.9974565125427213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:37,728] Trial 1449 finished with value: 0.9972797390948095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 55}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:40,076] Trial 1450 finished with value: 0.9971698919119248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:41,647] Trial 1451 finished with value: 0.9961880496250529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:43,471] Trial 1452 finished with value: 0.9971329692681522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:46,008] Trial 1453 finished with value: 0.9975590149390591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:47,702] Trial 1454 finished with value: 0.9905664279821652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:50,306] Trial 1455 finished with value: 0.9973964357307189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:51,189] Trial 1456 finished with value: 0.9969917296131822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:53,383] Trial 1457 finished with value: 0.9976117109737275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:54,917] Trial 1458 finished with value: 0.9966361715813759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:57,387] Trial 1459 finished with value: 0.9972957898432787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:58,928] Trial 1460 finished with value: 0.997475991778645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:01,054] Trial 1461 finished with value: 0.9974133151242143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:06,077] Trial 1462 finished with value: 0.9972258870385993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:07,724] Trial 1463 finished with value: 0.9853850041970286 and parameters: {'classifier': 'SVC', 'svc_c': 0.019427909032312195, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:09,647] Trial 1464 finished with value: 0.9973187793552443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:11,844] Trial 1465 finished with value: 0.9969199496382274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:14,554] Trial 1466 finished with value: 0.9967781262596632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:18,106] Trial 1467 finished with value: 0.9964173593707449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:23,872] Trial 1468 finished with value: 0.9970886686082435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:24,849] Trial 1469 finished with value: 0.9940804925147487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:27,439] Trial 1470 finished with value: 0.9973956555177396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:29,546] Trial 1471 finished with value: 0.9975693257282726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:30,866] Trial 1472 finished with value: 0.9968592092183178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:34,329] Trial 1473 finished with value: 0.9972682857091889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:35,227] Trial 1474 finished with value: 0.9975276989870684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 50}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:37,055] Trial 1475 finished with value: 0.9969864289065661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:39,407] Trial 1476 finished with value: 0.9973935804933491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:43,110] Trial 1477 finished with value: 0.9973744451376528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:46,309] Trial 1478 finished with value: 0.9971112108696173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:51,192] Trial 1479 finished with value: 0.9973856423031462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:53,397] Trial 1480 finished with value: 0.9970050723881724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:55,522] Trial 1481 finished with value: 0.9972835714788744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:56,734] Trial 1482 finished with value: 0.9970773356362441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:58,419] Trial 1483 finished with value: 0.9852049898326953 and parameters: {'classifier': 'SVC', 'svc_c': 3.31169727915354e-07, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:59,999] Trial 1484 finished with value: 0.9972871789998651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:01,008] Trial 1485 finished with value: 0.9971602032491734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:07,303] Trial 1486 finished with value: 0.996866922958039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 33, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:09,537] Trial 1487 finished with value: 0.9973886718768418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:11,518] Trial 1488 finished with value: 0.9975229944135683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:13,259] Trial 1489 finished with value: 0.9973908581743358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:15,120] Trial 1490 finished with value: 0.997496944764302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:15,807] Trial 1491 finished with value: 0.9926918196065518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:22,320] Trial 1492 finished with value: 0.9969417365691413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:24,522] Trial 1493 finished with value: 0.9975235562697441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:26,261] Trial 1494 finished with value: 0.9964784187566248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:27,024] Trial 1495 finished with value: 0.9969397954152445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:28,911] Trial 1496 finished with value: 0.9971606309492146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:31,482] Trial 1497 finished with value: 0.9974253290012807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:33,558] Trial 1498 finished with value: 0.9974687091983968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:41,626] Trial 1499 finished with value: 0.9970367730036015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:44,345] Trial 1500 finished with value: 0.997806300813377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:47,548] Trial 1501 finished with value: 0.997527482312374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:58,352] Trial 1502 finished with value: 0.9966519277385878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:59,818] Trial 1503 finished with value: 0.9857338712749198 and parameters: {'classifier': 'SVC', 'svc_c': 0.2312693061363913, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:02,695] Trial 1504 finished with value: 0.9975186550481693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:05,460] Trial 1505 finished with value: 0.9976210854629328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:08,537] Trial 1506 finished with value: 0.9970551099287595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:11,512] Trial 1507 finished with value: 0.9973562581741074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:14,144] Trial 1508 finished with value: 0.997430799696129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:16,674] Trial 1509 finished with value: 0.9972135270596518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:19,457] Trial 1510 finished with value: 0.9975927443684852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:25,360] Trial 1511 finished with value: 0.9971671284288458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:27,093] Trial 1512 finished with value: 0.9970409563771852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:30,713] Trial 1513 finished with value: 0.9973253876001724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:33,819] Trial 1514 finished with value: 0.9968252701917506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:36,400] Trial 1515 finished with value: 0.997530576536187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:38,353] Trial 1516 finished with value: 0.9973486353634913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:40,671] Trial 1517 finished with value: 0.9975487588977358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:43,921] Trial 1518 finished with value: 0.9973197788771643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:46,759] Trial 1519 finished with value: 0.9978025793215609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:49,886] Trial 1520 finished with value: 0.9974191314131374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:51,176] Trial 1521 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 200614973.64291066, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:54,080] Trial 1522 finished with value: 0.997421899529951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:56,823] Trial 1523 finished with value: 0.9972648596655533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:00,266] Trial 1524 finished with value: 0.9972412399656969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:10,292] Trial 1525 finished with value: 0.9966513874007132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:13,117] Trial 1526 finished with value: 0.9973310715420213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:15,738] Trial 1527 finished with value: 0.997358221036733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:16,562] Trial 1528 finished with value: 0.9904299079762015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:20,326] Trial 1529 finished with value: 0.9973265086782782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:23,131] Trial 1530 finished with value: 0.9973537083188835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:26,390] Trial 1531 finished with value: 0.997366244570169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:29,384] Trial 1532 finished with value: 0.9972197953598531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:31,764] Trial 1533 finished with value: 0.9967515548709361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:39,353] Trial 1534 finished with value: 0.9972336652062724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:41,548] Trial 1535 finished with value: 0.997424758448918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:42,310] Trial 1536 finished with value: 0.9965368473873544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:43,915] Trial 1537 finished with value: 0.9966654859504939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:48,228] Trial 1538 finished with value: 0.9968558342727132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:50,357] Trial 1539 finished with value: 0.9976135416162304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:52,551] Trial 1540 finished with value: 0.9853841842164511 and parameters: {'classifier': 'SVC', 'svc_c': 0.0697710205466834, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:55,277] Trial 1541 finished with value: 0.9973296824372873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:57,022] Trial 1542 finished with value: 0.9974449563897564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:01,744] Trial 1543 finished with value: 0.9968318397164316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:04,923] Trial 1544 finished with value: 0.9974165634355682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:07,313] Trial 1545 finished with value: 0.9973699835495723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:09,460] Trial 1546 finished with value: 0.9973776584738326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:11,598] Trial 1547 finished with value: 0.9972584378173558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:13,691] Trial 1548 finished with value: 0.9969620414349899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:18,224] Trial 1549 finished with value: 0.9970979704811166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:20,897] Trial 1550 finished with value: 0.9974478452058323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:23,301] Trial 1551 finished with value: 0.9971560493283679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:25,130] Trial 1552 finished with value: 0.9975136340159937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:26,941] Trial 1553 finished with value: 0.9972476720652385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:29,961] Trial 1554 finished with value: 0.9973968888528238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:32,300] Trial 1555 finished with value: 0.997520148634095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:34,086] Trial 1556 finished with value: 0.9974296130792446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:36,256] Trial 1557 finished with value: 0.9971013986194542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:37,568] Trial 1558 finished with value: 0.986617708649108 and parameters: {'classifier': 'SVC', 'svc_c': 11422280.032417798, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:41,008] Trial 1559 finished with value: 0.9971804329913952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:43,228] Trial 1560 finished with value: 0.9974129604530981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:45,620] Trial 1561 finished with value: 0.9973910353988112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:48,935] Trial 1562 finished with value: 0.9966777720753307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:52,077] Trial 1563 finished with value: 0.9971118161749887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:54,084] Trial 1564 finished with value: 0.9974774250308084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:56,443] Trial 1565 finished with value: 0.9975848826031637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:58,336] Trial 1566 finished with value: 0.9974506270016841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:09,969] Trial 1567 finished with value: 0.9962204273052621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:11,862] Trial 1568 finished with value: 0.9976220985369393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:13,062] Trial 1569 finished with value: 0.995633062008349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:15,875] Trial 1570 finished with value: 0.9973919234572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:18,437] Trial 1571 finished with value: 0.9974931378340388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:22,031] Trial 1572 finished with value: 0.9970354752723029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:29,996] Trial 1573 finished with value: 0.9959526905707211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 66, 'rf_n_estimators': 61}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:35,135] Trial 1574 finished with value: 0.9941253285931565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 53, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:37,188] Trial 1575 finished with value: 0.9972777630926903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:39,054] Trial 1576 finished with value: 0.9975048535652026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:40,245] Trial 1577 finished with value: 0.9863760593954188 and parameters: {'classifier': 'SVC', 'svc_c': 0.5257869694985998, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:44,989] Trial 1578 finished with value: 0.997080863082494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:47,778] Trial 1579 finished with value: 0.9971631725208449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:50,259] Trial 1580 finished with value: 0.9975347571485728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:51,560] Trial 1581 finished with value: 0.9944856931406219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:53,612] Trial 1582 finished with value: 0.9975097771302642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:55,317] Trial 1583 finished with value: 0.9972725179274122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:57,199] Trial 1584 finished with value: 0.9976250307704726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:59,858] Trial 1585 finished with value: 0.9974303202632989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:02,086] Trial 1586 finished with value: 0.9973901536880035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:02,920] Trial 1587 finished with value: 0.9969349036833041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:07,732] Trial 1588 finished with value: 0.9969698542287202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:23,263] Trial 1589 finished with value: 0.9961232392945787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:25,130] Trial 1590 finished with value: 0.9973289538301454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:27,200] Trial 1591 finished with value: 0.9975113558689955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:29,815] Trial 1592 finished with value: 0.9974076558744573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:32,127] Trial 1593 finished with value: 0.9976465622747069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:34,087] Trial 1594 finished with value: 0.9974582242315471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:35,776] Trial 1595 finished with value: 0.9972869485509189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:36,269] Trial 1596 finished with value: 0.9869975152674074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:36,992] Trial 1597 finished with value: 0.9917967676744969 and parameters: {'classifier': 'SVC', 'svc_c': 93.55391315118145, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:46,473] Trial 1598 finished with value: 0.9962846808893634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:48,076] Trial 1599 finished with value: 0.9972169666553738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:50,265] Trial 1600 finished with value: 0.9966818740729195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:54,449] Trial 1601 finished with value: 0.9971266353974343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:56,745] Trial 1602 finished with value: 0.9976166204788961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:59,342] Trial 1603 finished with value: 0.9973286246128312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:59,858] Trial 1604 finished with value: 0.9964498295352165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 16}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:02,032] Trial 1605 finished with value: 0.9974762988428997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:04,404] Trial 1606 finished with value: 0.9970061104716499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:06,846] Trial 1607 finished with value: 0.9974639775207237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:14,700] Trial 1608 finished with value: 0.9970007728221093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:16,536] Trial 1609 finished with value: 0.9972558276283695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:19,509] Trial 1610 finished with value: 0.9974138368001993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:21,567] Trial 1611 finished with value: 0.9970734684356946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:22,492] Trial 1612 finished with value: 0.9968281007370283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:24,791] Trial 1613 finished with value: 0.997526957208695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:27,680] Trial 1614 finished with value: 0.9974144539120721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:28,428] Trial 1615 finished with value: 0.9911971670016614 and parameters: {'classifier': 'SVC', 'svc_c': 13.142409690819255, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:30,456] Trial 1616 finished with value: 0.9974791767728733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:32,465] Trial 1617 finished with value: 0.9977287803078844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:34,493] Trial 1618 finished with value: 0.9973716000246756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:36,717] Trial 1619 finished with value: 0.9968955176066293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:39,138] Trial 1620 finished with value: 0.9974703947669247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:42,469] Trial 1621 finished with value: 0.9972157122145812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:48,382] Trial 1622 finished with value: 0.9972136457911637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:50,194] Trial 1623 finished with value: 0.9976296322275112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:53,551] Trial 1624 finished with value: 0.9972788581457118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:55,778] Trial 1625 finished with value: 0.9974546903107638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:58,192] Trial 1626 finished with value: 0.9972048425525548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:59,612] Trial 1627 finished with value: 0.997366785891919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:02,963] Trial 1628 finished with value: 0.997340573205022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:13,646] Trial 1629 finished with value: 0.9969837927877094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:14,636] Trial 1630 finished with value: 0.9971470134826353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:17,858] Trial 1631 finished with value: 0.9972772298323691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:19,945] Trial 1632 finished with value: 0.9973175718865548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:21,589] Trial 1633 finished with value: 0.9976690541362836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:28,841] Trial 1634 finished with value: 0.9957694441765809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 53, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:30,489] Trial 1635 finished with value: 0.9852509547015201 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010497689808789093, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:33,984] Trial 1636 finished with value: 0.997041011283765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:35,200] Trial 1637 finished with value: 0.9975044265951333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:42,098] Trial 1638 finished with value: 0.9967657117867287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:44,384] Trial 1639 finished with value: 0.997204105757033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:46,664] Trial 1640 finished with value: 0.9975809546562592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:01,333] Trial 1641 finished with value: 0.9962875852887519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:03,296] Trial 1642 finished with value: 0.9971220614571611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:04,296] Trial 1643 finished with value: 0.9972782467466622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:06,436] Trial 1644 finished with value: 0.9974057888603124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:13,202] Trial 1645 finished with value: 0.997014370262069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:14,574] Trial 1646 finished with value: 0.9957054394811499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:16,765] Trial 1647 finished with value: 0.9975884910762914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:19,176] Trial 1648 finished with value: 0.9974754780371367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:22,303] Trial 1649 finished with value: 0.9975293170808048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:24,706] Trial 1650 finished with value: 0.9974664196892279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:27,909] Trial 1651 finished with value: 0.994411134543606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 70, 'rf_n_estimators': 31}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:30,218] Trial 1652 finished with value: 0.9973841104413044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:31,867] Trial 1653 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.305149925570662e-09, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:36,726] Trial 1654 finished with value: 0.997031493688335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:37,713] Trial 1655 finished with value: 0.9962176808019634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:38,850] Trial 1656 finished with value: 0.9969620316597144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 40}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:40,575] Trial 1657 finished with value: 0.9974516967278556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:42,337] Trial 1658 finished with value: 0.9973793985363475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:44,797] Trial 1659 finished with value: 0.9971870987454117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:45,666] Trial 1660 finished with value: 0.997231748331875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:53,803] Trial 1661 finished with value: 0.997142421451755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:56,037] Trial 1662 finished with value: 0.9976571160810782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:58,301] Trial 1663 finished with value: 0.9976331350134072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:59,142] Trial 1664 finished with value: 0.9909799096945933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:01,075] Trial 1665 finished with value: 0.9973708914758913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:02,632] Trial 1666 finished with value: 0.9974445300227074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:03,130] Trial 1667 finished with value: 0.9874871387588896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:07,512] Trial 1668 finished with value: 0.9968876883409249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:09,966] Trial 1669 finished with value: 0.9974756381231419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:12,102] Trial 1670 finished with value: 0.9973532087959578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:14,178] Trial 1671 finished with value: 0.9974992196105578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:16,019] Trial 1672 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 4.894546249880982e-10, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:17,538] Trial 1673 finished with value: 0.9962090479324419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:20,780] Trial 1674 finished with value: 0.9972490580596577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:22,562] Trial 1675 finished with value: 0.997168988397175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:23,651] Trial 1676 finished with value: 0.9953758978055446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:25,907] Trial 1677 finished with value: 0.9972312194831229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:29,408] Trial 1678 finished with value: 0.9972760562915024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:32,417] Trial 1679 finished with value: 0.9973222936937386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:34,899] Trial 1680 finished with value: 0.9975300354048647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:36,778] Trial 1681 finished with value: 0.9972412156227218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:38,721] Trial 1682 finished with value: 0.9974904977796818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:40,710] Trial 1683 finished with value: 0.99726444716797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:43,750] Trial 1684 finished with value: 0.9971498551679187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 63}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:46,558] Trial 1685 finished with value: 0.9973235435960106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:48,927] Trial 1686 finished with value: 0.9967237186631207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 58}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:50,960] Trial 1687 finished with value: 0.9974849552936865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:53,478] Trial 1688 finished with value: 0.9974163815138825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:57,072] Trial 1689 finished with value: 0.9973528909090766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:58,407] Trial 1690 finished with value: 0.996253963419094 and parameters: {'classifier': 'SVC', 'svc_c': 103713.54930415642, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:58,976] Trial 1691 finished with value: 0.9876627603111879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:00,709] Trial 1692 finished with value: 0.9975469832887643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:02,159] Trial 1693 finished with value: 0.9962780033288455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:03,834] Trial 1694 finished with value: 0.9965005476634916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:05,531] Trial 1695 finished with value: 0.9969474910643584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:07,887] Trial 1696 finished with value: 0.9972536872556277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:09,815] Trial 1697 finished with value: 0.9974093053252465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:13,042] Trial 1698 finished with value: 0.9976244602815858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:17,691] Trial 1699 finished with value: 0.9969906570623371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:20,019] Trial 1700 finished with value: 0.997541460067679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:22,023] Trial 1701 finished with value: 0.9975151750500909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:23,085] Trial 1702 finished with value: 0.9943335020985137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:25,528] Trial 1703 finished with value: 0.9972387074076323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:28,429] Trial 1704 finished with value: 0.9970996297389193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:30,230] Trial 1705 finished with value: 0.9974064550072524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:31,957] Trial 1706 finished with value: 0.9974501880664238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:39,077] Trial 1707 finished with value: 0.9970693926218793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:41,200] Trial 1708 finished with value: 0.9974528397685929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:42,934] Trial 1709 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.3736115229710023e-09, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:49,372] Trial 1710 finished with value: 0.9971389089223216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:55,488] Trial 1711 finished with value: 0.9966604370524356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:58,793] Trial 1712 finished with value: 0.9974136874733447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:10,594] Trial 1713 finished with value: 0.9965328153718515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:13,549] Trial 1714 finished with value: 0.9974054351413337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:15,337] Trial 1715 finished with value: 0.9973371590631016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:17,609] Trial 1716 finished with value: 0.9975460413076706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:22,129] Trial 1717 finished with value: 0.9973086361104443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:22,485] Trial 1718 finished with value: 0.9956258000577408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 25}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:23,533] Trial 1719 finished with value: 0.9972828851148874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:25,900] Trial 1720 finished with value: 0.9974459583554952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:28,568] Trial 1721 finished with value: 0.997548415112722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:30,292] Trial 1722 finished with value: 0.997021032080585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:32,347] Trial 1723 finished with value: 0.9974942609116327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:34,682] Trial 1724 finished with value: 0.9971688754419623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:38,044] Trial 1725 finished with value: 0.9975643644903146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:38,859] Trial 1726 finished with value: 0.9966332702288265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:41,024] Trial 1727 finished with value: 0.9974653023244572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:42,817] Trial 1728 finished with value: 0.997320595017455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:44,436] Trial 1729 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.9144615521597784e-08, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:46,204] Trial 1730 finished with value: 0.9976242215807837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:47,328] Trial 1731 finished with value: 0.9973145789701423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:51,886] Trial 1732 finished with value: 0.9966268095651681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:01,087] Trial 1733 finished with value: 0.9960494238406663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:03,129] Trial 1734 finished with value: 0.9975190103540434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:05,639] Trial 1735 finished with value: 0.9974400196852008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:07,767] Trial 1736 finished with value: 0.9968929790818382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:08,798] Trial 1737 finished with value: 0.9943982850709117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:10,883] Trial 1738 finished with value: 0.9972400879431316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:13,383] Trial 1739 finished with value: 0.997449133955303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:14,467] Trial 1740 finished with value: 0.9974721371145691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 45}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:17,305] Trial 1741 finished with value: 0.9970782933910778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:21,016] Trial 1742 finished with value: 0.9973682471686546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:22,542] Trial 1743 finished with value: 0.9975324384405289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:24,693] Trial 1744 finished with value: 0.9975319963632158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:26,406] Trial 1745 finished with value: 0.9975350220331486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:28,970] Trial 1746 finished with value: 0.9975366616451864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:30,860] Trial 1747 finished with value: 0.9966447001601333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:32,309] Trial 1748 finished with value: 0.9868115376993775 and parameters: {'classifier': 'SVC', 'svc_c': 937075.1958410607, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:33,668] Trial 1749 finished with value: 0.9973829418515513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:41,886] Trial 1750 finished with value: 0.9969225553839065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:44,272] Trial 1751 finished with value: 0.9971598990413305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:45,824] Trial 1752 finished with value: 0.9970391699138496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:47,758] Trial 1753 finished with value: 0.9975329195554682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:49,664] Trial 1754 finished with value: 0.9975571142192564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:51,352] Trial 1755 finished with value: 0.997317129650552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:53,749] Trial 1756 finished with value: 0.9975130800942947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:56,671] Trial 1757 finished with value: 0.9971963979523005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:00,366] Trial 1758 finished with value: 0.9973839727939996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:02,542] Trial 1759 finished with value: 0.9972780547957979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:12,240] Trial 1760 finished with value: 0.9967373957017523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:13,995] Trial 1761 finished with value: 0.9975669726480749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:22,351] Trial 1762 finished with value: 0.9950029522563444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 73, 'rf_n_estimators': 80}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:24,316] Trial 1763 finished with value: 0.9975029125382573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:27,400] Trial 1764 finished with value: 0.9973786942404428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:30,233] Trial 1765 finished with value: 0.9971690355914434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:31,914] Trial 1766 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.270868028101061e-07, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:42,869] Trial 1767 finished with value: 0.9959035494038547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 69, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:45,001] Trial 1768 finished with value: 0.9976059731091738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:46,669] Trial 1769 finished with value: 0.9974763594940409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:49,662] Trial 1770 finished with value: 0.9973718486277048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:51,723] Trial 1771 finished with value: 0.9975283112430414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:54,131] Trial 1772 finished with value: 0.9973744888407513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:57,387] Trial 1773 finished with value: 0.9968775793095892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:02,674] Trial 1774 finished with value: 0.9972164731309127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:04,392] Trial 1775 finished with value: 0.9974744129446999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:06,901] Trial 1776 finished with value: 0.997641818885746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:08,017] Trial 1777 finished with value: 0.995430580252366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:11,533] Trial 1778 finished with value: 0.9973321615169777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:13,557] Trial 1779 finished with value: 0.9975216890969097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:20,790] Trial 1780 finished with value: 0.9961980617288194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:22,276] Trial 1781 finished with value: 0.9974803102287627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:24,946] Trial 1782 finished with value: 0.9971245777654171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:27,181] Trial 1783 finished with value: 0.9971430842979526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:29,069] Trial 1784 finished with value: 0.9975241492290694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:29,929] Trial 1785 finished with value: 0.9966968633470734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:31,322] Trial 1786 finished with value: 0.9866211501808424 and parameters: {'classifier': 'SVC', 'svc_c': 7790983.561186645, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:36,130] Trial 1787 finished with value: 0.997183085106157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:38,627] Trial 1788 finished with value: 0.9973383566295643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:39,471] Trial 1789 finished with value: 0.9967971772877394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:42,017] Trial 1790 finished with value: 0.9972109430544392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:43,539] Trial 1791 finished with value: 0.9974783126131287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:44,433] Trial 1792 finished with value: 0.996175069360442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:47,195] Trial 1793 finished with value: 0.9975589197253365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:48,564] Trial 1794 finished with value: 0.9974357224360052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:50,531] Trial 1795 finished with value: 0.9973833734553551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:50,853] Trial 1796 finished with value: 0.9962219532638534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 10}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:51,644] Trial 1797 finished with value: 0.9901133461526145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:52,216] Trial 1798 finished with value: 0.9970379629847042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:55,190] Trial 1799 finished with value: 0.997470287270632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:56,076] Trial 1800 finished with value: 0.9968600749014819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:57,861] Trial 1801 finished with value: 0.9967523451765702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:00,329] Trial 1802 finished with value: 0.9972606468074536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:01,939] Trial 1803 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.0123685320229215e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:04,909] Trial 1804 finished with value: 0.9971941704272647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:07,197] Trial 1805 finished with value: 0.9974905602398837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:13,310] Trial 1806 finished with value: 0.9964756066193333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:15,850] Trial 1807 finished with value: 0.9975103433345335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:24,258] Trial 1808 finished with value: 0.9969168261838016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:31,093] Trial 1809 finished with value: 0.9972059682009191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:35,368] Trial 1810 finished with value: 0.9972141047530436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:36,919] Trial 1811 finished with value: 0.9970403773190633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:40,034] Trial 1812 finished with value: 0.9969455068738592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:44,126] Trial 1813 finished with value: 0.9972087306049096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:46,308] Trial 1814 finished with value: 0.9974681200158825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:48,496] Trial 1815 finished with value: 0.9974114796892873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:50,296] Trial 1816 finished with value: 0.9973192657069384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:56,953] Trial 1817 finished with value: 0.9961108290110481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 33, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:59,506] Trial 1818 finished with value: 0.9976991788693931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:01,491] Trial 1819 finished with value: 0.9973917323632592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:03,655] Trial 1820 finished with value: 0.9975198532493902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:06,282] Trial 1821 finished with value: 0.9973902739429351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:07,698] Trial 1822 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 2112960520.0770793, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:09,946] Trial 1823 finished with value: 0.997445692931375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:10,801] Trial 1824 finished with value: 0.9935960302100414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:11,762] Trial 1825 finished with value: 0.9960107821448734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:13,972] Trial 1826 finished with value: 0.9970487004266079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:15,491] Trial 1827 finished with value: 0.9958235077659442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:17,402] Trial 1828 finished with value: 0.9972195475820094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:19,187] Trial 1829 finished with value: 0.9969365919178163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:32,615] Trial 1830 finished with value: 0.9963941879688315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:33,963] Trial 1831 finished with value: 0.9971568975239452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 53}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:36,299] Trial 1832 finished with value: 0.9975129321956459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:37,860] Trial 1833 finished with value: 0.9970407632202803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:50,234] Trial 1834 finished with value: 0.9965535833255078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:52,043] Trial 1835 finished with value: 0.9973709122642207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:55,329] Trial 1836 finished with value: 0.9973979658787138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:45:02,577] Trial 1837 finished with value: 0.9969542303551066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:45:04,784] Trial 1838 finished with value: 0.9976194793661253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:45:07,679] Trial 1839 finished with value: 0.9975713556530965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:45:09,945] Trial 1840 finished with value: 0.9974063040300266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:03,323] Trial 1841 finished with value: 0.9896084918932404 and parameters: {'classifier': 'SVC', 'svc_c': 7752094588.972984, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:05,732] Trial 1842 finished with value: 0.9973806113052678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:07,414] Trial 1843 finished with value: 0.9973645671900213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:09,369] Trial 1844 finished with value: 0.9972955105814308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:14,341] Trial 1845 finished with value: 0.9971730540548599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:17,901] Trial 1846 finished with value: 0.9974942367273472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:19,537] Trial 1847 finished with value: 0.9974629392468186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:20,312] Trial 1848 finished with value: 0.9966279459409452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:23,025] Trial 1849 finished with value: 0.997621295948735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:31,259] Trial 1850 finished with value: 0.996924381710054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:32,071] Trial 1851 finished with value: 0.9898561572577179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:35,751] Trial 1852 finished with value: 0.9963915389961224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:38,146] Trial 1853 finished with value: 0.997473211379261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:40,830] Trial 1854 finished with value: 0.99716479458182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:43,144] Trial 1855 finished with value: 0.9975572991560432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:44,983] Trial 1856 finished with value: 0.9974105314875636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:47,898] Trial 1857 finished with value: 0.997229762014936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:49,778] Trial 1858 finished with value: 0.9973384802169759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:51,244] Trial 1859 finished with value: 0.9866070574708369 and parameters: {'classifier': 'SVC', 'svc_c': 453634099.4224616, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:53,260] Trial 1860 finished with value: 0.9969440616882426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:56,570] Trial 1861 finished with value: 0.997336410524554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:58,856] Trial 1862 finished with value: 0.9975297185970723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:10,604] Trial 1863 finished with value: 0.9966257145756225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:12,371] Trial 1864 finished with value: 0.9974771856317725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:15,841] Trial 1865 finished with value: 0.9973517439963144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:18,230] Trial 1866 finished with value: 0.997519240326921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:20,279] Trial 1867 finished with value: 0.997478773860138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:21,287] Trial 1868 finished with value: 0.9973333260442786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:33,616] Trial 1869 finished with value: 0.996542183227834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:34,359] Trial 1870 finished with value: 0.9973935692898678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 49}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:40,543] Trial 1871 finished with value: 0.9969785511136012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:41,487] Trial 1872 finished with value: 0.9940466678081243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:44,008] Trial 1873 finished with value: 0.9973138790223309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:45,018] Trial 1874 finished with value: 0.9962429241179523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 36}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:47,261] Trial 1875 finished with value: 0.9973931856420423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:48,123] Trial 1876 finished with value: 0.9975128863661075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 71}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:59,318] Trial 1877 finished with value: 0.9954397382890424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 72, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:01,009] Trial 1878 finished with value: 0.9853673049816454 and parameters: {'classifier': 'SVC', 'svc_c': 0.005541067292721221, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:06,082] Trial 1879 finished with value: 0.9971504503806351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:09,089] Trial 1880 finished with value: 0.9970765389512907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:12,078] Trial 1881 finished with value: 0.9972681228302477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:13,839] Trial 1882 finished with value: 0.9975391808098539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:23,951] Trial 1883 finished with value: 0.9969130881247977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:25,126] Trial 1884 finished with value: 0.9972067172155356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:27,264] Trial 1885 finished with value: 0.9972529821980132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:29,109] Trial 1886 finished with value: 0.9972509790599832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:32,469] Trial 1887 finished with value: 0.9972916746109823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:34,472] Trial 1888 finished with value: 0.9974377099907228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:36,572] Trial 1889 finished with value: 0.9973964058018722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:37,954] Trial 1890 finished with value: 0.9961870865065127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:39,424] Trial 1891 finished with value: 0.9961329009801089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:41,199] Trial 1892 finished with value: 0.997394380066452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:49,504] Trial 1893 finished with value: 0.9970786419050398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:52,177] Trial 1894 finished with value: 0.997574651063505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:54,498] Trial 1895 finished with value: 0.9974519399354405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:56,969] Trial 1896 finished with value: 0.9973540403291336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:57,930] Trial 1897 finished with value: 0.9883148119385705 and parameters: {'classifier': 'SVC', 'svc_c': 3.8985526984901444, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:59,718] Trial 1898 finished with value: 0.9972452204071002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:01,907] Trial 1899 finished with value: 0.9975795747237804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:04,510] Trial 1900 finished with value: 0.9969709683244862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:06,839] Trial 1901 finished with value: 0.9974054075293542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:20,298] Trial 1902 finished with value: 0.9957305492757621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 61, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:22,521] Trial 1903 finished with value: 0.9974799491783274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:23,390] Trial 1904 finished with value: 0.9969860965471989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:25,347] Trial 1905 finished with value: 0.9975288034979863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:26,987] Trial 1906 finished with value: 0.997158507270612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:30,727] Trial 1907 finished with value: 0.9972858353438142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:32,414] Trial 1908 finished with value: 0.9974690307033994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:35,262] Trial 1909 finished with value: 0.9971838749039845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:37,752] Trial 1910 finished with value: 0.9972118234322546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:39,536] Trial 1911 finished with value: 0.9974507160582524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:41,157] Trial 1912 finished with value: 0.9973326962055049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:43,960] Trial 1913 finished with value: 0.9970824508347911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:46,254] Trial 1914 finished with value: 0.9972524512545592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:50,641] Trial 1915 finished with value: 0.9974836797154474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:52,021] Trial 1916 finished with value: 0.9973369022082165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:53,703] Trial 1917 finished with value: 0.985077902554997 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002496738301337531, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:07,740] Trial 1918 finished with value: 0.996638903834354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:10,231] Trial 1919 finished with value: 0.9974430164736381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:18,518] Trial 1920 finished with value: 0.9970690534071244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:20,972] Trial 1921 finished with value: 0.9882729306276105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 63, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:22,654] Trial 1922 finished with value: 0.9971766803964295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:25,813] Trial 1923 finished with value: 0.9973712384981716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:27,018] Trial 1924 finished with value: 0.9956055229942992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:30,344] Trial 1925 finished with value: 0.9964635144448492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:32,687] Trial 1926 finished with value: 0.997285130571841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:34,623] Trial 1927 finished with value: 0.996586719795609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:36,560] Trial 1928 finished with value: 0.9974248867970158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:37,499] Trial 1929 finished with value: 0.9970370779096784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:39,498] Trial 1930 finished with value: 0.9974407621618083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:41,286] Trial 1931 finished with value: 0.9974930741677964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:42,793] Trial 1932 finished with value: 0.9966842035083762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:45,219] Trial 1933 finished with value: 0.9972073745075991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:47,116] Trial 1934 finished with value: 0.9853889367141916 and parameters: {'classifier': 'SVC', 'svc_c': 0.029000961692247945, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:53,245] Trial 1935 finished with value: 0.9971939929488861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:55,829] Trial 1936 finished with value: 0.9976454430374001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:58,063] Trial 1937 finished with value: 0.9975907338037849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:59,847] Trial 1938 finished with value: 0.9974425242821691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:01,050] Trial 1939 finished with value: 0.9947305580790958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:03,269] Trial 1940 finished with value: 0.9974655403270254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:05,896] Trial 1941 finished with value: 0.9974068613159438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:10,529] Trial 1942 finished with value: 0.9970435453335112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:12,045] Trial 1943 finished with value: 0.997492480573713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:14,177] Trial 1944 finished with value: 0.9974304115732586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:15,661] Trial 1945 finished with value: 0.9961028862505864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:17,847] Trial 1946 finished with value: 0.9972551971230997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:20,816] Trial 1947 finished with value: 0.9975523322369999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:22,627] Trial 1948 finished with value: 0.9972875505238098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:23,929] Trial 1949 finished with value: 0.9975344512586206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:26,893] Trial 1950 finished with value: 0.9975423963042114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:27,996] Trial 1951 finished with value: 0.9971054888105414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:30,345] Trial 1952 finished with value: 0.9974847376668549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:32,798] Trial 1953 finished with value: 0.9972380790605403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:33,959] Trial 1954 finished with value: 0.9971616107301561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:35,636] Trial 1955 finished with value: 0.9853840203218969 and parameters: {'classifier': 'SVC', 'svc_c': 0.09203773859467079, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:39,489] Trial 1956 finished with value: 0.9972873090935477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:49,120] Trial 1957 finished with value: 0.9969942689314211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:51,015] Trial 1958 finished with value: 0.9972923596102392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:52,873] Trial 1959 finished with value: 0.9974013345084748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:54,700] Trial 1960 finished with value: 0.9973786305424626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:55,546] Trial 1961 finished with value: 0.9968378600800997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:00,276] Trial 1962 finished with value: 0.997189547642352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:02,842] Trial 1963 finished with value: 0.9974960278878932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:03,551] Trial 1964 finished with value: 0.9945686297200242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:06,382] Trial 1965 finished with value: 0.9972843825410997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 92}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:07,631] Trial 1966 finished with value: 0.9968696299159051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:10,718] Trial 1967 finished with value: 0.9973542836319323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:12,793] Trial 1968 finished with value: 0.9975405177374682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:18,973] Trial 1969 finished with value: 0.9972404319185726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:20,993] Trial 1970 finished with value: 0.9974736402218668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:24,142] Trial 1971 finished with value: 0.9973545376938815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:25,768] Trial 1972 finished with value: 0.9970469646169726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:27,479] Trial 1973 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 8.395536557981064e-05, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:29,658] Trial 1974 finished with value: 0.9977349906546665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:31,625] Trial 1975 finished with value: 0.9974725314580692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:33,379] Trial 1976 finished with value: 0.9974299515957658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:35,153] Trial 1977 finished with value: 0.9973852584014175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:37,146] Trial 1978 finished with value: 0.9974206919977856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:39,119] Trial 1979 finished with value: 0.9975018722966023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:40,077] Trial 1980 finished with value: 0.9950617193083814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:54,009] Trial 1981 finished with value: 0.9966807322382225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:56,789] Trial 1982 finished with value: 0.9974613730445608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:58,248] Trial 1983 finished with value: 0.9972864445212103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:05,449] Trial 1984 finished with value: 0.9968163757383958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:07,008] Trial 1985 finished with value: 0.9973102076129327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:08,792] Trial 1986 finished with value: 0.9976101858720599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:11,856] Trial 1987 finished with value: 0.9972852004269753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:13,730] Trial 1988 finished with value: 0.9974516054813712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:18,326] Trial 1989 finished with value: 0.9972947441427032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:20,487] Trial 1990 finished with value: 0.9974359998887924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:22,136] Trial 1991 finished with value: 0.9853258437853664 and parameters: {'classifier': 'SVC', 'svc_c': 0.001976655785862305, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:25,202] Trial 1992 finished with value: 0.9973781374940701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:37,546] Trial 1993 finished with value: 0.9968703808030579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:40,197] Trial 1994 finished with value: 0.9974978192071285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:41,814] Trial 1995 finished with value: 0.9974952479605549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:44,046] Trial 1996 finished with value: 0.9974179464466241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:47,002] Trial 1997 finished with value: 0.9974898620376572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:49,442] Trial 1998 finished with value: 0.9975856551673074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:53,169] Trial 1999 finished with value: 0.9972406303439701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:55,283] Trial 2000 finished with value: 0.9973992384735896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:58,341] Trial 2001 finished with value: 0.9975418773576864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:00,297] Trial 2002 finished with value: 0.9975060560510407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:02,888] Trial 2003 finished with value: 0.9974585670961614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:04,364] Trial 2004 finished with value: 0.997523767993325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:05,465] Trial 2005 finished with value: 0.9972139010908915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:06,272] Trial 2006 finished with value: 0.9963421031110471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:08,554] Trial 2007 finished with value: 0.9975143250771911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:25,777] Trial 2008 finished with value: 0.9960042985347078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 72, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:28,471] Trial 2009 finished with value: 0.9972133572935847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:30,764] Trial 2010 finished with value: 0.9973763364947726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:32,476] Trial 2011 finished with value: 0.9852273599793967 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007773545638479195, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:34,869] Trial 2012 finished with value: 0.9975123016903762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:36,512] Trial 2013 finished with value: 0.9918768992893751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:38,367] Trial 2014 finished with value: 0.9965959373725998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:40,117] Trial 2015 finished with value: 0.9975082921770495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:55,134] Trial 2016 finished with value: 0.9964711160862811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:57,965] Trial 2017 finished with value: 0.9973265167079687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:00,014] Trial 2018 finished with value: 0.9975371986823186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:07,557] Trial 2019 finished with value: 0.9969322301454545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:08,897] Trial 2020 finished with value: 0.994358770011381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:14,697] Trial 2021 finished with value: 0.9967136785347819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:16,743] Trial 2022 finished with value: 0.9971844855095865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:18,772] Trial 2023 finished with value: 0.9973256026244957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:20,764] Trial 2024 finished with value: 0.9968492266942812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:23,228] Trial 2025 finished with value: 0.9970925047691196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:27,039] Trial 2026 finished with value: 0.9971822714096854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:28,444] Trial 2027 finished with value: 0.9971742647290783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:30,089] Trial 2028 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.709603425433706e-06, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:32,468] Trial 2029 finished with value: 0.9976045999686071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:33,343] Trial 2030 finished with value: 0.9971079790619753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:35,983] Trial 2031 finished with value: 0.9969794371725019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:38,029] Trial 2032 finished with value: 0.9975897286007794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:40,783] Trial 2033 finished with value: 0.9975809536723842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:42,435] Trial 2034 finished with value: 0.9975127611283247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:43,911] Trial 2035 finished with value: 0.9953466519585689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 83}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:47,324] Trial 2036 finished with value: 0.9972473638584192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:49,066] Trial 2037 finished with value: 0.9976618088163388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:51,355] Trial 2038 finished with value: 0.9972913469488255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:53,391] Trial 2039 finished with value: 0.9973548114333335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:55,948] Trial 2040 finished with value: 0.9972395814061285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:58,069] Trial 2041 finished with value: 0.9976836230418531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:00,575] Trial 2042 finished with value: 0.9974111948415678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:03,293] Trial 2043 finished with value: 0.9971405944591115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:04,829] Trial 2044 finished with value: 0.9974286287597826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:09,655] Trial 2045 finished with value: 0.9971930114223597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:11,630] Trial 2046 finished with value: 0.9974343960453763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:14,054] Trial 2047 finished with value: 0.9973183545750907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:15,946] Trial 2048 finished with value: 0.985381234114476 and parameters: {'classifier': 'SVC', 'svc_c': 0.008914833421350956, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:17,874] Trial 2049 finished with value: 0.997327105223987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:19,572] Trial 2050 finished with value: 0.99633719100337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:25,209] Trial 2051 finished with value: 0.997164532141063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:27,568] Trial 2052 finished with value: 0.9972833310324875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:28,514] Trial 2053 finished with value: 0.9974704981690272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:29,498] Trial 2054 finished with value: 0.9973569517425996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:31,286] Trial 2055 finished with value: 0.9975523585794631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:33,861] Trial 2056 finished with value: 0.9974651430001619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:35,810] Trial 2057 finished with value: 0.9974857694979647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:42,297] Trial 2058 finished with value: 0.9966956674944578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:45,582] Trial 2059 finished with value: 0.9973446840574871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:48,343] Trial 2060 finished with value: 0.9974691218229319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:51,556] Trial 2061 finished with value: 0.9973707191073157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:53,288] Trial 2062 finished with value: 0.9971017126660485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:55,534] Trial 2063 finished with value: 0.9974241725671461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:58,068] Trial 2064 finished with value: 0.9973130368252182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:58,506] Trial 2065 finished with value: 0.9960420299873146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 14}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:59,223] Trial 2066 finished with value: 0.9920548881404535 and parameters: {'classifier': 'SVC', 'svc_c': 34.3208929064377, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:01,240] Trial 2067 finished with value: 0.9971386693011203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:04,082] Trial 2068 finished with value: 0.9973254468548457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:05,841] Trial 2069 finished with value: 0.9975932474777944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:07,499] Trial 2070 finished with value: 0.9967416257300599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:09,148] Trial 2071 finished with value: 0.9974852765130479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:11,561] Trial 2072 finished with value: 0.9973547691584407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:15,523] Trial 2073 finished with value: 0.9969436033293829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:17,931] Trial 2074 finished with value: 0.9973221231342239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:19,776] Trial 2075 finished with value: 0.9976668990054147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:22,121] Trial 2076 finished with value: 0.997257587463601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:23,910] Trial 2077 finished with value: 0.9960708933290298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 27}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:27,053] Trial 2078 finished with value: 0.9971911957284112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:32,852] Trial 2079 finished with value: 0.9968277695837018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:34,911] Trial 2080 finished with value: 0.9973406516611293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:35,235] Trial 2081 finished with value: 0.9925820244420979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 6}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:36,505] Trial 2082 finished with value: 0.9974962203783019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:38,403] Trial 2083 finished with value: 0.9969242802757018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:40,917] Trial 2084 finished with value: 0.9973951567565237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:41,737] Trial 2085 finished with value: 0.9923418799460778 and parameters: {'classifier': 'SVC', 'svc_c': 5282.670983630727, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:45,013] Trial 2086 finished with value: 0.9970751540994361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:46,560] Trial 2087 finished with value: 0.9973099607872262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:48,393] Trial 2088 finished with value: 0.9972273113406728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:51,186] Trial 2089 finished with value: 0.9973637515257993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:03,848] Trial 2090 finished with value: 0.9962953721526119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:05,776] Trial 2091 finished with value: 0.9974135366548084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:07,364] Trial 2092 finished with value: 0.9971533154250185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:11,298] Trial 2093 finished with value: 0.9974255697333088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:13,583] Trial 2094 finished with value: 0.997462756023879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:16,448] Trial 2095 finished with value: 0.9973814562953164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:18,602] Trial 2096 finished with value: 0.997480301246935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:19,371] Trial 2097 finished with value: 0.9896020370376192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:21,524] Trial 2098 finished with value: 0.9971978349177991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:26,160] Trial 2099 finished with value: 0.9972260568364041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:27,976] Trial 2100 finished with value: 0.9966183144381651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:29,874] Trial 2101 finished with value: 0.9974633436829735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:32,434] Trial 2102 finished with value: 0.9968875252398185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:34,797] Trial 2103 finished with value: 0.9974577797738907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:35,879] Trial 2104 finished with value: 0.9875436283939002 and parameters: {'classifier': 'SVC', 'svc_c': 1.2198663420797582, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:36,830] Trial 2105 finished with value: 0.9971197974970076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:38,048] Trial 2106 finished with value: 0.9969532474638502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:39,883] Trial 2107 finished with value: 0.997285973625877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:40,673] Trial 2108 finished with value: 0.9968195120149361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:43,066] Trial 2109 finished with value: 0.9973391211322794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:45,149] Trial 2110 finished with value: 0.9973131510499473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:47,417] Trial 2111 finished with value: 0.9975314596434623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:49,183] Trial 2112 finished with value: 0.9972417519933581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:52,332] Trial 2113 finished with value: 0.9970150705272595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:55,214] Trial 2114 finished with value: 0.997427100103469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:56,709] Trial 2115 finished with value: 0.997210729807439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:57,550] Trial 2116 finished with value: 0.993811026286416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:58,330] Trial 2117 finished with value: 0.9965600307544588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:12,611] Trial 2118 finished with value: 0.9962638010913208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 64, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:13,462] Trial 2119 finished with value: 0.9954339823021435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:16,293] Trial 2120 finished with value: 0.9973353586985625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:18,459] Trial 2121 finished with value: 0.9976225731138698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:19,215] Trial 2122 finished with value: 0.9926905270802703 and parameters: {'classifier': 'SVC', 'svc_c': 355.6043316078068, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:20,131] Trial 2123 finished with value: 0.9952636713904267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:21,814] Trial 2124 finished with value: 0.9972407095617872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:23,717] Trial 2125 finished with value: 0.9974884923882602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:27,677] Trial 2126 finished with value: 0.9972370795703581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:34,712] Trial 2127 finished with value: 0.9970472198214866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:37,394] Trial 2128 finished with value: 0.9973242366884341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:39,492] Trial 2129 finished with value: 0.9973199526422079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:42,114] Trial 2130 finished with value: 0.9972885055174455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:44,574] Trial 2131 finished with value: 0.9973709054723084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:46,373] Trial 2132 finished with value: 0.9973195339239945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:48,714] Trial 2133 finished with value: 0.9974614734950379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:50,360] Trial 2134 finished with value: 0.9973420161689851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:53,152] Trial 2135 finished with value: 0.9973274028938212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:54,274] Trial 2136 finished with value: 0.9973847066696342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:55,074] Trial 2137 finished with value: 0.9954288755458799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:56,321] Trial 2138 finished with value: 0.9974771261549339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:03,716] Trial 2139 finished with value: 0.9961464481789609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:05,661] Trial 2140 finished with value: 0.9977018061968495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:40,360] Trial 2141 finished with value: 0.989597268988304 and parameters: {'classifier': 'SVC', 'svc_c': 20838104.575251877, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:43,695] Trial 2142 finished with value: 0.9972793281206456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:46,142] Trial 2143 finished with value: 0.9972961861227913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:47,711] Trial 2144 finished with value: 0.9974471184077512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:49,882] Trial 2145 finished with value: 0.9972483304998669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:52,556] Trial 2146 finished with value: 0.9973517289208084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:55,113] Trial 2147 finished with value: 0.9976656137788518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:57,938] Trial 2148 finished with value: 0.9929886926922881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:01,632] Trial 2149 finished with value: 0.9972121828323188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:03,079] Trial 2150 finished with value: 0.996203878176432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:04,548] Trial 2151 finished with value: 0.9969401412314843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:07,818] Trial 2152 finished with value: 0.997187681770772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:09,118] Trial 2153 finished with value: 0.9972172253827956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:13,575] Trial 2154 finished with value: 0.9973328271243731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:16,186] Trial 2155 finished with value: 0.9971723483942251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:16,670] Trial 2156 finished with value: 0.9890049240137087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:32,912] Trial 2157 finished with value: 0.996746170820575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:35,577] Trial 2158 finished with value: 0.9973594781752478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:37,670] Trial 2159 finished with value: 0.9974702295076404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:39,466] Trial 2160 finished with value: 0.9854051573874173 and parameters: {'classifier': 'SVC', 'svc_c': 0.27827426876037653, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:41,922] Trial 2161 finished with value: 0.9970800036834356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:42,986] Trial 2162 finished with value: 0.9955347486984184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:44,392] Trial 2163 finished with value: 0.9975406380876133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:46,192] Trial 2164 finished with value: 0.9973224505424773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:55,756] Trial 2165 finished with value: 0.9967229049983869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:57,887] Trial 2166 finished with value: 0.9976020715682085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:59,770] Trial 2167 finished with value: 0.9973057596404145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:07,795] Trial 2168 finished with value: 0.9973475420560548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:10,474] Trial 2169 finished with value: 0.9976940502774493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:13,630] Trial 2170 finished with value: 0.9973812868148905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:20,978] Trial 2171 finished with value: 0.9969841950339488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:23,636] Trial 2172 finished with value: 0.9971417931681388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:26,089] Trial 2173 finished with value: 0.9973810436073055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:27,913] Trial 2174 finished with value: 0.99717901265656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:29,754] Trial 2175 finished with value: 0.9974878077063826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:31,966] Trial 2176 finished with value: 0.9971460095491462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:33,944] Trial 2177 finished with value: 0.9975494146029039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:34,666] Trial 2178 finished with value: 0.9950602071557798 and parameters: {'classifier': 'SVC', 'svc_c': 1207.7064150911544, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:37,821] Trial 2179 finished with value: 0.9973527740501013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:39,767] Trial 2180 finished with value: 0.9976634593462169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:41,884] Trial 2181 finished with value: 0.9968978931572656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:45,254] Trial 2182 finished with value: 0.997251415805328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:47,533] Trial 2183 finished with value: 0.9972626549918108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:49,419] Trial 2184 finished with value: 0.997393788313167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:51,515] Trial 2185 finished with value: 0.996925246821936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:53,327] Trial 2186 finished with value: 0.9973351556394304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:55,959] Trial 2187 finished with value: 0.997390589830328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:58,033] Trial 2188 finished with value: 0.9974314822198292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:00,551] Trial 2189 finished with value: 0.9974179797714268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:02,824] Trial 2190 finished with value: 0.9973066802301584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:04,506] Trial 2191 finished with value: 0.9975658589649017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:06,502] Trial 2192 finished with value: 0.9973122520737182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:08,712] Trial 2193 finished with value: 0.9977112571744118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:10,328] Trial 2194 finished with value: 0.9967194388380363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:13,543] Trial 2195 finished with value: 0.997427613273695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:15,791] Trial 2196 finished with value: 0.9975055117141899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:17,487] Trial 2197 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.4725481173582792e-08, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:21,741] Trial 2198 finished with value: 0.9975141472179576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:23,528] Trial 2199 finished with value: 0.9974569471298883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:25,424] Trial 2200 finished with value: 0.9973049833629356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:27,028] Trial 2201 finished with value: 0.9974908800627773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:27,631] Trial 2202 finished with value: 0.9880405407814741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:30,501] Trial 2203 finished with value: 0.9973939086315745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:33,475] Trial 2204 finished with value: 0.9973212610374432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:34,529] Trial 2205 finished with value: 0.9972829391645438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:37,100] Trial 2206 finished with value: 0.9973251898095331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:42,007] Trial 2207 finished with value: 0.9972803462409794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:43,103] Trial 2208 finished with value: 0.9971604327459823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:44,299] Trial 2209 finished with value: 0.9956652248546627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:46,994] Trial 2210 finished with value: 0.9973132781920047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:52,206] Trial 2211 finished with value: 0.997222389806837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:54,736] Trial 2212 finished with value: 0.997406680822464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:58,430] Trial 2213 finished with value: 0.9972493843253467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:00,577] Trial 2214 finished with value: 0.997575918072509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:02,853] Trial 2215 finished with value: 0.9974189238154846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:12,114] Trial 2216 finished with value: 0.9927188805207638 and parameters: {'classifier': 'SVC', 'svc_c': 3887365.289396519, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:14,755] Trial 2217 finished with value: 0.9972287273908904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:16,684] Trial 2218 finished with value: 0.9974155375711847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:18,657] Trial 2219 finished with value: 0.9970630881722015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:19,491] Trial 2220 finished with value: 0.9968759898117071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:21,149] Trial 2221 finished with value: 0.9976083903316827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:24,195] Trial 2222 finished with value: 0.9971915727747519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:27,232] Trial 2223 finished with value: 0.9971001483680652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:31,708] Trial 2224 finished with value: 0.9975614390169557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:34,019] Trial 2225 finished with value: 0.9974831820967961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:36,099] Trial 2226 finished with value: 0.9973748494468562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:37,449] Trial 2227 finished with value: 0.9973618634694218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:38,671] Trial 2228 finished with value: 0.9975855769968413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:40,014] Trial 2229 finished with value: 0.9947609198943742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:43,487] Trial 2230 finished with value: 0.9962402162396868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 26, 'rf_n_estimators': 69}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:45,537] Trial 2231 finished with value: 0.9975019171740035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:47,344] Trial 2232 finished with value: 0.9975235509060378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:48,705] Trial 2233 finished with value: 0.9968077934273608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:51,737] Trial 2234 finished with value: 0.9957600387429156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 30}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:53,857] Trial 2235 finished with value: 0.9974645033226367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:56,355] Trial 2236 finished with value: 0.9975280345837018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:58,057] Trial 2237 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 7.340869565337467e-07, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:00,647] Trial 2238 finished with value: 0.9977110157758876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:02,099] Trial 2239 finished with value: 0.9972921711188069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:02,633] Trial 2240 finished with value: 0.9953604759437119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 18}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:14,751] Trial 2241 finished with value: 0.9964421550552869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:23,607] Trial 2242 finished with value: 0.9967154306577019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:26,147] Trial 2243 finished with value: 0.996461047266874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:27,593] Trial 2244 finished with value: 0.996080940439708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:28,639] Trial 2245 finished with value: 0.9972564216667837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:31,747] Trial 2246 finished with value: 0.9974034280360652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:33,715] Trial 2247 finished with value: 0.9973400512433956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:35,844] Trial 2248 finished with value: 0.9974226255345844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:40,435] Trial 2249 finished with value: 0.9965516947613239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 23, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:41,454] Trial 2250 finished with value: 0.9969865244059296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:42,272] Trial 2251 finished with value: 0.9967207816054254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:44,776] Trial 2252 finished with value: 0.9972956941534877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:46,429] Trial 2253 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.8864848208372546e-06, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:48,215] Trial 2254 finished with value: 0.9973533165778917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:58,258] Trial 2255 finished with value: 0.9968315719437063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:59,222] Trial 2256 finished with value: 0.9934117142166814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:00,724] Trial 2257 finished with value: 0.997384992088636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:03,129] Trial 2258 finished with value: 0.9973868798911102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:05,815] Trial 2259 finished with value: 0.9973270758664224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:07,969] Trial 2260 finished with value: 0.9971681732407597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:09,834] Trial 2261 finished with value: 0.9971944691127118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:12,656] Trial 2262 finished with value: 0.9973428163133704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:15,958] Trial 2263 finished with value: 0.9973985274175107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:18,296] Trial 2264 finished with value: 0.9968600553826689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:20,550] Trial 2265 finished with value: 0.9974945622313262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:24,327] Trial 2266 finished with value: 0.9974293512415081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:26,358] Trial 2267 finished with value: 0.9973192564712074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:30,595] Trial 2268 finished with value: 0.9970423210437306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:33,534] Trial 2269 finished with value: 0.9967892316391284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:35,197] Trial 2270 finished with value: 0.9973297488647276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:35,896] Trial 2271 finished with value: 0.997391749596943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 60}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:37,742] Trial 2272 finished with value: 0.9852062189466378 and parameters: {'classifier': 'SVC', 'svc_c': 1.0834217273297112e-10, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:38,853] Trial 2273 finished with value: 0.9969145166162751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:49,586] Trial 2274 finished with value: 0.9964840445863651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:51,533] Trial 2275 finished with value: 0.9972383226489802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:00,922] Trial 2276 finished with value: 0.996737703083386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:03,750] Trial 2277 finished with value: 0.9960538730827008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:07,927] Trial 2278 finished with value: 0.9942550669700038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 51, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:11,248] Trial 2279 finished with value: 0.9974889216434589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:11,779] Trial 2280 finished with value: 0.9869898518005317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:13,491] Trial 2281 finished with value: 0.9974539646235095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:15,168] Trial 2282 finished with value: 0.9971811862588912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:17,822] Trial 2283 finished with value: 0.9970060097672695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:19,464] Trial 2284 finished with value: 0.9969085371310319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:23,467] Trial 2285 finished with value: 0.9972717294308389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:34,371] Trial 2286 finished with value: 0.9968616469435148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:42,056] Trial 2287 finished with value: 0.9971595222171549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:43,141] Trial 2288 finished with value: 0.9972271220240548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:43,750] Trial 2289 finished with value: 0.9973809467114738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 23}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:46,269] Trial 2290 finished with value: 0.9976115929721875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:47,674] Trial 2291 finished with value: 0.9974132765626565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:11:52,394] Trial 2292 finished with value: 0.9901041288930026 and parameters: {'classifier': 'SVC', 'svc_c': 66678966.67839295, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:02,434] Trial 2293 finished with value: 0.9965820684465796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 93}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:04,984] Trial 2294 finished with value: 0.9975945739953751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:07,230] Trial 2295 finished with value: 0.9975711172379356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:09,835] Trial 2296 finished with value: 0.9969610835532046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:20,968] Trial 2297 finished with value: 0.996967859374284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:24,587] Trial 2298 finished with value: 0.997030503719525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:27,072] Trial 2299 finished with value: 0.9972462413203697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:29,012] Trial 2300 finished with value: 0.9971129839078182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:31,075] Trial 2301 finished with value: 0.9974512633784668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:45,419] Trial 2302 finished with value: 0.9963319992529902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:47,186] Trial 2303 finished with value: 0.9975902364072992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:49,569] Trial 2304 finished with value: 0.9970573744601955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:52,394] Trial 2305 finished with value: 0.9974139744157661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:54,283] Trial 2306 finished with value: 0.9974563913673906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:03,132] Trial 2307 finished with value: 0.9967884674537922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:09,624] Trial 2308 finished with value: 0.9969091289477925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:16,143] Trial 2309 finished with value: 0.9953670153808568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:18,619] Trial 2310 finished with value: 0.997515395279431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:21,060] Trial 2311 finished with value: 0.9972186778046552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:22,254] Trial 2312 finished with value: 0.9872531958817271 and parameters: {'classifier': 'SVC', 'svc_c': 138697.29715509908, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:24,522] Trial 2313 finished with value: 0.997273935628001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:27,715] Trial 2314 finished with value: 0.9972227869432734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:29,369] Trial 2315 finished with value: 0.997468556158207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:30,855] Trial 2316 finished with value: 0.997544095996108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:31,893] Trial 2317 finished with value: 0.997189345249716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:33,759] Trial 2318 finished with value: 0.9974274241157666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:36,237] Trial 2319 finished with value: 0.9974235704038278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:36,882] Trial 2320 finished with value: 0.9967165886787316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 41}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:39,354] Trial 2321 finished with value: 0.9975244979334588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:46,310] Trial 2322 finished with value: 0.9972327362059831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:48,410] Trial 2323 finished with value: 0.9974941233595418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:51,729] Trial 2324 finished with value: 0.9970353053475464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:57,764] Trial 2325 finished with value: 0.9969861526598195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:00,303] Trial 2326 finished with value: 0.9975300636198644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:02,659] Trial 2327 finished with value: 0.9973835787678783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:04,486] Trial 2328 finished with value: 0.9850767551026903 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001887062449597021, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:10,614] Trial 2329 finished with value: 0.9966780519719366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 63}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:16,395] Trial 2330 finished with value: 0.9966654405335484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:20,031] Trial 2331 finished with value: 0.9964131701256486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:21,876] Trial 2332 finished with value: 0.9977408940324076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:23,494] Trial 2333 finished with value: 0.9976087106941205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:25,253] Trial 2334 finished with value: 0.9975789515499671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:26,848] Trial 2335 finished with value: 0.9974832011395406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:28,713] Trial 2336 finished with value: 0.9972517705399196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:30,280] Trial 2337 finished with value: 0.9974695543788727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:32,237] Trial 2338 finished with value: 0.9976686667116472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:33,835] Trial 2339 finished with value: 0.997386916357966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:35,334] Trial 2340 finished with value: 0.9972373915857266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:37,154] Trial 2341 finished with value: 0.9975586452241748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:39,073] Trial 2342 finished with value: 0.9975877035635933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:40,678] Trial 2343 finished with value: 0.9976144461783312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:42,555] Trial 2344 finished with value: 0.9975889855211518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:44,465] Trial 2345 finished with value: 0.9974435308499044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:45,954] Trial 2346 finished with value: 0.9976887630277059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:47,935] Trial 2347 finished with value: 0.9976855991074478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:49,119] Trial 2348 finished with value: 0.9868039989307401 and parameters: {'classifier': 'SVC', 'svc_c': 1012246.2933467155, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:50,583] Trial 2349 finished with value: 0.9971552162082968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:51,317] Trial 2350 finished with value: 0.9912875456125589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:52,957] Trial 2351 finished with value: 0.9974011255143541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:54,662] Trial 2352 finished with value: 0.9972395458914098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:56,712] Trial 2353 finished with value: 0.9971309992010219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:58,289] Trial 2354 finished with value: 0.9975280979008273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:59,889] Trial 2355 finished with value: 0.9974615163412129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:01,579] Trial 2356 finished with value: 0.9976179018016965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:02,320] Trial 2357 finished with value: 0.9967543323821705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:04,001] Trial 2358 finished with value: 0.9969505613577893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:04,827] Trial 2359 finished with value: 0.990430004491178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:06,557] Trial 2360 finished with value: 0.997380939824348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:08,318] Trial 2361 finished with value: 0.9973750197207297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:10,023] Trial 2362 finished with value: 0.9964158854305841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:11,921] Trial 2363 finished with value: 0.99734338235895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:13,648] Trial 2364 finished with value: 0.9976007858655769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:19,151] Trial 2365 finished with value: 0.9971332390403657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:19,850] Trial 2366 finished with value: 0.9930585060278063 and parameters: {'classifier': 'SVC', 'svc_c': 109.61430631046287, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:21,769] Trial 2367 finished with value: 0.9975354336420704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:24,430] Trial 2368 finished with value: 0.9975372302932746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:26,117] Trial 2369 finished with value: 0.9975351997019546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:28,399] Trial 2370 finished with value: 0.9975597472595359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:29,405] Trial 2371 finished with value: 0.9943142200819471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:31,071] Trial 2372 finished with value: 0.9975891297699414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:32,878] Trial 2373 finished with value: 0.9971375268634027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:45,707] Trial 2374 finished with value: 0.9968124858135043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:47,623] Trial 2375 finished with value: 0.9972696153370846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:49,589] Trial 2376 finished with value: 0.9974065210855758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:51,806] Trial 2377 finished with value: 0.9974648806863565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:06,193] Trial 2378 finished with value: 0.9964749038151104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:07,376] Trial 2379 finished with value: 0.9956323030280299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:13,135] Trial 2380 finished with value: 0.9971371950118423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:15,550] Trial 2381 finished with value: 0.9973858445370927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:17,199] Trial 2382 finished with value: 0.9974038269180863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:18,699] Trial 2383 finished with value: 0.9971760893413787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:20,110] Trial 2384 finished with value: 0.9975108992557207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:21,770] Trial 2385 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.7477215789040805e-09, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:23,300] Trial 2386 finished with value: 0.9972530869648457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:25,392] Trial 2387 finished with value: 0.9974816224960231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:27,331] Trial 2388 finished with value: 0.9974034157852331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:29,217] Trial 2389 finished with value: 0.997607109453213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:32,135] Trial 2390 finished with value: 0.9970319427479878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:33,206] Trial 2391 finished with value: 0.9971837465876247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:35,207] Trial 2392 finished with value: 0.997565977252083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:41,475] Trial 2393 finished with value: 0.9969835961396347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:47,539] Trial 2394 finished with value: 0.9971494910071682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:49,490] Trial 2395 finished with value: 0.9974618399726555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:52,231] Trial 2396 finished with value: 0.9972664258678111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:53,994] Trial 2397 finished with value: 0.9974693781065346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:55,585] Trial 2398 finished with value: 0.9962692512200055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:57,147] Trial 2399 finished with value: 0.9974283535603868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:58,293] Trial 2400 finished with value: 0.9972895592159737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:07,819] Trial 2401 finished with value: 0.9966303214598434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:09,862] Trial 2402 finished with value: 0.9968248022480428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:11,288] Trial 2403 finished with value: 0.9961155454227876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:12,077] Trial 2404 finished with value: 0.9909901914753595 and parameters: {'classifier': 'SVC', 'svc_c': 10.566617223269784, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:13,639] Trial 2405 finished with value: 0.9969033458567207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:16,466] Trial 2406 finished with value: 0.9974717826338804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:18,199] Trial 2407 finished with value: 0.9966339451989047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:18,957] Trial 2408 finished with value: 0.9888791467181414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:20,616] Trial 2409 finished with value: 0.9975861610060764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:22,568] Trial 2410 finished with value: 0.9976203549515166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:23,566] Trial 2411 finished with value: 0.9971474810454882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:24,971] Trial 2412 finished with value: 0.9973427639458231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:25,893] Trial 2413 finished with value: 0.9971183019433317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 37}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:28,247] Trial 2414 finished with value: 0.9972119494634852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:30,294] Trial 2415 finished with value: 0.9974406401612921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:38,806] Trial 2416 finished with value: 0.9970274635453684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 42, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:53,419] Trial 2417 finished with value: 0.9959535737414725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:55,341] Trial 2418 finished with value: 0.9972221462183972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:01,939] Trial 2419 finished with value: 0.996361881032418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:03,144] Trial 2420 finished with value: 0.9942969200977019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:05,093] Trial 2421 finished with value: 0.9976049185854601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:06,904] Trial 2422 finished with value: 0.9853889367141916 and parameters: {'classifier': 'SVC', 'svc_c': 0.029134089090906673, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:08,803] Trial 2423 finished with value: 0.9973012718050844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:21,429] Trial 2424 finished with value: 0.9964695780038092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:25,617] Trial 2425 finished with value: 0.9971028656724892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:27,981] Trial 2426 finished with value: 0.997141001148658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:30,063] Trial 2427 finished with value: 0.9975618064784485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:32,490] Trial 2428 finished with value: 0.9971283732065578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:34,411] Trial 2429 finished with value: 0.9974994618025298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:35,529] Trial 2430 finished with value: 0.9974421232102323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:41,469] Trial 2431 finished with value: 0.996799499582167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:52,557] Trial 2432 finished with value: 0.9968971774039762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:55,274] Trial 2433 finished with value: 0.9975117498951166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:57,256] Trial 2434 finished with value: 0.9976403590689541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:58,647] Trial 2435 finished with value: 0.9974216227753979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:00,937] Trial 2436 finished with value: 0.9967869750104313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:03,708] Trial 2437 finished with value: 0.9973286059509417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:05,454] Trial 2438 finished with value: 0.9976450253030619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:08,244] Trial 2439 finished with value: 0.9972718771073225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:10,532] Trial 2440 finished with value: 0.997525909667321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:12,103] Trial 2441 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.184928816059741e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:14,246] Trial 2442 finished with value: 0.9972948573835572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:15,058] Trial 2443 finished with value: 0.997071068256442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:17,225] Trial 2444 finished with value: 0.9974079799184926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:23,643] Trial 2445 finished with value: 0.9971220876091968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:26,149] Trial 2446 finished with value: 0.9975147483021871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:27,880] Trial 2447 finished with value: 0.9974153836105956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:30,064] Trial 2448 finished with value: 0.9969286819743509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:31,308] Trial 2449 finished with value: 0.9971240922071706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:33,202] Trial 2450 finished with value: 0.9977488189244271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:37,620] Trial 2451 finished with value: 0.9967043540327808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:39,196] Trial 2452 finished with value: 0.9975340638022462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:40,966] Trial 2453 finished with value: 0.9969945771699784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:42,535] Trial 2454 finished with value: 0.9974735566876943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:44,417] Trial 2455 finished with value: 0.9972920867277107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:46,097] Trial 2456 finished with value: 0.996951488866397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:47,614] Trial 2457 finished with value: 0.9973445399673871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:49,633] Trial 2458 finished with value: 0.9973742151330374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:51,271] Trial 2459 finished with value: 0.9968715875100379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:53,134] Trial 2460 finished with value: 0.9968548286253771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:54,211] Trial 2461 finished with value: 0.9880013749658773 and parameters: {'classifier': 'SVC', 'svc_c': 47993.99182705478, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:55,944] Trial 2462 finished with value: 0.9972309255266237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:56,976] Trial 2463 finished with value: 0.997067089846265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:03,737] Trial 2464 finished with value: 0.9971253902241104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:05,669] Trial 2465 finished with value: 0.9973414871932814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:07,491] Trial 2466 finished with value: 0.9974217858447664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:18,902] Trial 2467 finished with value: 0.9953705642184563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 61, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:28,560] Trial 2468 finished with value: 0.9968053350407861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:30,345] Trial 2469 finished with value: 0.9973578548447567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:32,147] Trial 2470 finished with value: 0.9969145258837441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:34,252] Trial 2471 finished with value: 0.9973236874639452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:36,165] Trial 2472 finished with value: 0.9971594037078084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:37,794] Trial 2473 finished with value: 0.9973011825898265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:38,466] Trial 2474 finished with value: 0.9968361197954193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 34}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:40,276] Trial 2475 finished with value: 0.9971892364521694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:41,027] Trial 2476 finished with value: 0.9969736583025718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:43,159] Trial 2477 finished with value: 0.996971690806212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:47,643] Trial 2478 finished with value: 0.9969353815609768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:48,611] Trial 2479 finished with value: 0.9971969887217101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:50,471] Trial 2480 finished with value: 0.9853574718162011 and parameters: {'classifier': 'SVC', 'svc_c': 0.004416457775153775, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:52,790] Trial 2481 finished with value: 0.9971550359687202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:54,541] Trial 2482 finished with value: 0.9972096048255709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:56,436] Trial 2483 finished with value: 0.9973343819961981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:58,122] Trial 2484 finished with value: 0.9972714397906954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:02,554] Trial 2485 finished with value: 0.9911482683124079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:17,156] Trial 2486 finished with value: 0.996284612462435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:19,008] Trial 2487 finished with value: 0.997420288132913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:23,308] Trial 2488 finished with value: 0.9970917282377375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:25,382] Trial 2489 finished with value: 0.9972854990806846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:27,158] Trial 2490 finished with value: 0.9971104630927794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:28,973] Trial 2491 finished with value: 0.9971734316090073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:43,758] Trial 2492 finished with value: 0.99617093889395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 63, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:45,196] Trial 2493 finished with value: 0.9972847762181041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 66}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:46,671] Trial 2494 finished with value: 0.9974132528227019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:48,923] Trial 2495 finished with value: 0.9971884852158995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:49,669] Trial 2496 finished with value: 0.9965720652929031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 78}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:52,183] Trial 2497 finished with value: 0.9974846171262826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:53,876] Trial 2498 finished with value: 0.9852053177170172 and parameters: {'classifier': 'SVC', 'svc_c': 4.043160840182891e-08, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:54,839] Trial 2499 finished with value: 0.9959702136089801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:59,170] Trial 2500 finished with value: 0.9959417631457033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:01,165] Trial 2501 finished with value: 0.9973295184157814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:02,188] Trial 2502 finished with value: 0.9957255091056282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:03,280] Trial 2503 finished with value: 0.9973001439033288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:06,116] Trial 2504 finished with value: 0.9973563295209237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:07,937] Trial 2505 finished with value: 0.9973788550564201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:10,036] Trial 2506 finished with value: 0.9973545824760691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:11,784] Trial 2507 finished with value: 0.9973347751653957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:14,528] Trial 2508 finished with value: 0.9974405558971476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:15,508] Trial 2509 finished with value: 0.9973553906184068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:17,280] Trial 2510 finished with value: 0.9974650511189195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:27,549] Trial 2511 finished with value: 0.9968331003461163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:28,290] Trial 2512 finished with value: 0.9893107078978219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:30,912] Trial 2513 finished with value: 0.9974036540099664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:32,895] Trial 2514 finished with value: 0.9974645556901841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:35,152] Trial 2515 finished with value: 0.9973718474534022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:35,710] Trial 2516 finished with value: 0.9944729981680611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 8}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:16,512] Trial 2517 finished with value: 0.9897196077037623 and parameters: {'classifier': 'SVC', 'svc_c': 1422603774.6567886, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:18,975] Trial 2518 finished with value: 0.9972222659337842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:27,188] Trial 2519 finished with value: 0.9969330764050194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:30,330] Trial 2520 finished with value: 0.9973999249327905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:32,577] Trial 2521 finished with value: 0.9974616191720331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:33,723] Trial 2522 finished with value: 0.9957022380466852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:38,367] Trial 2523 finished with value: 0.9971573082124676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:41,112] Trial 2524 finished with value: 0.9974314483237442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:47,086] Trial 2525 finished with value: 0.9971361509933762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:51,923] Trial 2526 finished with value: 0.9971626307547643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:53,930] Trial 2527 finished with value: 0.9976193308961941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:57,670] Trial 2528 finished with value: 0.9972301458531888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:58,951] Trial 2529 finished with value: 0.9972068398825478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:01,222] Trial 2530 finished with value: 0.997424655173767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:02,483] Trial 2531 finished with value: 0.9968754910822293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 56}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:05,060] Trial 2532 finished with value: 0.9971917811658524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:06,669] Trial 2533 finished with value: 0.9973488047804414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:08,644] Trial 2534 finished with value: 0.9969090641707233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:10,400] Trial 2535 finished with value: 0.9975339338037772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:12,254] Trial 2536 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.473876160701538e-09, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:14,862] Trial 2537 finished with value: 0.9975501634588309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:16,826] Trial 2538 finished with value: 0.9970232958185732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:19,384] Trial 2539 finished with value: 0.99720021570519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:23,101] Trial 2540 finished with value: 0.9971622032451508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:37,107] Trial 2541 finished with value: 0.9968447348917125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:39,669] Trial 2542 finished with value: 0.9973014302407185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:45,536] Trial 2543 finished with value: 0.9966346348318962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:47,174] Trial 2544 finished with value: 0.9975667780629642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:49,131] Trial 2545 finished with value: 0.9974775718186306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:50,534] Trial 2546 finished with value: 0.9969753652307114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:00,293] Trial 2547 finished with value: 0.9964959670899959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:01,817] Trial 2548 finished with value: 0.9964481131809184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:04,076] Trial 2549 finished with value: 0.9971315556934913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:06,211] Trial 2550 finished with value: 0.9976432404583595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:07,055] Trial 2551 finished with value: 0.9939546443484341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:09,733] Trial 2552 finished with value: 0.9975815368246961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:11,696] Trial 2553 finished with value: 0.9973322107107343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:13,626] Trial 2554 finished with value: 0.9852285071143244 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006906235178453906, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:16,805] Trial 2555 finished with value: 0.9969796783171229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:17,948] Trial 2556 finished with value: 0.9974418451544249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:18,614] Trial 2557 finished with value: 0.9945508151056094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:23,265] Trial 2558 finished with value: 0.9954666629841554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:25,262] Trial 2559 finished with value: 0.9975131854958854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:27,372] Trial 2560 finished with value: 0.9972579163952741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:29,185] Trial 2561 finished with value: 0.9974653332689171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:30,131] Trial 2562 finished with value: 0.9972596114216982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:34,581] Trial 2563 finished with value: 0.9971899683917913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:37,445] Trial 2564 finished with value: 0.9975535517343564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:43,163] Trial 2565 finished with value: 0.9966291965414511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:45,445] Trial 2566 finished with value: 0.9974462271438336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:53,579] Trial 2567 finished with value: 0.997060679074597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:57,925] Trial 2568 finished with value: 0.9973405580977781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:58,858] Trial 2569 finished with value: 0.9913361711971187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:11,847] Trial 2570 finished with value: 0.99581736464005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:14,376] Trial 2571 finished with value: 0.9970156127059328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:20,166] Trial 2572 finished with value: 0.9969694418263506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:21,284] Trial 2573 finished with value: 0.9872168686728364 and parameters: {'classifier': 'SVC', 'svc_c': 2.0376865923848597, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:23,636] Trial 2574 finished with value: 0.9970781358441051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:26,601] Trial 2575 finished with value: 0.9973812618054194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:41,369] Trial 2576 finished with value: 0.9960456331602119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:43,369] Trial 2577 finished with value: 0.9973950672556245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:45,000] Trial 2578 finished with value: 0.997627408320597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:46,563] Trial 2579 finished with value: 0.9965713670589387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:48,846] Trial 2580 finished with value: 0.9971473406052477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:51,128] Trial 2581 finished with value: 0.9972229709596608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:52,976] Trial 2582 finished with value: 0.9972317115159024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:56,533] Trial 2583 finished with value: 0.9971035048739454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:58,644] Trial 2584 finished with value: 0.9971426796078945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:01,517] Trial 2585 finished with value: 0.9975506526669365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:07,188] Trial 2586 finished with value: 0.9972589096965642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:09,593] Trial 2587 finished with value: 0.9973373097229485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:11,642] Trial 2588 finished with value: 0.9971526488972237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:13,602] Trial 2589 finished with value: 0.9973315221568316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:17,119] Trial 2590 finished with value: 0.9976317888500619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:19,856] Trial 2591 finished with value: 0.9975838481695454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:22,149] Trial 2592 finished with value: 0.997263149182768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:13,671] Trial 2593 finished with value: 0.9908194789838993 and parameters: {'classifier': 'SVC', 'svc_c': 259939251.6538745, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:15,422] Trial 2594 finished with value: 0.9969035258423938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:18,039] Trial 2595 finished with value: 0.9976684111262782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:19,199] Trial 2596 finished with value: 0.9959175014197165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:21,036] Trial 2597 finished with value: 0.9970814357930343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:22,884] Trial 2598 finished with value: 0.9976316012155529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:25,311] Trial 2599 finished with value: 0.997565746358806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:29,192] Trial 2600 finished with value: 0.9968416045501609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:31,344] Trial 2601 finished with value: 0.9974976426491494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:34,511] Trial 2602 finished with value: 0.9976571016720682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:36,038] Trial 2603 finished with value: 0.9973148851139978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:37,313] Trial 2604 finished with value: 0.9973234194373166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:40,067] Trial 2605 finished with value: 0.9965179479077865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 59}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:41,694] Trial 2606 finished with value: 0.9974110858218556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:42,545] Trial 2607 finished with value: 0.9970869663773144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:44,947] Trial 2608 finished with value: 0.997604196579803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:47,640] Trial 2609 finished with value: 0.9974071954208958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:49,535] Trial 2610 finished with value: 0.9972593873838095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:51,259] Trial 2611 finished with value: 0.9852050717482346 and parameters: {'classifier': 'SVC', 'svc_c': 3.596712235549679e-07, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:51,802] Trial 2612 finished with value: 0.9885256831660625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:53,038] Trial 2613 finished with value: 0.9972991778649011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:55,260] Trial 2614 finished with value: 0.9974255968374818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:57,657] Trial 2615 finished with value: 0.997373882202388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:00,250] Trial 2616 finished with value: 0.9969693077336915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:03,357] Trial 2617 finished with value: 0.9967899944279965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:05,278] Trial 2618 finished with value: 0.9973241766403129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:07,785] Trial 2619 finished with value: 0.9974526781909061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:10,053] Trial 2620 finished with value: 0.9976483683520696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:12,281] Trial 2621 finished with value: 0.9971470999049575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:23,983] Trial 2622 finished with value: 0.9961763417331525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:25,621] Trial 2623 finished with value: 0.9974887623826393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:27,180] Trial 2624 finished with value: 0.9969165419073646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:29,641] Trial 2625 finished with value: 0.9973292189368865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:37,110] Trial 2626 finished with value: 0.99718503238547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:40,177] Trial 2627 finished with value: 0.9972390725205198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:42,278] Trial 2628 finished with value: 0.9975237070565424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:44,520] Trial 2629 finished with value: 0.9950411098220968 and parameters: {'classifier': 'SVC', 'svc_c': 342605.80905599386, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:57,381] Trial 2630 finished with value: 0.996597973740219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:58,198] Trial 2631 finished with value: 0.9896987479958153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:59,947] Trial 2632 finished with value: 0.9974414529056266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:02,733] Trial 2633 finished with value: 0.9951891205374603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:04,845] Trial 2634 finished with value: 0.9975087487903243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:06,645] Trial 2635 finished with value: 0.99572584048112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:08,866] Trial 2636 finished with value: 0.9972793040950497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:12,086] Trial 2637 finished with value: 0.9976897023110775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:21,268] Trial 2638 finished with value: 0.996786830095146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:22,898] Trial 2639 finished with value: 0.9973361832176607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:27,767] Trial 2640 finished with value: 0.9972282176483583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 25, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:28,264] Trial 2641 finished with value: 0.996213890026295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 14}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:39,188] Trial 2642 finished with value: 0.9968635795599144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:43,065] Trial 2643 finished with value: 0.997604244980112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:44,921] Trial 2644 finished with value: 0.997414303410915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:47,482] Trial 2645 finished with value: 0.9974052526483658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:50,307] Trial 2646 finished with value: 0.9964606623177943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:52,134] Trial 2647 finished with value: 0.9977804847551098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:05,920] Trial 2648 finished with value: 0.9964859722833891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:07,612] Trial 2649 finished with value: 0.9852048259381411 and parameters: {'classifier': 'SVC', 'svc_c': 1.4308608754792583e-07, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:09,077] Trial 2650 finished with value: 0.9974908581953589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:10,674] Trial 2651 finished with value: 0.9973619899767209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:12,242] Trial 2652 finished with value: 0.9973393388543248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:13,711] Trial 2653 finished with value: 0.9968335604822989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:15,354] Trial 2654 finished with value: 0.9973930741150353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:17,131] Trial 2655 finished with value: 0.9974266081341655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:18,344] Trial 2656 finished with value: 0.9966754703153292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:19,192] Trial 2657 finished with value: 0.996706583811208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:20,752] Trial 2658 finished with value: 0.9974244324371325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:22,568] Trial 2659 finished with value: 0.997759965912289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:24,214] Trial 2660 finished with value: 0.9975972486123134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:26,154] Trial 2661 finished with value: 0.9974038742393064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:27,778] Trial 2662 finished with value: 0.9975377790416946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:29,392] Trial 2663 finished with value: 0.9976157907230432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:31,252] Trial 2664 finished with value: 0.9975569934882564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:31,732] Trial 2665 finished with value: 0.9871179937288952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 3}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:33,476] Trial 2666 finished with value: 0.9976327275304132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:34,935] Trial 2667 finished with value: 0.997160624665109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:36,598] Trial 2668 finished with value: 0.9853848396677162 and parameters: {'classifier': 'SVC', 'svc_c': 0.097036354786282, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:38,276] Trial 2669 finished with value: 0.9974151936909573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:39,772] Trial 2670 finished with value: 0.9974072618165981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:41,052] Trial 2671 finished with value: 0.9968480907310969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:42,909] Trial 2672 finished with value: 0.9977022050471326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:44,593] Trial 2673 finished with value: 0.9972593152752834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:46,551] Trial 2674 finished with value: 0.9973675987314671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:48,378] Trial 2675 finished with value: 0.9974738985049577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:59,123] Trial 2676 finished with value: 0.9966920824439057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:01,048] Trial 2677 finished with value: 0.9973805631271243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:09,761] Trial 2678 finished with value: 0.996871062692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:11,674] Trial 2679 finished with value: 0.9969862951630241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:13,695] Trial 2680 finished with value: 0.9976303295410766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:15,461] Trial 2681 finished with value: 0.9974079501483355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:17,105] Trial 2682 finished with value: 0.9974394645257235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:18,536] Trial 2683 finished with value: 0.9975196642184132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:27,805] Trial 2684 finished with value: 0.9968305270048408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:29,220] Trial 2685 finished with value: 0.9972681959226487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:30,973] Trial 2686 finished with value: 0.997519243405498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:32,436] Trial 2687 finished with value: 0.9858926574224623 and parameters: {'classifier': 'SVC', 'svc_c': 0.5322391513180021, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:34,458] Trial 2688 finished with value: 0.9972706753514561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:36,128] Trial 2689 finished with value: 0.9973434229517338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:37,976] Trial 2690 finished with value: 0.9974066460694554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:39,751] Trial 2691 finished with value: 0.9973440886226052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:41,824] Trial 2692 finished with value: 0.9973358189299587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:43,266] Trial 2693 finished with value: 0.9975394072598237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:45,049] Trial 2694 finished with value: 0.9971633485710175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:47,047] Trial 2695 finished with value: 0.9973690280163922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:50,285] Trial 2696 finished with value: 0.9974577793295601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:51,174] Trial 2697 finished with value: 0.993304525972209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:53,479] Trial 2698 finished with value: 0.9971546382610018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:54,824] Trial 2699 finished with value: 0.9965239725878098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:55,970] Trial 2700 finished with value: 0.9970744367909893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:59,642] Trial 2701 finished with value: 0.997236938622311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:01,166] Trial 2702 finished with value: 0.9972839484617394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:02,961] Trial 2703 finished with value: 0.9974204074039692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:04,828] Trial 2704 finished with value: 0.9969607837886686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:05,603] Trial 2705 finished with value: 0.9889166892667228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:07,310] Trial 2706 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4420959201426404e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:09,342] Trial 2707 finished with value: 0.9975367544468279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:10,159] Trial 2708 finished with value: 0.9968857926357119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:11,766] Trial 2709 finished with value: 0.9974572162673435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:12,681] Trial 2710 finished with value: 0.9972630216915938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:14,657] Trial 2711 finished with value: 0.9975353163070265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:16,026] Trial 2712 finished with value: 0.9971255003229113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:17,980] Trial 2713 finished with value: 0.9977106778306487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:20,026] Trial 2714 finished with value: 0.9975183848633629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:21,375] Trial 2715 finished with value: 0.9974770582358118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:24,362] Trial 2716 finished with value: 0.9972580913028821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:28,036] Trial 2717 finished with value: 0.9969308353913728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:31,863] Trial 2718 finished with value: 0.9972661347994617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:36,346] Trial 2719 finished with value: 0.9971874664925454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:43,820] Trial 2720 finished with value: 0.9970091101799744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:46,588] Trial 2721 finished with value: 0.9974353931869532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:47,933] Trial 2722 finished with value: 0.9972185247327275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:49,761] Trial 2723 finished with value: 0.9971823460255059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:50,651] Trial 2724 finished with value: 0.9911763016126288 and parameters: {'classifier': 'SVC', 'svc_c': 8723.938027185663, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:58,130] Trial 2725 finished with value: 0.996876001522995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:59,741] Trial 2726 finished with value: 0.9974825662861774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:01,749] Trial 2727 finished with value: 0.9973638718442065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:03,931] Trial 2728 finished with value: 0.9974828254261919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:05,259] Trial 2729 finished with value: 0.9973670228788739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:06,574] Trial 2730 finished with value: 0.995448284704504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:13,427] Trial 2731 finished with value: 0.9970261587682545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:15,284] Trial 2732 finished with value: 0.9972406225047069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:16,299] Trial 2733 finished with value: 0.9972229837500376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:18,240] Trial 2734 finished with value: 0.9975547868150257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:20,423] Trial 2735 finished with value: 0.9974499606960547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:23,063] Trial 2736 finished with value: 0.9972297312609036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:30,808] Trial 2737 finished with value: 0.9958752977785682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 54, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:32,911] Trial 2738 finished with value: 0.9974184919895155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:33,793] Trial 2739 finished with value: 0.9939047365524125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:35,251] Trial 2740 finished with value: 0.9975072155637523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:37,536] Trial 2741 finished with value: 0.9970103026048959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:39,604] Trial 2742 finished with value: 0.9974444467107003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:41,295] Trial 2743 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.907154769715628e-10, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:48,188] Trial 2744 finished with value: 0.996998826018865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:49,225] Trial 2745 finished with value: 0.9974393409700498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:54,305] Trial 2746 finished with value: 0.9973481327619886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:56,000] Trial 2747 finished with value: 0.9971574532229669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:58,746] Trial 2748 finished with value: 0.9975575948263892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:01,160] Trial 2749 finished with value: 0.9971987367504399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:02,258] Trial 2750 finished with value: 0.9957287542431913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:03,560] Trial 2751 finished with value: 0.9973830879094016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:05,515] Trial 2752 finished with value: 0.9962074908707014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:06,317] Trial 2753 finished with value: 0.9969238004620166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:07,995] Trial 2754 finished with value: 0.9974357566177318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:10,064] Trial 2755 finished with value: 0.9974803125456301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:12,061] Trial 2756 finished with value: 0.996671746760549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:14,178] Trial 2757 finished with value: 0.9973575274047652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:16,514] Trial 2758 finished with value: 0.9975230521765598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:18,253] Trial 2759 finished with value: 0.997480309847908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:21,053] Trial 2760 finished with value: 0.9961929550677695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 47}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:34,872] Trial 2761 finished with value: 0.9961202517418727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:35,587] Trial 2762 finished with value: 0.9931192969427268 and parameters: {'classifier': 'SVC', 'svc_c': 1674.9366870254644, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:44,697] Trial 2763 finished with value: 0.9966640351790056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:47,073] Trial 2764 finished with value: 0.9976028375308674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:01,129] Trial 2765 finished with value: 0.996161333098875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:03,342] Trial 2766 finished with value: 0.9974714560508126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:07,129] Trial 2767 finished with value: 0.9971650113199898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:09,187] Trial 2768 finished with value: 0.9973435293054617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:11,067] Trial 2769 finished with value: 0.9974200188050301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:13,393] Trial 2770 finished with value: 0.9974978822386129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:16,930] Trial 2771 finished with value: 0.9967098995656153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:19,510] Trial 2772 finished with value: 0.9971549255842781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:21,345] Trial 2773 finished with value: 0.9974289959991097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:22,307] Trial 2774 finished with value: 0.9971446319970104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 3, 'rf_n_estimators': 81}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:22,846] Trial 2775 finished with value: 0.9866211738890595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:23,810] Trial 2776 finished with value: 0.9966252058169657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:28,431] Trial 2777 finished with value: 0.9970134055566335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:31,455] Trial 2778 finished with value: 0.997304395291248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:39,600] Trial 2779 finished with value: 0.9969302482400847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:40,268] Trial 2780 finished with value: 0.997127791038121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 39}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:42,090] Trial 2781 finished with value: 0.9973013846333454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:42,966] Trial 2782 finished with value: 0.9963052026838097 and parameters: {'classifier': 'SVC', 'svc_c': 18948.375148279825, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:45,513] Trial 2783 finished with value: 0.9972674667124867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:53,757] Trial 2784 finished with value: 0.9965843382465082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:55,491] Trial 2785 finished with value: 0.9971349013450074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:57,585] Trial 2786 finished with value: 0.9973374375949775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:59,353] Trial 2787 finished with value: 0.997513697745712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:01,770] Trial 2788 finished with value: 0.9972074747993869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:03,874] Trial 2789 finished with value: 0.9971516909837003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:06,019] Trial 2790 finished with value: 0.9972857151523585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:12,093] Trial 2791 finished with value: 0.9969640418435599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:13,906] Trial 2792 finished with value: 0.9974748792062985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:15,677] Trial 2793 finished with value: 0.9975327984118755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:19,365] Trial 2794 finished with value: 0.9974434314150402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:20,924] Trial 2795 finished with value: 0.9974380986531376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 52}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:22,711] Trial 2796 finished with value: 0.9974602862751331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:24,704] Trial 2797 finished with value: 0.9975150093147382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:27,171] Trial 2798 finished with value: 0.9973384502246535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:28,056] Trial 2799 finished with value: 0.9924125880049456 and parameters: {'classifier': 'SVC', 'svc_c': 224.0823397524075, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:29,862] Trial 2800 finished with value: 0.9966239091647561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:31,615] Trial 2801 finished with value: 0.997455580051262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:33,617] Trial 2802 finished with value: 0.9974236165824831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:35,696] Trial 2803 finished with value: 0.9972386017204005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:38,625] Trial 2804 finished with value: 0.9973291760907115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:40,372] Trial 2805 finished with value: 0.9972279064899136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:41,510] Trial 2806 finished with value: 0.9969331942796077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:43,046] Trial 2807 finished with value: 0.9974009737119426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:45,348] Trial 2808 finished with value: 0.9972708563210045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:47,362] Trial 2809 finished with value: 0.9970418270749386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:49,769] Trial 2810 finished with value: 0.9968093943508894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:52,056] Trial 2811 finished with value: 0.9973801269213242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:54,566] Trial 2812 finished with value: 0.9973797777091281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:58,410] Trial 2813 finished with value: 0.9973474226263089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:59,560] Trial 2814 finished with value: 0.9960859604245326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:01,157] Trial 2815 finished with value: 0.9973877570951347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:03,570] Trial 2816 finished with value: 0.9975275406466481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:05,502] Trial 2817 finished with value: 0.9976408486579147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:07,191] Trial 2818 finished with value: 0.9853374787752935 and parameters: {'classifier': 'SVC', 'svc_c': 0.002351005150115506, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:10,027] Trial 2819 finished with value: 0.9970943833993385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:11,345] Trial 2820 finished with value: 0.9970915040411589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:13,169] Trial 2821 finished with value: 0.997528982658474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:15,561] Trial 2822 finished with value: 0.9968220357181244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:17,337] Trial 2823 finished with value: 0.9970009322098807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:18,698] Trial 2824 finished with value: 0.9971785428085779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:20,951] Trial 2825 finished with value: 0.9974105786183562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:29,764] Trial 2826 finished with value: 0.9967324627740077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:30,615] Trial 2827 finished with value: 0.9954174597379418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:33,565] Trial 2828 finished with value: 0.9973313058629922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:36,014] Trial 2829 finished with value: 0.9971135507468456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:40,846] Trial 2830 finished with value: 0.9974101906224374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:41,909] Trial 2831 finished with value: 0.9913890386799634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:43,846] Trial 2832 finished with value: 0.997625725195888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:45,797] Trial 2833 finished with value: 0.9975015546001483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:46,613] Trial 2834 finished with value: 0.9967893105713043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:48,211] Trial 2835 finished with value: 0.9976392276125527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:51,964] Trial 2836 finished with value: 0.9899812708184265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 67, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:53,332] Trial 2837 finished with value: 0.9867065068074274 and parameters: {'classifier': 'SVC', 'svc_c': 6229597.759512428, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:05,606] Trial 2838 finished with value: 0.9963351067749864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:07,932] Trial 2839 finished with value: 0.9972688846987167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:10,629] Trial 2840 finished with value: 0.9967947624138357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:16,261] Trial 2841 finished with value: 0.9967595341299912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:18,190] Trial 2842 finished with value: 0.997374881756046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:18,703] Trial 2843 finished with value: 0.9939162838505013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 11}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:21,330] Trial 2844 finished with value: 0.9971686671778136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:23,357] Trial 2845 finished with value: 0.997442012540149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:25,068] Trial 2846 finished with value: 0.997038272429302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:27,690] Trial 2847 finished with value: 0.9972846304458951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:28,243] Trial 2848 finished with value: 0.9967908668078592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 20}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:38,881] Trial 2849 finished with value: 0.9962832933397867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:40,890] Trial 2850 finished with value: 0.9974533862953597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:51,837] Trial 2851 finished with value: 0.9966030146403245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:53,968] Trial 2852 finished with value: 0.9975350165424905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:55,632] Trial 2853 finished with value: 0.9960801430565208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 26}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:02,774] Trial 2854 finished with value: 0.9968829612335105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:04,455] Trial 2855 finished with value: 0.9853820537141985 and parameters: {'classifier': 'SVC', 'svc_c': 0.01222882250764952, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:08,847] Trial 2856 finished with value: 0.9971226660960365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:11,118] Trial 2857 finished with value: 0.9973854275962023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:12,907] Trial 2858 finished with value: 0.997304863139742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:15,311] Trial 2859 finished with value: 0.9972533915218058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:17,519] Trial 2860 finished with value: 0.9972409607038489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:19,461] Trial 2861 finished with value: 0.9975730938748129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:21,837] Trial 2862 finished with value: 0.9971923595574781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:24,552] Trial 2863 finished with value: 0.9973225659415088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:26,540] Trial 2864 finished with value: 0.9973532830943993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:28,483] Trial 2865 finished with value: 0.997236497909728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 68}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:33,416] Trial 2866 finished with value: 0.9947107265206614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:34,170] Trial 2867 finished with value: 0.9956620007910701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:36,057] Trial 2868 finished with value: 0.9972981053775318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:38,108] Trial 2869 finished with value: 0.9975232430165973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:40,345] Trial 2870 finished with value: 0.9975201418421826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:42,063] Trial 2871 finished with value: 0.9973300143205858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:43,975] Trial 2872 finished with value: 0.9974956843567826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:44,847] Trial 2873 finished with value: 0.9972158374523641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:45,798] Trial 2874 finished with value: 0.9909659308919375 and parameters: {'classifier': 'SVC', 'svc_c': 23.597962160841234, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:50,204] Trial 2875 finished with value: 0.9973036741107766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:58,819] Trial 2876 finished with value: 0.9973123254200223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 41, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:00,279] Trial 2877 finished with value: 0.9974723587086389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:05,106] Trial 2878 finished with value: 0.9973123197706748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:05,813] Trial 2879 finished with value: 0.9955999245861108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:08,768] Trial 2880 finished with value: 0.9968691968838955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:11,167] Trial 2881 finished with value: 0.9974680873258378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:13,149] Trial 2882 finished with value: 0.9976065156687021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:16,085] Trial 2883 finished with value: 0.9969398795841752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:18,022] Trial 2884 finished with value: 0.9976078436779643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:23,038] Trial 2885 finished with value: 0.9968735613539792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:24,287] Trial 2886 finished with value: 0.997417348599661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:25,426] Trial 2887 finished with value: 0.9972331366431616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 31}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:28,086] Trial 2888 finished with value: 0.9975041358759009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:29,872] Trial 2889 finished with value: 0.996620617340731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:31,976] Trial 2890 finished with value: 0.9974524709106324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:39,166] Trial 2891 finished with value: 0.9966794141629253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:40,999] Trial 2892 finished with value: 0.9975753181943201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:43,049] Trial 2893 finished with value: 0.9972124813273386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:43,693] Trial 2894 finished with value: 0.9948090479554962 and parameters: {'classifier': 'SVC', 'svc_c': 642.9896325037577, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:46,693] Trial 2895 finished with value: 0.9965622626275881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:48,004] Trial 2896 finished with value: 0.9962402658142984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:49,654] Trial 2897 finished with value: 0.9974363013671755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:51,493] Trial 2898 finished with value: 0.9975979000963401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:53,976] Trial 2899 finished with value: 0.9975228086833337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:55,665] Trial 2900 finished with value: 0.9973544567939553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:04,779] Trial 2901 finished with value: 0.9967544627614946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:14,786] Trial 2902 finished with value: 0.9967947957703767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:16,808] Trial 2903 finished with value: 0.9973298590270043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:21,763] Trial 2904 finished with value: 0.9969269009064595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:22,844] Trial 2905 finished with value: 0.9973450875415049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:25,399] Trial 2906 finished with value: 0.9975187063048899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:36,880] Trial 2907 finished with value: 0.9965614797168865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:37,451] Trial 2908 finished with value: 0.9894018452033978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:39,555] Trial 2909 finished with value: 0.9975279176295128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:41,034] Trial 2910 finished with value: 0.9970997676401271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:43,470] Trial 2911 finished with value: 0.9974212400797096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:44,752] Trial 2912 finished with value: 0.9867668002623861 and parameters: {'classifier': 'SVC', 'svc_c': 1876385.374239717, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:45,561] Trial 2913 finished with value: 0.9889435776536697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:53,066] Trial 2914 finished with value: 0.9949860527410158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 59, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:54,946] Trial 2915 finished with value: 0.9973764182833603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:57,002] Trial 2916 finished with value: 0.9970604332010279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:00,033] Trial 2917 finished with value: 0.9971160286522333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 92}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:02,250] Trial 2918 finished with value: 0.9972219822286293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:04,997] Trial 2919 finished with value: 0.9973162706958241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:07,158] Trial 2920 finished with value: 0.9973472095062604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:08,736] Trial 2921 finished with value: 0.997400391892623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:10,528] Trial 2922 finished with value: 0.9971534924908042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:13,380] Trial 2923 finished with value: 0.9974905512263179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:15,160] Trial 2924 finished with value: 0.9974102157588601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:17,619] Trial 2925 finished with value: 0.9974102082369761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:18,957] Trial 2926 finished with value: 0.997399196833455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:21,531] Trial 2927 finished with value: 0.9975687766624733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:23,674] Trial 2928 finished with value: 0.9972124308958037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:24,871] Trial 2929 finished with value: 0.9974686091922504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:25,608] Trial 2930 finished with value: 0.9954344638614137 and parameters: {'classifier': 'SVC', 'svc_c': 4084.453967979907, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:28,091] Trial 2931 finished with value: 0.9975245355428791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:29,963] Trial 2932 finished with value: 0.9975684788656874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:34,060] Trial 2933 finished with value: 0.9971573902549586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:36,501] Trial 2934 finished with value: 0.997250875562667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:38,546] Trial 2935 finished with value: 0.9973874606948169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:40,065] Trial 2936 finished with value: 0.9974704747781894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:42,562] Trial 2937 finished with value: 0.9971832579508012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:44,650] Trial 2938 finished with value: 0.9974172998502352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:46,154] Trial 2939 finished with value: 0.9975383680655194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:48,220] Trial 2940 finished with value: 0.9974754345562035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:49,988] Trial 2941 finished with value: 0.9967889852577526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:50,783] Trial 2942 finished with value: 0.9957486622265069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:52,660] Trial 2943 finished with value: 0.9975449011550825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:55,903] Trial 2944 finished with value: 0.9973202446944324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:57,767] Trial 2945 finished with value: 0.9976184876199926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:00,267] Trial 2946 finished with value: 0.9976036992150551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:02,164] Trial 2947 finished with value: 0.9973801099415436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:05,145] Trial 2948 finished with value: 0.9972912387225611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:06,597] Trial 2949 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2572981334.4548135, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:08,686] Trial 2950 finished with value: 0.9974865580897517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:12,177] Trial 2951 finished with value: 0.9972909654591778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:14,341] Trial 2952 finished with value: 0.9970031586558278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:15,385] Trial 2953 finished with value: 0.9973565710463994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 44}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:27,911] Trial 2954 finished with value: 0.9964590749463523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:30,194] Trial 2955 finished with value: 0.997259831365397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:30,776] Trial 2956 finished with value: 0.9917215794608728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:31,561] Trial 2957 finished with value: 0.992878233094741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:34,159] Trial 2958 finished with value: 0.9975969380251509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:36,247] Trial 2959 finished with value: 0.9974255955044896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:39,167] Trial 2960 finished with value: 0.989879385057893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:42,176] Trial 2961 finished with value: 0.9973986203461038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:46,212] Trial 2962 finished with value: 0.9970494928904196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:48,486] Trial 2963 finished with value: 0.9976786364453072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:51,043] Trial 2964 finished with value: 0.997593817395399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:52,660] Trial 2965 finished with value: 0.9973707668411286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:54,899] Trial 2966 finished with value: 0.9976471506637736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:00,569] Trial 2967 finished with value: 0.9964313040234124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:11,198] Trial 2968 finished with value: 0.9968758699058927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:12,804] Trial 2969 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2115253914938436e-06, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:14,862] Trial 2970 finished with value: 0.9969186258501068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:16,687] Trial 2971 finished with value: 0.9968456317415019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:18,688] Trial 2972 finished with value: 0.9972907033357999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:21,254] Trial 2973 finished with value: 0.9973302043989135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:23,445] Trial 2974 finished with value: 0.9973668248025932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:25,398] Trial 2975 finished with value: 0.9974973216202153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:28,090] Trial 2976 finished with value: 0.9973629458907561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:29,671] Trial 2977 finished with value: 0.9966902189526686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:32,118] Trial 2978 finished with value: 0.9975910817147265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:38,647] Trial 2979 finished with value: 0.9971636771853115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:40,463] Trial 2980 finished with value: 0.9972294657415697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:41,504] Trial 2981 finished with value: 0.9954842053825378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:43,542] Trial 2982 finished with value: 0.9973904380596547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:45,926] Trial 2983 finished with value: 0.99737895864895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:49,662] Trial 2984 finished with value: 0.9973205936844628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:52,705] Trial 2985 finished with value: 0.99719120712232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:54,263] Trial 2986 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 102839913.74041335, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:56,484] Trial 2987 finished with value: 0.9971700582820359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:00,462] Trial 2988 finished with value: 0.9963001397258585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:02,563] Trial 2989 finished with value: 0.9977493989346863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:07,853] Trial 2990 finished with value: 0.9966389015174869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 79}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:09,052] Trial 2991 finished with value: 0.9973814417910926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:14,002] Trial 2992 finished with value: 0.9967649619786648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:24,869] Trial 2993 finished with value: 0.9963559179874109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:26,626] Trial 2994 finished with value: 0.997389369126931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:28,254] Trial 2995 finished with value: 0.9975602765843568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:40,850] Trial 2996 finished with value: 0.9962759216394944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:43,091] Trial 2997 finished with value: 0.9975706988688394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:45,340] Trial 2998 finished with value: 0.9974831287771115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:47,112] Trial 2999 finished with value: 0.9973610876362736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:48,768] Trial 3000 finished with value: 0.9974971133243287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:50,475] Trial 3001 finished with value: 0.9973403929019696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:52,183] Trial 3002 finished with value: 0.9975167155129059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:54,440] Trial 3003 finished with value: 0.9974560915393788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:56,207] Trial 3004 finished with value: 0.997390582022803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:58,607] Trial 3005 finished with value: 0.9968510449907378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:04,432] Trial 3006 finished with value: 0.9971501673737144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:41,040] Trial 3007 finished with value: 0.9897636214529874 and parameters: {'classifier': 'SVC', 'svc_c': 26545697.75789058, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:42,801] Trial 3008 finished with value: 0.9973444140631083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:44,730] Trial 3009 finished with value: 0.9977182818206859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:45,636] Trial 3010 finished with value: 0.9935142191203138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:47,828] Trial 3011 finished with value: 0.9974128486404502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:49,497] Trial 3012 finished with value: 0.9974951667749877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:50,305] Trial 3013 finished with value: 0.9963709881297529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:52,133] Trial 3014 finished with value: 0.9976469021559581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:54,267] Trial 3015 finished with value: 0.9975729539106409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:56,257] Trial 3016 finished with value: 0.9974517559825288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:58,057] Trial 3017 finished with value: 0.997493051697358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:05,907] Trial 3018 finished with value: 0.9964389868186737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:07,312] Trial 3019 finished with value: 0.9973557654748321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:08,986] Trial 3020 finished with value: 0.9972668326843092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:11,346] Trial 3021 finished with value: 0.997169351986643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:13,166] Trial 3022 finished with value: 0.9974561636161666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:17,689] Trial 3023 finished with value: 0.9959096744708796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:19,660] Trial 3024 finished with value: 0.9972017025944172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:20,589] Trial 3025 finished with value: 0.9890709011883511 and parameters: {'classifier': 'SVC', 'svc_c': 6.0311436264461165, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:21,444] Trial 3026 finished with value: 0.9966231342837452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:23,498] Trial 3027 finished with value: 0.9975487703233824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:28,263] Trial 3028 finished with value: 0.9973232506551245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:29,903] Trial 3029 finished with value: 0.9974177042229141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:30,905] Trial 3030 finished with value: 0.9971593220144346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:33,205] Trial 3031 finished with value: 0.9972443913177433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:34,013] Trial 3032 finished with value: 0.9935995093829343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:36,228] Trial 3033 finished with value: 0.997512255099128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:37,597] Trial 3034 finished with value: 0.9972390044744462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:39,787] Trial 3035 finished with value: 0.9974381211870519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:41,472] Trial 3036 finished with value: 0.9976375941259311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:46,052] Trial 3037 finished with value: 0.9971169474011788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:47,356] Trial 3038 finished with value: 0.9960958549393517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:49,530] Trial 3039 finished with value: 0.9973467289626035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:50,520] Trial 3040 finished with value: 0.9972732526282323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:52,390] Trial 3041 finished with value: 0.9974487674776853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:54,504] Trial 3042 finished with value: 0.9975810366670123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:55,182] Trial 3043 finished with value: 0.9883085521758664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:57,288] Trial 3044 finished with value: 0.9967820873092051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:59,778] Trial 3045 finished with value: 0.9974145520456821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:54:33,635] Trial 3046 finished with value: 0.9896080002095778 and parameters: {'classifier': 'SVC', 'svc_c': 7001722255.934099, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:54:34,929] Trial 3047 finished with value: 0.9968726111527674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:54:37,537] Trial 3048 finished with value: 0.997090497314734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:54:39,640] Trial 3049 finished with value: 0.9971809777091011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:54:41,812] Trial 3050 finished with value: 0.997445397673622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:54:58,435] Trial 3051 finished with value: 0.9953606150192226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:00,291] Trial 3052 finished with value: 0.9974473845301053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:02,394] Trial 3053 finished with value: 0.9973463282715215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:03,787] Trial 3054 finished with value: 0.9956141087012901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:05,745] Trial 3055 finished with value: 0.9954300901873366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 16}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:07,550] Trial 3056 finished with value: 0.9975369939093396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:09,633] Trial 3057 finished with value: 0.9972292433223142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:11,072] Trial 3058 finished with value: 0.99724257524294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 61}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:12,231] Trial 3059 finished with value: 0.9966030472351554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:15,992] Trial 3060 finished with value: 0.9971832620449913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:21,962] Trial 3061 finished with value: 0.995567353019025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:24,054] Trial 3062 finished with value: 0.9971093688649435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:25,427] Trial 3063 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 726259848.8163753, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:33,451] Trial 3064 finished with value: 0.9966748234967749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:35,344] Trial 3065 finished with value: 0.997466440921888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:37,872] Trial 3066 finished with value: 0.9975617501119247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:40,103] Trial 3067 finished with value: 0.9974186295098685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:41,580] Trial 3068 finished with value: 0.9971224433594017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 57}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:43,154] Trial 3069 finished with value: 0.9973661412315421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:50,955] Trial 3070 finished with value: 0.9959438386144243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:53,017] Trial 3071 finished with value: 0.997497589615106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:54,923] Trial 3072 finished with value: 0.9974124578833333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:57,202] Trial 3073 finished with value: 0.997560153726917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:59,267] Trial 3074 finished with value: 0.9971535076932619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:00,821] Trial 3075 finished with value: 0.9969541624677225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:01,662] Trial 3076 finished with value: 0.9969892926496949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:06,194] Trial 3077 finished with value: 0.9973620817310115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:13,086] Trial 3078 finished with value: 0.9965971431591804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 34, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:14,639] Trial 3079 finished with value: 0.9971570415188312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:19,689] Trial 3080 finished with value: 0.9970980775330786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:21,315] Trial 3081 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015185310779722367, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:23,132] Trial 3082 finished with value: 0.9972753506308676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:31,476] Trial 3083 finished with value: 0.9964048086787116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:32,841] Trial 3084 finished with value: 0.9972614024235548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:34,771] Trial 3085 finished with value: 0.9975957084986155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:36,883] Trial 3086 finished with value: 0.9974357171357747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:39,350] Trial 3087 finished with value: 0.9976616072171507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:40,412] Trial 3088 finished with value: 0.9973193333404193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:42,980] Trial 3089 finished with value: 0.9970156508548976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:44,063] Trial 3090 finished with value: 0.9969696033088239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:46,093] Trial 3091 finished with value: 0.9972364404006396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:48,177] Trial 3092 finished with value: 0.9972460250265304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:53,258] Trial 3093 finished with value: 0.993939466519372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 54, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:54,890] Trial 3094 finished with value: 0.9974258083071592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:57,066] Trial 3095 finished with value: 0.9973612229667111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:59,652] Trial 3096 finished with value: 0.9948701827506442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:01,125] Trial 3097 finished with value: 0.9972565740404775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:03,604] Trial 3098 finished with value: 0.9972614178481777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:04,879] Trial 3099 finished with value: 0.9973034305223368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:06,554] Trial 3100 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.4710668075429635e-06, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:12,791] Trial 3101 finished with value: 0.9971631545254512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:17,547] Trial 3102 finished with value: 0.9972117210140272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:18,624] Trial 3103 finished with value: 0.9973529005256626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:26,310] Trial 3104 finished with value: 0.9971434974302942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:34,747] Trial 3105 finished with value: 0.9961846577631436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:49,663] Trial 3106 finished with value: 0.9955441479114536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:50,566] Trial 3107 finished with value: 0.9939276753154642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:52,196] Trial 3108 finished with value: 0.9969830793195497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:52,604] Trial 3109 finished with value: 0.9932643777731621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 5}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:53,372] Trial 3110 finished with value: 0.9900008763394839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:55,688] Trial 3111 finished with value: 0.9973999213146688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:58,080] Trial 3112 finished with value: 0.9973613957161414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:00,043] Trial 3113 finished with value: 0.9972761883211975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:03,058] Trial 3114 finished with value: 0.9976324202122552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:06,565] Trial 3115 finished with value: 0.9972267503414202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:08,548] Trial 3116 finished with value: 0.9974609077033615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:11,598] Trial 3117 finished with value: 0.9971108171291373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:23,482] Trial 3118 finished with value: 0.9968491281480784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:26,115] Trial 3119 finished with value: 0.9966557424446384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:27,956] Trial 3120 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.1889061446280694e-08, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:29,993] Trial 3121 finished with value: 0.9970543225747509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:30,874] Trial 3122 finished with value: 0.9933418560672379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:33,474] Trial 3123 finished with value: 0.9970193068396728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:45,134] Trial 3124 finished with value: 0.997190417895775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:46,934] Trial 3125 finished with value: 0.9975033201482031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:49,104] Trial 3126 finished with value: 0.9977064715740337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:51,852] Trial 3127 finished with value: 0.9975109875823173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:53,510] Trial 3128 finished with value: 0.9973566756228044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:55,802] Trial 3129 finished with value: 0.9975898094372299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:01,987] Trial 3130 finished with value: 0.9971211499444586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:05,904] Trial 3131 finished with value: 0.9971864380891297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:08,048] Trial 3132 finished with value: 0.9973137051303359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:10,133] Trial 3133 finished with value: 0.9975707170546603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:11,299] Trial 3134 finished with value: 0.9971750708719279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:13,382] Trial 3135 finished with value: 0.9971724591277843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:15,934] Trial 3136 finished with value: 0.9974766984866306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:16,718] Trial 3137 finished with value: 0.9916560037707599 and parameters: {'classifier': 'SVC', 'svc_c': 68.27833776584872, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:18,547] Trial 3138 finished with value: 0.9972228860607584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:21,131] Trial 3139 finished with value: 0.9971769413455048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:23,365] Trial 3140 finished with value: 0.9976854377201884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:26,405] Trial 3141 finished with value: 0.9974781758862233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:27,919] Trial 3142 finished with value: 0.997497970723899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:30,315] Trial 3143 finished with value: 0.9977947188257553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:32,375] Trial 3144 finished with value: 0.9974434751816147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:34,502] Trial 3145 finished with value: 0.9974947833175897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:36,621] Trial 3146 finished with value: 0.9974143432419887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:38,884] Trial 3147 finished with value: 0.9974683823931637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:40,209] Trial 3148 finished with value: 0.9962148513357745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:41,834] Trial 3149 finished with value: 0.9975357173154875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:44,249] Trial 3150 finished with value: 0.9973420797717517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:47,865] Trial 3151 finished with value: 0.9969144937649816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:49,948] Trial 3152 finished with value: 0.9977388443348674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:52,527] Trial 3153 finished with value: 0.9975597443396484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:54,760] Trial 3154 finished with value: 0.9975156990746813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:57,039] Trial 3155 finished with value: 0.9974526770166033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:59,045] Trial 3156 finished with value: 0.9974277734231761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:00,342] Trial 3157 finished with value: 0.9962767391127771 and parameters: {'classifier': 'SVC', 'svc_c': 97663.87983323804, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:02,506] Trial 3158 finished with value: 0.9975016563518797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:04,735] Trial 3159 finished with value: 0.9977013304773544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:07,364] Trial 3160 finished with value: 0.9972258379083184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:09,837] Trial 3161 finished with value: 0.9972570019944218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:11,786] Trial 3162 finished with value: 0.9975733616158003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:14,013] Trial 3163 finished with value: 0.9975416073633073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:21,955] Trial 3164 finished with value: 0.9965492491968638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:24,277] Trial 3165 finished with value: 0.9974254729961668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:25,190] Trial 3166 finished with value: 0.9971799054438971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:27,737] Trial 3167 finished with value: 0.9972978869572526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:30,231] Trial 3168 finished with value: 0.9974614746693407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:32,126] Trial 3169 finished with value: 0.9974459239516035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:34,033] Trial 3170 finished with value: 0.9974895956613999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:42,590] Trial 3171 finished with value: 0.9969632173561996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:44,860] Trial 3172 finished with value: 0.9974061811408488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:46,313] Trial 3173 finished with value: 0.9971639796793076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:47,352] Trial 3174 finished with value: 0.996815415571481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 34}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:53,408] Trial 3175 finished with value: 0.9966235400211542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:55,275] Trial 3176 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.5080934898829925e-09, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:57,298] Trial 3177 finished with value: 0.9975181988792251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:59,649] Trial 3178 finished with value: 0.9973803389305459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:01:01,507] Trial 3179 finished with value: 0.9973602092262087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:01:07,225] Trial 3180 finished with value: 0.99736345909272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:01:09,400] Trial 3181 finished with value: 0.9978724657812178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:11,396] Trial 3182 finished with value: 0.997329451988341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:15,338] Trial 3183 finished with value: 0.9967241885111028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:16,326] Trial 3184 finished with value: 0.9973847252680478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:17,161] Trial 3185 finished with value: 0.9971762922418211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:18,964] Trial 3186 finished with value: 0.9974451134923984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:24,269] Trial 3187 finished with value: 0.9970550700659476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:25,317] Trial 3188 finished with value: 0.997192007012802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:30,995] Trial 3189 finished with value: 0.9972302653781484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:33,301] Trial 3190 finished with value: 0.9975530697942316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:35,447] Trial 3191 finished with value: 0.9972261099339234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:47,139] Trial 3192 finished with value: 0.9963896383080577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:49,181] Trial 3193 finished with value: 0.9973272246219947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:51,160] Trial 3194 finished with value: 0.9972275483911037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:53,327] Trial 3195 finished with value: 0.9972944671659848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:55,032] Trial 3196 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 3.7973201991334595e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:56,746] Trial 3197 finished with value: 0.9971781748392786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:59,191] Trial 3198 finished with value: 0.9975898758011943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:01,199] Trial 3199 finished with value: 0.9970140233350024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:02,431] Trial 3200 finished with value: 0.9970941122941329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:04,141] Trial 3201 finished with value: 0.9975082357787879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:06,911] Trial 3202 finished with value: 0.9975010515543149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:08,912] Trial 3203 finished with value: 0.9972111169146963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:11,135] Trial 3204 finished with value: 0.997320616916611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:25,360] Trial 3205 finished with value: 0.9960334875708293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:27,530] Trial 3206 finished with value: 0.9973904936962065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:29,297] Trial 3207 finished with value: 0.9972161912348185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:31,180] Trial 3208 finished with value: 0.9974550690392135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:34,396] Trial 3209 finished with value: 0.9964675996530851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:36,482] Trial 3210 finished with value: 0.997465960283017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:37,988] Trial 3211 finished with value: 0.9966580126254218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:40,455] Trial 3212 finished with value: 0.9972909779956513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:44,845] Trial 3213 finished with value: 0.997186742614352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:46,626] Trial 3214 finished with value: 0.9974178159403485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:47,879] Trial 3215 finished with value: 0.9942397375924333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:49,747] Trial 3216 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.587517218975574e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:51,643] Trial 3217 finished with value: 0.9968764398552352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:53,319] Trial 3218 finished with value: 0.9974564760123897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:54,714] Trial 3219 finished with value: 0.9972096156481972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:55,553] Trial 3220 finished with value: 0.990365347042204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:57,526] Trial 3221 finished with value: 0.9974974216898375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:00,054] Trial 3222 finished with value: 0.9972937846740226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:02,373] Trial 3223 finished with value: 0.9973720031913142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:03,564] Trial 3224 finished with value: 0.9957228442322276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:15,153] Trial 3225 finished with value: 0.9963974268540268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:19,913] Trial 3226 finished with value: 0.9963020547911952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 37, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:23,406] Trial 3227 finished with value: 0.9972258912914788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:37,858] Trial 3228 finished with value: 0.9962694150828219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:39,795] Trial 3229 finished with value: 0.997075421999113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:47,070] Trial 3230 finished with value: 0.9967645420544112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:48,363] Trial 3231 finished with value: 0.9968627652604224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:48,972] Trial 3232 finished with value: 0.9920310515754753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:49,627] Trial 3233 finished with value: 0.9934855776583099 and parameters: {'classifier': 'SVC', 'svc_c': 176.87535604866565, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:57,080] Trial 3234 finished with value: 0.9971201778123527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:58,408] Trial 3235 finished with value: 0.9969434114419943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:00,503] Trial 3236 finished with value: 0.9972015981132257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:02,842] Trial 3237 finished with value: 0.997468275912484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:05,017] Trial 3238 finished with value: 0.99745457843464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:06,967] Trial 3239 finished with value: 0.9975648632197927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:09,756] Trial 3240 finished with value: 0.9968331756919087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:10,448] Trial 3241 finished with value: 0.9957286065032319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 24}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:12,271] Trial 3242 finished with value: 0.997501483062905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:14,146] Trial 3243 finished with value: 0.9971892721255773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:23,889] Trial 3244 finished with value: 0.9963626257624169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:26,008] Trial 3245 finished with value: 0.9971927030568507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:29,398] Trial 3246 finished with value: 0.9972774765628616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:30,334] Trial 3247 finished with value: 0.990438423542417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:31,578] Trial 3248 finished with value: 0.9972862878946369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:34,073] Trial 3249 finished with value: 0.997551911963629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:36,070] Trial 3250 finished with value: 0.9974842551871855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:37,791] Trial 3251 finished with value: 0.9975610393732248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:39,518] Trial 3252 finished with value: 0.9852929065023727 and parameters: {'classifier': 'SVC', 'svc_c': 0.0013197283823570519, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:40,987] Trial 3253 finished with value: 0.9973584300625915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:42,943] Trial 3254 finished with value: 0.9976247844525726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:47,856] Trial 3255 finished with value: 0.9966485193729667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:50,159] Trial 3256 finished with value: 0.9974722310270372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:53,449] Trial 3257 finished with value: 0.9971414527790813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:55,506] Trial 3258 finished with value: 0.9973741280759573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:58,086] Trial 3259 finished with value: 0.997315472931782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:59,257] Trial 3260 finished with value: 0.9973021501516737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:01,209] Trial 3261 finished with value: 0.9972177225253782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:02,061] Trial 3262 finished with value: 0.9972278388564328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:12,873] Trial 3263 finished with value: 0.9966193807683803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 51, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:16,020] Trial 3264 finished with value: 0.9970954003136319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:17,037] Trial 3265 finished with value: 0.997157180181749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:18,568] Trial 3266 finished with value: 0.997432485645512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:20,545] Trial 3267 finished with value: 0.9964812372414977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:22,511] Trial 3268 finished with value: 0.9974943488891123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:24,284] Trial 3269 finished with value: 0.9960122119058671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 41}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:26,441] Trial 3270 finished with value: 0.9969503756910306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:27,940] Trial 3271 finished with value: 0.9856509535795723 and parameters: {'classifier': 'SVC', 'svc_c': 0.21359531771594817, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:29,773] Trial 3272 finished with value: 0.9971964934516641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:32,380] Trial 3273 finished with value: 0.9973299412916604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:34,187] Trial 3274 finished with value: 0.997506653168032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:35,696] Trial 3275 finished with value: 0.9965444785450402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:37,605] Trial 3276 finished with value: 0.9974274180220882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:43,609] Trial 3277 finished with value: 0.9966054026639585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:46,373] Trial 3278 finished with value: 0.9975344313589526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:48,328] Trial 3279 finished with value: 0.9971600474795236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:50,670] Trial 3280 finished with value: 0.9970956605962109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:54,276] Trial 3281 finished with value: 0.9973434891570089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:56,367] Trial 3282 finished with value: 0.9973931204206424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:58,790] Trial 3283 finished with value: 0.9974795433139668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:00,418] Trial 3284 finished with value: 0.9975216390144918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:02,751] Trial 3285 finished with value: 0.9974626787420742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:05,178] Trial 3286 finished with value: 0.9972796867907379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:07,037] Trial 3287 finished with value: 0.9971907800570371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:08,965] Trial 3288 finished with value: 0.99736624425279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:10,100] Trial 3289 finished with value: 0.9868164665964075 and parameters: {'classifier': 'SVC', 'svc_c': 568959.0149929437, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:11,386] Trial 3290 finished with value: 0.9956406362599669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:15,911] Trial 3291 finished with value: 0.9972242612960268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:18,726] Trial 3292 finished with value: 0.996740806669882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:25,358] Trial 3293 finished with value: 0.9970899383149697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:27,591] Trial 3294 finished with value: 0.99758680328611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:28,723] Trial 3295 finished with value: 0.9975246491645878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 66}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:29,716] Trial 3296 finished with value: 0.9954816757443608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:35,989] Trial 3297 finished with value: 0.9970577768968621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:44,285] Trial 3298 finished with value: 0.9969561079379746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:45,363] Trial 3299 finished with value: 0.9973687455807534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:46,620] Trial 3300 finished with value: 0.9972125102405722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:58,878] Trial 3301 finished with value: 0.9966454930048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:00,772] Trial 3302 finished with value: 0.9973639535375801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:03,245] Trial 3303 finished with value: 0.9972932257377342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:04,091] Trial 3304 finished with value: 0.9969358676905055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:06,767] Trial 3305 finished with value: 0.9974151656663851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:07,817] Trial 3306 finished with value: 0.9942797701702832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:09,624] Trial 3307 finished with value: 0.9972845463721782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:11,287] Trial 3308 finished with value: 0.9850947840114564 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003590829017617113, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:16,195] Trial 3309 finished with value: 0.9969418922435773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:18,203] Trial 3310 finished with value: 0.9973804138002696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:19,080] Trial 3311 finished with value: 0.9955490076515834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:21,090] Trial 3312 finished with value: 0.9972420582959031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:22,575] Trial 3313 finished with value: 0.9967176235249425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:23,946] Trial 3314 finished with value: 0.9973743468453534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:31,516] Trial 3315 finished with value: 0.9961269378716257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 56, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:33,540] Trial 3316 finished with value: 0.9968731223235051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:34,822] Trial 3317 finished with value: 0.9963434210911307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:36,592] Trial 3318 finished with value: 0.9973075649878052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:39,937] Trial 3319 finished with value: 0.9971439489337658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:41,792] Trial 3320 finished with value: 0.9975443613567524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:44,530] Trial 3321 finished with value: 0.9974507877859233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:46,720] Trial 3322 finished with value: 0.9974554625892663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:51,143] Trial 3323 finished with value: 0.9972170032491813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:51,944] Trial 3324 finished with value: 0.9900766860765501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:54,568] Trial 3325 finished with value: 0.9974329023324991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:55,547] Trial 3326 finished with value: 0.9971143457814277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:56,292] Trial 3327 finished with value: 0.9928075519178808 and parameters: {'classifier': 'SVC', 'svc_c': 748.4823722825014, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:58,534] Trial 3328 finished with value: 0.9977243462048317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:00,102] Trial 3329 finished with value: 0.9973245083649219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:01,380] Trial 3330 finished with value: 0.9973215889217654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:04,352] Trial 3331 finished with value: 0.9970252858805854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:06,393] Trial 3332 finished with value: 0.9972107187626472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:08,666] Trial 3333 finished with value: 0.9975019660503808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:10,549] Trial 3334 finished with value: 0.9973802390196131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:12,461] Trial 3335 finished with value: 0.9973230334091481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:14,278] Trial 3336 finished with value: 0.9976588033317152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:16,530] Trial 3337 finished with value: 0.9974945282082893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:18,873] Trial 3338 finished with value: 0.9974777995063787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:21,472] Trial 3339 finished with value: 0.997431296457857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:23,742] Trial 3340 finished with value: 0.9974350480372095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:27,467] Trial 3341 finished with value: 0.9974230405077243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:36,607] Trial 3342 finished with value: 0.997097524849158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:38,224] Trial 3343 finished with value: 0.9974372671516999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:41,406] Trial 3344 finished with value: 0.9973108550345072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:18,843] Trial 3345 finished with value: 0.9902788877137619 and parameters: {'classifier': 'SVC', 'svc_c': 12040748.942409327, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:21,106] Trial 3346 finished with value: 0.9974211867282871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:23,131] Trial 3347 finished with value: 0.997203314435786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:24,829] Trial 3348 finished with value: 0.9974956601724972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:32,552] Trial 3349 finished with value: 0.9968573425850278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:35,680] Trial 3350 finished with value: 0.9931558439048888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:38,088] Trial 3351 finished with value: 0.9973268838520822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:40,851] Trial 3352 finished with value: 0.9975935447032979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:44,225] Trial 3353 finished with value: 0.9974318319715696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:49,040] Trial 3354 finished with value: 0.9971918770460708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:50,816] Trial 3355 finished with value: 0.9973434354247314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:51,796] Trial 3356 finished with value: 0.9973781156583897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:52,756] Trial 3357 finished with value: 0.9971364094668945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:54,641] Trial 3358 finished with value: 0.9973498597802237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:57,237] Trial 3359 finished with value: 0.9975347907272788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:59,685] Trial 3360 finished with value: 0.9971347212641204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:04,535] Trial 3361 finished with value: 0.9961979634047822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:05,381] Trial 3362 finished with value: 0.9901688392808062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:07,203] Trial 3363 finished with value: 0.9974449820022477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:08,410] Trial 3364 finished with value: 0.9884912472190782 and parameters: {'classifier': 'SVC', 'svc_c': 34838.92271194323, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:10,080] Trial 3365 finished with value: 0.997408031556068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:10,942] Trial 3366 finished with value: 0.9968846782860425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:12,390] Trial 3367 finished with value: 0.9975238334686279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:14,826] Trial 3368 finished with value: 0.997498530866228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:16,869] Trial 3369 finished with value: 0.9974991178905643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:18,757] Trial 3370 finished with value: 0.99725920400218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:21,063] Trial 3371 finished with value: 0.99748124411669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:23,174] Trial 3372 finished with value: 0.9974525914194668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:25,150] Trial 3373 finished with value: 0.9943071610000432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:27,600] Trial 3374 finished with value: 0.9974086192786386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:29,433] Trial 3375 finished with value: 0.9962482138749903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:31,365] Trial 3376 finished with value: 0.9974470244635452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:33,363] Trial 3377 finished with value: 0.9975501534613901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:35,287] Trial 3378 finished with value: 0.9972692245164919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:36,965] Trial 3379 finished with value: 0.9971143342605672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:39,295] Trial 3380 finished with value: 0.9975296568033665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:43,077] Trial 3381 finished with value: 0.9970804189739546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:44,699] Trial 3382 finished with value: 0.9974468303862408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:45,772] Trial 3383 finished with value: 0.9873535357205255 and parameters: {'classifier': 'SVC', 'svc_c': 1.0942450004004058, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:47,796] Trial 3384 finished with value: 0.9969192184603152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:51,203] Trial 3385 finished with value: 0.9969522742209175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:05,942] Trial 3386 finished with value: 0.996489469197772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 71, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:08,611] Trial 3387 finished with value: 0.9972820547877522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:10,568] Trial 3388 finished with value: 0.9976885320392154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:11,380] Trial 3389 finished with value: 0.9965196415694807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:18,842] Trial 3390 finished with value: 0.9971314179192351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:21,290] Trial 3391 finished with value: 0.9971903130654666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:23,045] Trial 3392 finished with value: 0.9975400026629678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:24,322] Trial 3393 finished with value: 0.9967673209621134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:25,712] Trial 3394 finished with value: 0.997133395032181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:35,952] Trial 3395 finished with value: 0.9970097249115041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:38,742] Trial 3396 finished with value: 0.9973643540699726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:40,985] Trial 3397 finished with value: 0.9973069781538958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:42,863] Trial 3398 finished with value: 0.997443997524096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:45,353] Trial 3399 finished with value: 0.9973110075986283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:47,747] Trial 3400 finished with value: 0.9971457274943626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:49,454] Trial 3401 finished with value: 0.9853956555657272 and parameters: {'classifier': 'SVC', 'svc_c': 0.04989316706624025, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:51,043] Trial 3402 finished with value: 0.9972113159431141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:53,168] Trial 3403 finished with value: 0.9974272214374893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:54,294] Trial 3404 finished with value: 0.9968406916092524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:57,213] Trial 3405 finished with value: 0.9974197673455892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:58,666] Trial 3406 finished with value: 0.9972359126309763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:00,134] Trial 3407 finished with value: 0.9973587248125382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:01,920] Trial 3408 finished with value: 0.9973684664141192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:05,507] Trial 3409 finished with value: 0.9972283446317264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:14,897] Trial 3410 finished with value: 0.9969091047952449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:16,988] Trial 3411 finished with value: 0.9972473286610798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:19,295] Trial 3412 finished with value: 0.9972293670684153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:23,293] Trial 3413 finished with value: 0.9971081683785935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:25,470] Trial 3414 finished with value: 0.9973111684146053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:27,975] Trial 3415 finished with value: 0.9973724231155678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:29,841] Trial 3416 finished with value: 0.9975210505302115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:34,902] Trial 3417 finished with value: 0.9972141648329025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:46,559] Trial 3418 finished with value: 0.9964679760011919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:55,685] Trial 3419 finished with value: 0.997077261210851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:58,250] Trial 3420 finished with value: 0.9956353740196947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:59,928] Trial 3421 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.693886741390643e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:02,285] Trial 3422 finished with value: 0.9976562848970195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:04,798] Trial 3423 finished with value: 0.9970786908131553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:06,285] Trial 3424 finished with value: 0.9975036939572771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:08,812] Trial 3425 finished with value: 0.9972997175680177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:09,654] Trial 3426 finished with value: 0.9969225813772528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:11,711] Trial 3427 finished with value: 0.9976386506808708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:23,673] Trial 3428 finished with value: 0.9966404742894915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:26,443] Trial 3429 finished with value: 0.9975699908913374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:28,775] Trial 3430 finished with value: 0.9976956191456914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:29,578] Trial 3431 finished with value: 0.9956645326191628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:31,139] Trial 3432 finished with value: 0.9976101681305695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:33,173] Trial 3433 finished with value: 0.9971876722493996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:33,972] Trial 3434 finished with value: 0.9968824861170357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:35,427] Trial 3435 finished with value: 0.996840525461307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:38,007] Trial 3436 finished with value: 0.9974493087042214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:38,959] Trial 3437 finished with value: 0.9972527488926555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:42,258] Trial 3438 finished with value: 0.9973454763308713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:43,891] Trial 3439 finished with value: 0.997245645790274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:45,292] Trial 3440 finished with value: 0.9866072213653911 and parameters: {'classifier': 'SVC', 'svc_c': 318867408.0204824, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:47,167] Trial 3441 finished with value: 0.9968710649771291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:51,632] Trial 3442 finished with value: 0.9972313874401292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:53,847] Trial 3443 finished with value: 0.9976550412471153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:56,305] Trial 3444 finished with value: 0.9975095193549798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:57,216] Trial 3445 finished with value: 0.9909102416552154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:58,826] Trial 3446 finished with value: 0.9973909756998073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:01,838] Trial 3447 finished with value: 0.9967324536969663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:03,831] Trial 3448 finished with value: 0.9972375896620069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:05,928] Trial 3449 finished with value: 0.9973909287911799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:06,908] Trial 3450 finished with value: 0.9971828948691397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:09,012] Trial 3451 finished with value: 0.9975377946567452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:11,186] Trial 3452 finished with value: 0.9973725431483339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:14,170] Trial 3453 finished with value: 0.99752168560574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:16,275] Trial 3454 finished with value: 0.9973965307857516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:17,824] Trial 3455 finished with value: 0.9975449194995933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:24,285] Trial 3456 finished with value: 0.9967470518966243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:27,139] Trial 3457 finished with value: 0.997215291369928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:28,992] Trial 3458 finished with value: 0.9973848170223384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:19:47,515] Trial 3459 finished with value: 0.989610294860288 and parameters: {'classifier': 'SVC', 'svc_c': 9581257944.709213, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:19:51,074] Trial 3460 finished with value: 0.9972402926843725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:19:53,701] Trial 3461 finished with value: 0.9975240479534068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:19:57,781] Trial 3462 finished with value: 0.9972752005105653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:08,764] Trial 3463 finished with value: 0.9965535392732924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 49, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:09,827] Trial 3464 finished with value: 0.9964346034962731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 18}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:12,765] Trial 3465 finished with value: 0.9970353906907795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:16,251] Trial 3466 finished with value: 0.9973434874114239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:18,891] Trial 3467 finished with value: 0.9972185847173726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:24,298] Trial 3468 finished with value: 0.9969637347158292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:26,077] Trial 3469 finished with value: 0.99742936152459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:26,819] Trial 3470 finished with value: 0.9969835183817616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:29,088] Trial 3471 finished with value: 0.9973601988479128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:31,511] Trial 3472 finished with value: 0.9968718357004741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:33,437] Trial 3473 finished with value: 0.9974939056692342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:36,064] Trial 3474 finished with value: 0.9973619227240951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:38,509] Trial 3475 finished with value: 0.9970580196601163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:40,396] Trial 3476 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.216108322847166e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:42,381] Trial 3477 finished with value: 0.9978301933005481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:45,229] Trial 3478 finished with value: 0.9976695499458742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:58,458] Trial 3479 finished with value: 0.996533693591489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:05,535] Trial 3480 finished with value: 0.9967572714393539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:09,638] Trial 3481 finished with value: 0.9969584820921428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:11,927] Trial 3482 finished with value: 0.9972147692813502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:13,873] Trial 3483 finished with value: 0.9971031034211538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:15,612] Trial 3484 finished with value: 0.9970847642108667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:17,721] Trial 3485 finished with value: 0.9969392214986638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:23,098] Trial 3486 finished with value: 0.9969783312651161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:25,282] Trial 3487 finished with value: 0.9974243761340845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:26,769] Trial 3488 finished with value: 0.9972819345010828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:29,170] Trial 3489 finished with value: 0.9972521322568512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:30,974] Trial 3490 finished with value: 0.9971734979412338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:32,618] Trial 3491 finished with value: 0.9973836962933497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:34,725] Trial 3492 finished with value: 0.9974421054052662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:48,078] Trial 3493 finished with value: 0.9963035499640162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:48,980] Trial 3494 finished with value: 0.997167279596499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:50,065] Trial 3495 finished with value: 0.9973990840686698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:51,867] Trial 3496 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.194338211894762e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:53,040] Trial 3497 finished with value: 0.9973463691499461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:55,428] Trial 3498 finished with value: 0.9974235460925905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:56,241] Trial 3499 finished with value: 0.9972333892134291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:59,213] Trial 3500 finished with value: 0.9970138459200997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:05,341] Trial 3501 finished with value: 0.9970495377995586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:13,082] Trial 3502 finished with value: 0.9970252621088926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:14,378] Trial 3503 finished with value: 0.9972993336662889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:27,379] Trial 3504 finished with value: 0.9963338163434066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:29,137] Trial 3505 finished with value: 0.9975981755179012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:31,293] Trial 3506 finished with value: 0.9971442799601408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:32,929] Trial 3507 finished with value: 0.9972841271144204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:34,864] Trial 3508 finished with value: 0.9974322076214426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:37,063] Trial 3509 finished with value: 0.9968003689469284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:39,763] Trial 3510 finished with value: 0.9970185352911421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:40,718] Trial 3511 finished with value: 0.9939418714275726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:44,751] Trial 3512 finished with value: 0.9973787064277992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:47,715] Trial 3513 finished with value: 0.997449394967854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:49,527] Trial 3514 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.123437683202934e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:51,607] Trial 3515 finished with value: 0.9974640023715052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:53,214] Trial 3516 finished with value: 0.9974256640901077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:54,865] Trial 3517 finished with value: 0.995675183130938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:56,057] Trial 3518 finished with value: 0.9966451793073224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:57,988] Trial 3519 finished with value: 0.9973176797002264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:00,085] Trial 3520 finished with value: 0.9972736029195169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:02,188] Trial 3521 finished with value: 0.9974942268251201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:03,473] Trial 3522 finished with value: 0.9955791947496812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:05,187] Trial 3523 finished with value: 0.9973865312819346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:07,502] Trial 3524 finished with value: 0.9974495026228362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:09,495] Trial 3525 finished with value: 0.9974036698471824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:13,995] Trial 3526 finished with value: 0.9962766216507816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:15,811] Trial 3527 finished with value: 0.996347927017068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:17,657] Trial 3528 finished with value: 0.9973511635417246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:22,329] Trial 3529 finished with value: 0.996765088105109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:23,501] Trial 3530 finished with value: 0.9970726022764618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:24,902] Trial 3531 finished with value: 0.9960574654647095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:27,150] Trial 3532 finished with value: 0.9974226200121885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:29,045] Trial 3533 finished with value: 0.9975413473663695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:30,714] Trial 3534 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1234295978370246e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:31,825] Trial 3535 finished with value: 0.9942505246406865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:34,022] Trial 3536 finished with value: 0.9972398957701017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:35,869] Trial 3537 finished with value: 0.996814413669218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:38,457] Trial 3538 finished with value: 0.9875688741219703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 66, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:40,492] Trial 3539 finished with value: 0.9974905573199963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:45,142] Trial 3540 finished with value: 0.9971486596009441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:46,954] Trial 3541 finished with value: 0.9974238394778072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:48,560] Trial 3542 finished with value: 0.9973302206487222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:50,868] Trial 3543 finished with value: 0.9974171218323119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:01,873] Trial 3544 finished with value: 0.9965922354313346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:05,431] Trial 3545 finished with value: 0.9971503788751296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:07,397] Trial 3546 finished with value: 0.9975155102976077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:09,725] Trial 3547 finished with value: 0.9971824423500552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:11,811] Trial 3548 finished with value: 0.9970791287962784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:14,027] Trial 3549 finished with value: 0.9975823770223206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:16,407] Trial 3550 finished with value: 0.9975925393098652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:18,798] Trial 3551 finished with value: 0.9973994482294201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:19,538] Trial 3552 finished with value: 0.9930976741602704 and parameters: {'classifier': 'SVC', 'svc_c': 2151.154589837403, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:20,839] Trial 3553 finished with value: 0.9971998676672967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:22,836] Trial 3554 finished with value: 0.9973895243887744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:24,972] Trial 3555 finished with value: 0.9974118604807011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:27,983] Trial 3556 finished with value: 0.9971692574394165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:30,241] Trial 3557 finished with value: 0.9973178055092915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:36,659] Trial 3558 finished with value: 0.9969428552986418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:38,064] Trial 3559 finished with value: 0.997086046263639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:39,500] Trial 3560 finished with value: 0.9973649506791572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:46,291] Trial 3561 finished with value: 0.9968789381363595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:50,028] Trial 3562 finished with value: 0.9972479768761019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:50,831] Trial 3563 finished with value: 0.9902798469920152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:51,833] Trial 3564 finished with value: 0.9956597807879185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:53,675] Trial 3565 finished with value: 0.9973299407838541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:56,045] Trial 3566 finished with value: 0.9974417431170525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:56,928] Trial 3567 finished with value: 0.9971597902437837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:59,182] Trial 3568 finished with value: 0.9968958629150627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:02,458] Trial 3569 finished with value: 0.9973598995594454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:04,132] Trial 3570 finished with value: 0.985388608290325 and parameters: {'classifier': 'SVC', 'svc_c': 0.016559497091157446, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:18,477] Trial 3571 finished with value: 0.9956120664304201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 64, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:26,625] Trial 3572 finished with value: 0.9971645799066137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:28,621] Trial 3573 finished with value: 0.9972353724517911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:30,316] Trial 3574 finished with value: 0.9969537812319781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:31,702] Trial 3575 finished with value: 0.9975353194173415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:33,742] Trial 3576 finished with value: 0.9976691459223122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:36,647] Trial 3577 finished with value: 0.9974798268604319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:38,608] Trial 3578 finished with value: 0.9973660605220435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:45,538] Trial 3579 finished with value: 0.9940138079338868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 62, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:47,526] Trial 3580 finished with value: 0.9974488988408844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:50,093] Trial 3581 finished with value: 0.9973542059692727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:52,239] Trial 3582 finished with value: 0.9974635064984388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:54,285] Trial 3583 finished with value: 0.9974431145120343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:57,108] Trial 3584 finished with value: 0.9974722798716767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:58,532] Trial 3585 finished with value: 0.9969205161916138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:00,195] Trial 3586 finished with value: 0.9962523980420217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:01,711] Trial 3587 finished with value: 0.9938894544008487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:04,129] Trial 3588 finished with value: 0.9973950293605629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:05,159] Trial 3589 finished with value: 0.9879316704596436 and parameters: {'classifier': 'SVC', 'svc_c': 3.151013871320277, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:13,340] Trial 3590 finished with value: 0.9968126404723275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:15,220] Trial 3591 finished with value: 0.9974499048690756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:17,708] Trial 3592 finished with value: 0.9973623993957274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:19,410] Trial 3593 finished with value: 0.9975989721711166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:28,419] Trial 3594 finished with value: 0.9966879562302934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:31,874] Trial 3595 finished with value: 0.9970453257666444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:34,063] Trial 3596 finished with value: 0.9974403595347141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:36,131] Trial 3597 finished with value: 0.9972982144607198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:39,270] Trial 3598 finished with value: 0.9975774887815497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:53,725] Trial 3599 finished with value: 0.99621087060873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:54,817] Trial 3600 finished with value: 0.9972565301469515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:57,460] Trial 3601 finished with value: 0.9971741512025832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:02,417] Trial 3602 finished with value: 0.9972739314068594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:04,406] Trial 3603 finished with value: 0.9974460996526594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:05,780] Trial 3604 finished with value: 0.9974772431725986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:07,294] Trial 3605 finished with value: 0.9971725829690993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:08,572] Trial 3606 finished with value: 0.997129430205828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:10,990] Trial 3607 finished with value: 0.9972635938625897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:12,620] Trial 3608 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.2679034544948646e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:13,865] Trial 3609 finished with value: 0.9972678032295196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:16,241] Trial 3610 finished with value: 0.9974929173825337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:18,204] Trial 3611 finished with value: 0.9974795861918796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:21,837] Trial 3612 finished with value: 0.9973477498758729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:23,485] Trial 3613 finished with value: 0.9973763479838952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:25,471] Trial 3614 finished with value: 0.9972655319061715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:28,021] Trial 3615 finished with value: 0.9970469324347343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:28,957] Trial 3616 finished with value: 0.9969928950608825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:31,190] Trial 3617 finished with value: 0.9973854691093852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:33,628] Trial 3618 finished with value: 0.9971623120744354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:47,824] Trial 3619 finished with value: 0.9968838159036207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:48,479] Trial 3620 finished with value: 0.9962392528037678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 22}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:49,830] Trial 3621 finished with value: 0.9957142836299213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:52,274] Trial 3622 finished with value: 0.9975751822291242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:54,080] Trial 3623 finished with value: 0.9977136791576067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:55,929] Trial 3624 finished with value: 0.9972959490723605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:58,070] Trial 3625 finished with value: 0.9976508680931376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:00,271] Trial 3626 finished with value: 0.9972422872531675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:01,957] Trial 3627 finished with value: 0.9852053994103912 and parameters: {'classifier': 'SVC', 'svc_c': 1.7972496309723682e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:04,199] Trial 3628 finished with value: 0.9975481040812287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:07,094] Trial 3629 finished with value: 0.9975985745903496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:08,953] Trial 3630 finished with value: 0.9972507079230396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:10,985] Trial 3631 finished with value: 0.9974093439185419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:12,780] Trial 3632 finished with value: 0.9971708189444642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:15,025] Trial 3633 finished with value: 0.9974489146463624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:16,995] Trial 3634 finished with value: 0.9973702306926576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:26,813] Trial 3635 finished with value: 0.9965765048866136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:31,867] Trial 3636 finished with value: 0.9970973097930967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:41,827] Trial 3637 finished with value: 0.997262240304312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:47,621] Trial 3638 finished with value: 0.9968436257787983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:49,784] Trial 3639 finished with value: 0.9972582471042698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:50,684] Trial 3640 finished with value: 0.9973444143487494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:53,831] Trial 3641 finished with value: 0.9972580328416564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:55,554] Trial 3642 finished with value: 0.9973929417679613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:57,112] Trial 3643 finished with value: 0.9970589198106481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:00,870] Trial 3644 finished with value: 0.9970525785132596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:02,533] Trial 3645 finished with value: 0.9853764804741708 and parameters: {'classifier': 'SVC', 'svc_c': 0.006186804001803639, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:03,665] Trial 3646 finished with value: 0.9968332652562836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:05,735] Trial 3647 finished with value: 0.9965434131034865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:07,010] Trial 3648 finished with value: 0.9972161645432385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:08,765] Trial 3649 finished with value: 0.9966803384342665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:13,604] Trial 3650 finished with value: 0.9973970596345039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:14,385] Trial 3651 finished with value: 0.9893722339261553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:16,393] Trial 3652 finished with value: 0.9977175670512718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:22,717] Trial 3653 finished with value: 0.9971490653700913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:27,148] Trial 3654 finished with value: 0.9949368752025073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 39, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:39,564] Trial 3655 finished with value: 0.9965807668432562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:41,548] Trial 3656 finished with value: 0.9972300922478631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:43,978] Trial 3657 finished with value: 0.997513507000888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:46,743] Trial 3658 finished with value: 0.9973030489057373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:49,059] Trial 3659 finished with value: 0.997320771258055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:51,332] Trial 3660 finished with value: 0.997526447497901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:53,605] Trial 3661 finished with value: 0.9973319991141052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:56,269] Trial 3662 finished with value: 0.997193714448748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:57,984] Trial 3663 finished with value: 0.9975257238418728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:58,900] Trial 3664 finished with value: 0.9897414637598386 and parameters: {'classifier': 'SVC', 'svc_c': 9.64227227595842, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:00,095] Trial 3665 finished with value: 0.9974051091295482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:01,664] Trial 3666 finished with value: 0.9973317251524879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:03,866] Trial 3667 finished with value: 0.9976472506064442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:07,707] Trial 3668 finished with value: 0.9973429150817384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:09,625] Trial 3669 finished with value: 0.9976393097502574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:11,655] Trial 3670 finished with value: 0.9974438201091931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:13,604] Trial 3671 finished with value: 0.9971124038658211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:15,997] Trial 3672 finished with value: 0.9969496004291648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:19,011] Trial 3673 finished with value: 0.9974701628580348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:20,959] Trial 3674 finished with value: 0.9974633802450429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:23,177] Trial 3675 finished with value: 0.9975146876827838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:25,161] Trial 3676 finished with value: 0.9976207964892853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:25,488] Trial 3677 finished with value: 0.982369663429612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 2}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:26,429] Trial 3678 finished with value: 0.9948876645296233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:41,855] Trial 3679 finished with value: 0.9961444004491709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 70, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:43,941] Trial 3680 finished with value: 0.9975271164695146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:44,398] Trial 3681 finished with value: 0.9934145871003278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 9}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:45,414] Trial 3682 finished with value: 0.9903797944550637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:47,543] Trial 3683 finished with value: 0.9951366448590832 and parameters: {'classifier': 'SVC', 'svc_c': 278689.70807492454, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:50,010] Trial 3684 finished with value: 0.9974130942283782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:51,800] Trial 3685 finished with value: 0.996318035652792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:54,816] Trial 3686 finished with value: 0.9973047092108908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:56,955] Trial 3687 finished with value: 0.9975912529724753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:58,932] Trial 3688 finished with value: 0.99761649362248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:59,805] Trial 3689 finished with value: 0.9973444064142726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 52}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:01,468] Trial 3690 finished with value: 0.9971599275102334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:14,524] Trial 3691 finished with value: 0.995900492789462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:15,408] Trial 3692 finished with value: 0.9963495471737686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 32}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:17,755] Trial 3693 finished with value: 0.9968394249176274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:19,277] Trial 3694 finished with value: 0.997030679388843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:21,827] Trial 3695 finished with value: 0.9971972605886256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:23,164] Trial 3696 finished with value: 0.9972238626044332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:24,721] Trial 3697 finished with value: 0.9975888772314115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:25,663] Trial 3698 finished with value: 0.9938547441748676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:28,553] Trial 3699 finished with value: 0.9973150640205821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:32,247] Trial 3700 finished with value: 0.9969961397541147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:34,774] Trial 3701 finished with value: 0.9973468892072982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:36,487] Trial 3702 finished with value: 0.9852050717482346 and parameters: {'classifier': 'SVC', 'svc_c': 4.719066316597424e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:38,628] Trial 3703 finished with value: 0.9972761701671143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:39,607] Trial 3704 finished with value: 0.9971999586916155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:41,182] Trial 3705 finished with value: 0.9943057898589648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 13}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:43,865] Trial 3706 finished with value: 0.9973823131553421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:45,977] Trial 3707 finished with value: 0.9969795277842278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:47,773] Trial 3708 finished with value: 0.9976472120131487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:50,093] Trial 3709 finished with value: 0.9965442330205879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:52,537] Trial 3710 finished with value: 0.9975790785015972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:58,196] Trial 3711 finished with value: 0.9970674295688265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:00,598] Trial 3712 finished with value: 0.9970914135563849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:01,357] Trial 3713 finished with value: 0.9899071637248823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:10,661] Trial 3714 finished with value: 0.9968626298665092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:12,686] Trial 3715 finished with value: 0.9974439905417563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:14,004] Trial 3716 finished with value: 0.9974446563395792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:15,752] Trial 3717 finished with value: 0.9973860401060786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:18,052] Trial 3718 finished with value: 0.997141399681562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:20,139] Trial 3719 finished with value: 0.9974263016729309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:20,864] Trial 3720 finished with value: 0.9956994064540567 and parameters: {'classifier': 'SVC', 'svc_c': 6405.126089109994, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:24,712] Trial 3721 finished with value: 0.9972552375571939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:27,352] Trial 3722 finished with value: 0.9973349996793531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:29,817] Trial 3723 finished with value: 0.9974238622656247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:33,169] Trial 3724 finished with value: 0.9974816109116866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:36,274] Trial 3725 finished with value: 0.996576018471444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:38,311] Trial 3726 finished with value: 0.9973600108642868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:45,306] Trial 3727 finished with value: 0.9968176399227261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:47,108] Trial 3728 finished with value: 0.9966511362269136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:48,321] Trial 3729 finished with value: 0.9963975045801622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:50,487] Trial 3730 finished with value: 0.997648618541994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:52,038] Trial 3731 finished with value: 0.9973726906661279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:53,662] Trial 3732 finished with value: 0.9973447009420539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:56,466] Trial 3733 finished with value: 0.9974425306932263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:57,163] Trial 3734 finished with value: 0.9903788015981042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:59,998] Trial 3735 finished with value: 0.9968956434474325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:02,217] Trial 3736 finished with value: 0.9972190593577787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:04,258] Trial 3737 finished with value: 0.9974496073896687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:08,542] Trial 3738 finished with value: 0.9969568211204933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:10,074] Trial 3739 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 860127910.6948192, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:12,610] Trial 3740 finished with value: 0.9975605081123917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:15,034] Trial 3741 finished with value: 0.997341413529598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:17,209] Trial 3742 finished with value: 0.9975877737995825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:26,622] Trial 3743 finished with value: 0.9966134827860835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:29,144] Trial 3744 finished with value: 0.9974328428239225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:30,419] Trial 3745 finished with value: 0.9973139873120713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:32,241] Trial 3746 finished with value: 0.9973487623151213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:34,218] Trial 3747 finished with value: 0.9975360746208498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:36,567] Trial 3748 finished with value: 0.9969319703706819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:38,959] Trial 3749 finished with value: 0.9974869563052766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:40,473] Trial 3750 finished with value: 0.9968830010645844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 49}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:42,577] Trial 3751 finished with value: 0.9974200693635167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:50,410] Trial 3752 finished with value: 0.9955434750043395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 55, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:52,219] Trial 3753 finished with value: 0.9973089733574491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:54,294] Trial 3754 finished with value: 0.9975416775675588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:57,736] Trial 3755 finished with value: 0.9975305881839991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:59,757] Trial 3756 finished with value: 0.9973843100410044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:01,202] Trial 3757 finished with value: 0.9975213902527731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:01,897] Trial 3758 finished with value: 0.9920553799510676 and parameters: {'classifier': 'SVC', 'svc_c': 34.50486814146689, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:04,346] Trial 3759 finished with value: 0.9971312819540393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:06,963] Trial 3760 finished with value: 0.9969914744721441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:09,616] Trial 3761 finished with value: 0.9975003867403672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:11,527] Trial 3762 finished with value: 0.9973778900653434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:13,668] Trial 3763 finished with value: 0.9977132287966995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:16,079] Trial 3764 finished with value: 0.9973526116789667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:18,409] Trial 3765 finished with value: 0.9976120343512668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:19,245] Trial 3766 finished with value: 0.9929869846215839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:21,192] Trial 3767 finished with value: 0.9973850059898394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:24,164] Trial 3768 finished with value: 0.9973676144734691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:28,963] Trial 3769 finished with value: 0.9972127053969652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:30,930] Trial 3770 finished with value: 0.9969469412368493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:34,511] Trial 3771 finished with value: 0.9973225321406374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:36,842] Trial 3772 finished with value: 0.9973632333727219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:41,181] Trial 3773 finished with value: 0.9971730649727001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:41,943] Trial 3774 finished with value: 0.9891597224201294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:45,452] Trial 3775 finished with value: 0.9970028699995592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:47,463] Trial 3776 finished with value: 0.9975394544540922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:49,635] Trial 3777 finished with value: 0.9975217316574435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:50,834] Trial 3778 finished with value: 0.9867766315870318 and parameters: {'classifier': 'SVC', 'svc_c': 1710632.7504445675, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:51,804] Trial 3779 finished with value: 0.9967367776694802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:52,813] Trial 3780 finished with value: 0.9972108744688213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:59,224] Trial 3781 finished with value: 0.9963879548024939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:11,507] Trial 3782 finished with value: 0.9965104813428886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:13,035] Trial 3783 finished with value: 0.9973087190098586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:14,409] Trial 3784 finished with value: 0.9962861269953794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:16,560] Trial 3785 finished with value: 0.9972899162991705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:18,515] Trial 3786 finished with value: 0.9974833609399046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:20,364] Trial 3787 finished with value: 0.9971940611853872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:37,853] Trial 3788 finished with value: 0.9965354919248021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:40,194] Trial 3789 finished with value: 0.997404718562859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:49,015] Trial 3790 finished with value: 0.9965386266144471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:51,786] Trial 3791 finished with value: 0.9970753348468192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:54,173] Trial 3792 finished with value: 0.9973992293013344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:55,921] Trial 3793 finished with value: 0.9976027016291477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:01,542] Trial 3794 finished with value: 0.9961005600523966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:36,615] Trial 3795 finished with value: 0.9897084336117276 and parameters: {'classifier': 'SVC', 'svc_c': 40152142.546026096, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:38,599] Trial 3796 finished with value: 0.9974485909831822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:40,816] Trial 3797 finished with value: 0.9973718938542229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:43,836] Trial 3798 finished with value: 0.9974803972223673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:45,703] Trial 3799 finished with value: 0.9973985576319985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:47,150] Trial 3800 finished with value: 0.9976266371529213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:53,012] Trial 3801 finished with value: 0.9968345038281227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:54,371] Trial 3802 finished with value: 0.9971591562473439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:57,200] Trial 3803 finished with value: 0.997296815993303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:58,304] Trial 3804 finished with value: 0.997160442140403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:00,451] Trial 3805 finished with value: 0.9976405671426755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:02,915] Trial 3806 finished with value: 0.9967910883701911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:05,152] Trial 3807 finished with value: 0.997373960721971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:20,814] Trial 3808 finished with value: 0.9957385774746704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 72, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:23,181] Trial 3809 finished with value: 0.9970867424029013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:25,350] Trial 3810 finished with value: 0.9969997588277036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:28,253] Trial 3811 finished with value: 0.9974993565596287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:30,928] Trial 3812 finished with value: 0.9966380308197333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:32,812] Trial 3813 finished with value: 0.9975559853336256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:35,583] Trial 3814 finished with value: 0.9976024587072038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:37,513] Trial 3815 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 4.111997175175786e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:38,551] Trial 3816 finished with value: 0.9954627740114015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 39}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:41,598] Trial 3817 finished with value: 0.9971450595066239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:49,635] Trial 3818 finished with value: 0.9967737808005861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:51,533] Trial 3819 finished with value: 0.9972477122136915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:53,589] Trial 3820 finished with value: 0.9974485167164785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:55,479] Trial 3821 finished with value: 0.9975024474826993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:01,403] Trial 3822 finished with value: 0.9969329096540536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:03,113] Trial 3823 finished with value: 0.997255432681849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:04,876] Trial 3824 finished with value: 0.996620282283642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:12,139] Trial 3825 finished with value: 0.9967643405504365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:13,879] Trial 3826 finished with value: 0.9960017924460581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:15,843] Trial 3827 finished with value: 0.9974518165384562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:17,737] Trial 3828 finished with value: 0.9975070124411444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:19,912] Trial 3829 finished with value: 0.9972444435900769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:20,803] Trial 3830 finished with value: 0.9969840096528312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:22,448] Trial 3831 finished with value: 0.9975319996322201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:24,671] Trial 3832 finished with value: 0.990713997477139 and parameters: {'classifier': 'SVC', 'svc_c': 149201577.74958286, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:25,610] Trial 3833 finished with value: 0.9970828832955183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:26,966] Trial 3834 finished with value: 0.9973594547209342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:29,356] Trial 3835 finished with value: 0.9975354883582229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:31,086] Trial 3836 finished with value: 0.997289655762688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:37,593] Trial 3837 finished with value: 0.9962324108726269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 33, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:40,248] Trial 3838 finished with value: 0.9973047356803058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:41,391] Trial 3839 finished with value: 0.9955808399158528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:43,758] Trial 3840 finished with value: 0.9974602635825294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:57,135] Trial 3841 finished with value: 0.9966314272402776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:03,125] Trial 3842 finished with value: 0.9967860714956815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:04,115] Trial 3843 finished with value: 0.990362521384564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:07,940] Trial 3844 finished with value: 0.9976896246484178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:18,643] Trial 3845 finished with value: 0.9963375099693401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:19,481] Trial 3846 finished with value: 0.9966012410625792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:21,954] Trial 3847 finished with value: 0.9975363033559489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:23,699] Trial 3848 finished with value: 0.9974951894993294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:25,784] Trial 3849 finished with value: 0.9973440755148492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:28,745] Trial 3850 finished with value: 0.997201397783554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:30,031] Trial 3851 finished with value: 0.9867076537519276 and parameters: {'classifier': 'SVC', 'svc_c': 2987908.763085262, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:31,874] Trial 3852 finished with value: 0.9974240576759211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:34,272] Trial 3853 finished with value: 0.9974860150541548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:37,309] Trial 3854 finished with value: 0.9959337313921494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:38,468] Trial 3855 finished with value: 0.9972346248336428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:52,237] Trial 3856 finished with value: 0.9965717506432883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:54,860] Trial 3857 finished with value: 0.9969948600499476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:56,393] Trial 3858 finished with value: 0.9973412346547516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:59,117] Trial 3859 finished with value: 0.9974570877922941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:00,972] Trial 3860 finished with value: 0.9974754911766305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:03,196] Trial 3861 finished with value: 0.997351132152934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:06,028] Trial 3862 finished with value: 0.9973256057665484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:07,197] Trial 3863 finished with value: 0.9960146770208782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:21,346] Trial 3864 finished with value: 0.9959072404272797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 67, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:23,733] Trial 3865 finished with value: 0.9974146894073456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:26,790] Trial 3866 finished with value: 0.99745653698091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:28,735] Trial 3867 finished with value: 0.9972760150639606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:30,608] Trial 3868 finished with value: 0.9974090187954178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:32,039] Trial 3869 finished with value: 0.9961943524560973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:00,233] Trial 3870 finished with value: 0.9896093098425918 and parameters: {'classifier': 'SVC', 'svc_c': 3395500757.9077926, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:02,281] Trial 3871 finished with value: 0.9975457467481514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:06,934] Trial 3872 finished with value: 0.9972105900654324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:09,452] Trial 3873 finished with value: 0.9975158342146914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:11,616] Trial 3874 finished with value: 0.9975913831296337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:12,936] Trial 3875 finished with value: 0.9968771221567699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:14,514] Trial 3876 finished with value: 0.9971034624403631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:15,929] Trial 3877 finished with value: 0.9972886752517747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:18,262] Trial 3878 finished with value: 0.9970519838400872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:22,208] Trial 3879 finished with value: 0.9974041590235502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:24,019] Trial 3880 finished with value: 0.9975130052880469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:26,492] Trial 3881 finished with value: 0.9969654465633445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:28,865] Trial 3882 finished with value: 0.9973449390715737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:32,115] Trial 3883 finished with value: 0.9974522856882043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:33,986] Trial 3884 finished with value: 0.9974873787050873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:36,897] Trial 3885 finished with value: 0.9971423318556422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:38,023] Trial 3886 finished with value: 0.9969202892020995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:43,509] Trial 3887 finished with value: 0.9972262363777468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:45,587] Trial 3888 finished with value: 0.9976139080303721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:47,277] Trial 3889 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 3.7572250063119024e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:51,659] Trial 3890 finished with value: 0.9973226326863283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:54,320] Trial 3891 finished with value: 0.997467836501155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:56,150] Trial 3892 finished with value: 0.9974258533749878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:57,307] Trial 3893 finished with value: 0.9974300899730423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:59,964] Trial 3894 finished with value: 0.9968153711066726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:01,830] Trial 3895 finished with value: 0.9974625646760348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:03,744] Trial 3896 finished with value: 0.9971509922419295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:06,783] Trial 3897 finished with value: 0.9968592332756515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:13,155] Trial 3898 finished with value: 0.9970990801970515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:15,057] Trial 3899 finished with value: 0.9974130304034462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:21,242] Trial 3900 finished with value: 0.9964373877042059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:31,628] Trial 3901 finished with value: 0.9966539878778997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:33,939] Trial 3902 finished with value: 0.9973552642697973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:36,052] Trial 3903 finished with value: 0.9974999574534308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:38,251] Trial 3904 finished with value: 0.9977157361231277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:40,056] Trial 3905 finished with value: 0.9974385072786963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:40,984] Trial 3906 finished with value: 0.9953173943685671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:43,879] Trial 3907 finished with value: 0.9971549511650316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:45,646] Trial 3908 finished with value: 0.985387952458205 and parameters: {'classifier': 'SVC', 'svc_c': 0.12714039498242014, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:48,092] Trial 3909 finished with value: 0.9971692348420266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:48,848] Trial 3910 finished with value: 0.9940320452972292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:51,239] Trial 3911 finished with value: 0.9960480267062417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:52,650] Trial 3912 finished with value: 0.9966077393991339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:54,549] Trial 3913 finished with value: 0.9971885801122428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:00,173] Trial 3914 finished with value: 0.996861665764094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:02,658] Trial 3915 finished with value: 0.997551204747837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:05,431] Trial 3916 finished with value: 0.9973705197297811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:06,508] Trial 3917 finished with value: 0.9909115683949613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:07,595] Trial 3918 finished with value: 0.9942544140260333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:09,617] Trial 3919 finished with value: 0.9972237676446141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:10,652] Trial 3920 finished with value: 0.993930116944424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:17,971] Trial 3921 finished with value: 0.9969266559850277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:24,233] Trial 3922 finished with value: 0.9963368624525518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:25,617] Trial 3923 finished with value: 0.9975245709623838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:28,327] Trial 3924 finished with value: 0.9971512456056448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:30,047] Trial 3925 finished with value: 0.9972753780524197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:31,807] Trial 3926 finished with value: 0.9852235902142232 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004632232890232478, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:33,705] Trial 3927 finished with value: 0.9972840187612043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:34,557] Trial 3928 finished with value: 0.9971451249184513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:40,562] Trial 3929 finished with value: 0.9973340523980291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:41,572] Trial 3930 finished with value: 0.997053492818898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:44,511] Trial 3931 finished with value: 0.9975345969038779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:46,616] Trial 3932 finished with value: 0.9972447024761882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:54,803] Trial 3933 finished with value: 0.9970680195447884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:57,169] Trial 3934 finished with value: 0.9975938379615629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:00,677] Trial 3935 finished with value: 0.9971429292265367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:03,019] Trial 3936 finished with value: 0.99738373602921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:05,195] Trial 3937 finished with value: 0.9972673266213631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:07,063] Trial 3938 finished with value: 0.9973541216099147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:09,184] Trial 3939 finished with value: 0.9974022920411431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:10,488] Trial 3940 finished with value: 0.9974534991870966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:12,866] Trial 3941 finished with value: 0.997162153797491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:15,924] Trial 3942 finished with value: 0.9975081783966512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:17,753] Trial 3943 finished with value: 0.9972861150182548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:20,454] Trial 3944 finished with value: 0.9973785637341673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:21,121] Trial 3945 finished with value: 0.9941021611584815 and parameters: {'classifier': 'SVC', 'svc_c': 329.3824909883904, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:23,674] Trial 3946 finished with value: 0.9977341060239716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:25,836] Trial 3947 finished with value: 0.9975435229681887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:27,858] Trial 3948 finished with value: 0.9972248591112521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:32,959] Trial 3949 finished with value: 0.9972105548363551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:35,060] Trial 3950 finished with value: 0.9975218424862167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:37,871] Trial 3951 finished with value: 0.9977170819373561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:39,718] Trial 3952 finished with value: 0.9976899268250349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:42,011] Trial 3953 finished with value: 0.9973715101746595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:45,423] Trial 3954 finished with value: 0.9973416154144275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:48,478] Trial 3955 finished with value: 0.9972823222113606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:50,175] Trial 3956 finished with value: 0.9972504075554833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:54,407] Trial 3957 finished with value: 0.9972363752109777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:56,614] Trial 3958 finished with value: 0.9974330280780886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:59,254] Trial 3959 finished with value: 0.9973166797657136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:12,072] Trial 3960 finished with value: 0.9966888941171971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:14,711] Trial 3961 finished with value: 0.9972721727776684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:16,711] Trial 3962 finished with value: 0.9973968193468065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:18,219] Trial 3963 finished with value: 0.997079330522418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:20,140] Trial 3964 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.005613568230378e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:22,343] Trial 3965 finished with value: 0.9976450607225668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:25,304] Trial 3966 finished with value: 0.9968342157113986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:27,424] Trial 3967 finished with value: 0.9973011235255806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:30,144] Trial 3968 finished with value: 0.9972856816371284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:32,206] Trial 3969 finished with value: 0.9975931452182567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:35,876] Trial 3970 finished with value: 0.9972322421419774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:36,432] Trial 3971 finished with value: 0.9961980486210636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 27}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:45,244] Trial 3972 finished with value: 0.9968477758910549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:48,669] Trial 3973 finished with value: 0.9975614411116576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:51,186] Trial 3974 finished with value: 0.9973819066879613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:53,422] Trial 3975 finished with value: 0.9973631264159737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:02,868] Trial 3976 finished with value: 0.9970930692595417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:04,032] Trial 3977 finished with value: 0.9971816257971716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:05,837] Trial 3978 finished with value: 0.9975158258676217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:08,704] Trial 3979 finished with value: 0.9973892523631694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:11,194] Trial 3980 finished with value: 0.9973858883354051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:13,542] Trial 3981 finished with value: 0.9974473787220682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:22,752] Trial 3982 finished with value: 0.9969558999594669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:24,431] Trial 3983 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.201618885131402e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:26,484] Trial 3984 finished with value: 0.9972748762126268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:27,510] Trial 3985 finished with value: 0.9969546569760589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:29,648] Trial 3986 finished with value: 0.9972524166285021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:31,378] Trial 3987 finished with value: 0.9976438403682866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:34,551] Trial 3988 finished with value: 0.9974115878838138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:36,642] Trial 3989 finished with value: 0.9974262708871606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:39,099] Trial 3990 finished with value: 0.9976100430514762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:41,827] Trial 3991 finished with value: 0.9976108332301585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:43,994] Trial 3992 finished with value: 0.9975650591061577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:46,683] Trial 3993 finished with value: 0.9972801170615496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:48,325] Trial 3994 finished with value: 0.9973338685403309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:50,470] Trial 3995 finished with value: 0.9973528690099204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:52,094] Trial 3996 finished with value: 0.9971483908443437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:54,201] Trial 3997 finished with value: 0.9973763836255652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:57,537] Trial 3998 finished with value: 0.997482597992347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:02,058] Trial 3999 finished with value: 0.9970841196457038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:04,353] Trial 4000 finished with value: 0.9972722427280165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:06,944] Trial 4001 finished with value: 0.9974030244568338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:12,283] Trial 4002 finished with value: 0.9967353962135816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:18,658] Trial 4003 finished with value: 0.9968305285599982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:20,921] Trial 4004 finished with value: 0.9975459231474412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:21,989] Trial 4005 finished with value: 0.9874193491593033 and parameters: {'classifier': 'SVC', 'svc_c': 80737.7002959589, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:23,087] Trial 4006 finished with value: 0.9970248606561011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:25,661] Trial 4007 finished with value: 0.99705527782229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:30,105] Trial 4008 finished with value: 0.9973527248246068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:32,400] Trial 4009 finished with value: 0.9971347469400875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:34,050] Trial 4010 finished with value: 0.9973583072051518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:36,096] Trial 4011 finished with value: 0.99757560424808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:38,820] Trial 4012 finished with value: 0.9969943873138157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:40,709] Trial 4013 finished with value: 0.9974202307507761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:41,982] Trial 4014 finished with value: 0.9974633908455041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:44,324] Trial 4015 finished with value: 0.9974226955166703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:47,247] Trial 4016 finished with value: 0.9970485221230437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:49,706] Trial 4017 finished with value: 0.9972216227650893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:51,706] Trial 4018 finished with value: 0.9971564375147143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:06,107] Trial 4019 finished with value: 0.9963165438759272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:07,991] Trial 4020 finished with value: 0.9853874614093007 and parameters: {'classifier': 'SVC', 'svc_c': 0.03586731840123802, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:18,009] Trial 4021 finished with value: 0.9966855607482513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:20,444] Trial 4022 finished with value: 0.9972378493098281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:22,950] Trial 4023 finished with value: 0.997221632857744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:24,646] Trial 4024 finished with value: 0.9956166179002547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:31,377] Trial 4025 finished with value: 0.996842879493642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:32,935] Trial 4026 finished with value: 0.9967580560004267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:34,988] Trial 4027 finished with value: 0.9975489410733246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:42,302] Trial 4028 finished with value: 0.9968668535154973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:44,237] Trial 4029 finished with value: 0.9973502944308664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:47,414] Trial 4030 finished with value: 0.9973474551576641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:50,055] Trial 4031 finished with value: 0.9975164068617556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:51,969] Trial 4032 finished with value: 0.9972610577816176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:54,066] Trial 4033 finished with value: 0.9973188910409408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:56,058] Trial 4034 finished with value: 0.9975420212573587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:58,109] Trial 4035 finished with value: 0.9968888807658466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:08,683] Trial 4036 finished with value: 0.9966372170280478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:10,589] Trial 4037 finished with value: 0.9973258429121931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:11,999] Trial 4038 finished with value: 0.9917063848424577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:13,032] Trial 4039 finished with value: 0.988796899898682 and parameters: {'classifier': 'SVC', 'svc_c': 24859.3603570062, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:15,350] Trial 4040 finished with value: 0.9974196025623736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:30,749] Trial 4041 finished with value: 0.9963297817571332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 65, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:34,229] Trial 4042 finished with value: 0.9969970407933078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:35,321] Trial 4043 finished with value: 0.9971153533647762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:37,750] Trial 4044 finished with value: 0.9969596285605745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:41,949] Trial 4045 finished with value: 0.99741507822845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:43,512] Trial 4046 finished with value: 0.9975653533165599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:44,942] Trial 4047 finished with value: 0.9973054385480046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:56,567] Trial 4048 finished with value: 0.9964632967545418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:57,955] Trial 4049 finished with value: 0.9971037294513788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:06,190] Trial 4050 finished with value: 0.9970395973282494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:07,640] Trial 4051 finished with value: 0.9969263688521788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:16,250] Trial 4052 finished with value: 0.9962756663080289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:18,261] Trial 4053 finished with value: 0.9977204792264476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:24,050] Trial 4054 finished with value: 0.9970326993797017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:26,465] Trial 4055 finished with value: 0.9972407186388289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:29,598] Trial 4056 finished with value: 0.9976386168799992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:30,682] Trial 4057 finished with value: 0.994017991529636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:32,904] Trial 4058 finished with value: 0.997220877527284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:33,696] Trial 4059 finished with value: 0.9961070999338718 and parameters: {'classifier': 'SVC', 'svc_c': 10880.370545709644, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:34,680] Trial 4060 finished with value: 0.9970857652879439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:35,306] Trial 4061 finished with value: 0.9965213869322261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 66}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:36,959] Trial 4062 finished with value: 0.9955834896502717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:38,844] Trial 4063 finished with value: 0.9976435953516409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:40,911] Trial 4064 finished with value: 0.9972998254451652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:44,151] Trial 4065 finished with value: 0.9952090199832789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:45,699] Trial 4066 finished with value: 0.9974574586497429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:46,918] Trial 4067 finished with value: 0.9961691866440786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:49,213] Trial 4068 finished with value: 0.9973379735212831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:52,889] Trial 4069 finished with value: 0.9973303690551774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:55,788] Trial 4070 finished with value: 0.9976046469407102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:58,064] Trial 4071 finished with value: 0.9975440281721998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:00,300] Trial 4072 finished with value: 0.9974085115919186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:02,168] Trial 4073 finished with value: 0.9973547627156455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:05,307] Trial 4074 finished with value: 0.9974128455618732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:06,847] Trial 4075 finished with value: 0.9974256429843992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:19,618] Trial 4076 finished with value: 0.9952834665454814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 54, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:21,100] Trial 4077 finished with value: 0.9858888881016195 and parameters: {'classifier': 'SVC', 'svc_c': 0.5287488061590643, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:24,092] Trial 4078 finished with value: 0.9973420559048453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:30,168] Trial 4079 finished with value: 0.9969569792704863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:32,401] Trial 4080 finished with value: 0.9972182685760763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:34,298] Trial 4081 finished with value: 0.9972673256692257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:36,174] Trial 4082 finished with value: 0.9973212318385684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:37,179] Trial 4083 finished with value: 0.9894287552038596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:38,994] Trial 4084 finished with value: 0.9971004198858636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:41,155] Trial 4085 finished with value: 0.9975120417569139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:54,843] Trial 4086 finished with value: 0.9969819850917135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:56,051] Trial 4087 finished with value: 0.9975912271060806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:58,426] Trial 4088 finished with value: 0.9969729357256324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:00,384] Trial 4089 finished with value: 0.9974891934468985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:17,491] Trial 4090 finished with value: 0.9962158968776603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:19,654] Trial 4091 finished with value: 0.9973469597289286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:23,056] Trial 4092 finished with value: 0.997648931731665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:27,232] Trial 4093 finished with value: 0.9975923766848273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:29,892] Trial 4094 finished with value: 0.997303497679749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:34,368] Trial 4095 finished with value: 0.9973400425472091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:35,704] Trial 4096 finished with value: 0.9973259081335929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:00,446] Trial 4097 finished with value: 0.9903827961628764 and parameters: {'classifier': 'SVC', 'svc_c': 14473358.974834051, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:02,692] Trial 4098 finished with value: 0.9974468062654313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:04,410] Trial 4099 finished with value: 0.9975812296334897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:07,669] Trial 4100 finished with value: 0.9976850849533468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:09,567] Trial 4101 finished with value: 0.9971366264589681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:12,000] Trial 4102 finished with value: 0.9974705194016872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:13,199] Trial 4103 finished with value: 0.9965919930171973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:15,229] Trial 4104 finished with value: 0.9972583685335037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:15,667] Trial 4105 finished with value: 0.993393654585621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 7}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:17,820] Trial 4106 finished with value: 0.9975525966137692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:18,538] Trial 4107 finished with value: 0.9943072338702789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:19,925] Trial 4108 finished with value: 0.9973549328943054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:21,344] Trial 4109 finished with value: 0.9972793106013206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:22,286] Trial 4110 finished with value: 0.9970995220204611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:25,168] Trial 4111 finished with value: 0.9971474262341221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:28,247] Trial 4112 finished with value: 0.9975052872002323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:30,876] Trial 4113 finished with value: 0.9973585771677929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:32,597] Trial 4114 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.365035622850787e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:34,665] Trial 4115 finished with value: 0.9973869325442987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:36,781] Trial 4116 finished with value: 0.9974379727171208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:38,247] Trial 4117 finished with value: 0.9973578999443231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:40,112] Trial 4118 finished with value: 0.9974327058431139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:47,484] Trial 4119 finished with value: 0.9968264236425218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:49,338] Trial 4120 finished with value: 0.9973670673754201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:01,120] Trial 4121 finished with value: 0.9966507362023278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:04,722] Trial 4122 finished with value: 0.997333666465074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:06,504] Trial 4123 finished with value: 0.9974046461369541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:09,097] Trial 4124 finished with value: 0.9974338266673164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:11,008] Trial 4125 finished with value: 0.9972824354522144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:13,392] Trial 4126 finished with value: 0.9976164448730542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:15,940] Trial 4127 finished with value: 0.997246432287359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:17,737] Trial 4128 finished with value: 0.9977761605604307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:19,157] Trial 4129 finished with value: 0.9974082866653683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:20,929] Trial 4130 finished with value: 0.9973795834413964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:22,393] Trial 4131 finished with value: 0.9973187529810432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:23,967] Trial 4132 finished with value: 0.997454104048137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:25,670] Trial 4133 finished with value: 0.9853374787752935 and parameters: {'classifier': 'SVC', 'svc_c': 0.0023583792645445606, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:27,422] Trial 4134 finished with value: 0.9974754933348082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:28,874] Trial 4135 finished with value: 0.9972782715974438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:30,474] Trial 4136 finished with value: 0.9973303972701771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:32,322] Trial 4137 finished with value: 0.9975276403036775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:34,190] Trial 4138 finished with value: 0.9972585343323322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:35,869] Trial 4139 finished with value: 0.9976076101504411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:37,594] Trial 4140 finished with value: 0.9975214459845385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:39,456] Trial 4141 finished with value: 0.9976346195222913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:41,224] Trial 4142 finished with value: 0.9976680378250107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:42,795] Trial 4143 finished with value: 0.9977112844690121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:43,614] Trial 4144 finished with value: 0.9977382433141136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:44,318] Trial 4145 finished with value: 0.9972988897799149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 29}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:45,026] Trial 4146 finished with value: 0.9965598775555796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 18}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:45,509] Trial 4147 finished with value: 0.9942373048818259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 12}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:48,717] Trial 4148 finished with value: 0.9967834304574493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:49,701] Trial 4149 finished with value: 0.9972599244209417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:51,052] Trial 4150 finished with value: 0.9975282871857075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:53,154] Trial 4151 finished with value: 0.9966901231676638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 37}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:54,847] Trial 4152 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.2106877855362601e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:55,846] Trial 4153 finished with value: 0.9972467743585257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:57,454] Trial 4154 finished with value: 0.9971556110278658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 49}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:59,370] Trial 4155 finished with value: 0.997515395279431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:00,205] Trial 4156 finished with value: 0.9971018186071837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:01,239] Trial 4157 finished with value: 0.9968228668704454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 23}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:02,745] Trial 4158 finished with value: 0.9974786276753361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:08,412] Trial 4159 finished with value: 0.9955432400486104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 64, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:09,576] Trial 4160 finished with value: 0.9972848965365113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:10,842] Trial 4161 finished with value: 0.997406380010577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:13,549] Trial 4162 finished with value: 0.9961806128303125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 35}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:15,041] Trial 4163 finished with value: 0.9971846040506708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:15,723] Trial 4164 finished with value: 0.9973023986594892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 28}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:17,103] Trial 4165 finished with value: 0.9973636557090568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:17,685] Trial 4166 finished with value: 0.9977276888095085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 30}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:21,367] Trial 4167 finished with value: 0.9974437487941151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:22,989] Trial 4168 finished with value: 0.9974891541871069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:23,431] Trial 4169 finished with value: 0.9965974293716301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 15}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:25,118] Trial 4170 finished with value: 0.9974882210291515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:39,348] Trial 4171 finished with value: 0.9901536369183416 and parameters: {'classifier': 'SVC', 'svc_c': 77184100.3093215, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:45,023] Trial 4172 finished with value: 0.9971497829007033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:46,912] Trial 4173 finished with value: 0.9973405020168955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:48,417] Trial 4174 finished with value: 0.9967142533717621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 33}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:49,010] Trial 4175 finished with value: 0.9953855601258329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 10}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:50,674] Trial 4176 finished with value: 0.9973587611841803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:51,033] Trial 4177 finished with value: 0.9893664703856345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 3}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:51,837] Trial 4178 finished with value: 0.9968212009794201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 3, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:53,655] Trial 4179 finished with value: 0.9972928980121015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:55,605] Trial 4180 finished with value: 0.9974906153686289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:58,871] Trial 4181 finished with value: 0.9955420838683793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 32}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:59,805] Trial 4182 finished with value: 0.9952196782391033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:01,996] Trial 4183 finished with value: 0.9971001146941454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:04,037] Trial 4184 finished with value: 0.9976711757836602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:04,632] Trial 4185 finished with value: 0.9957208996823746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 20}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:05,165] Trial 4186 finished with value: 0.996714141241735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 14}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:06,339] Trial 4187 finished with value: 0.9969714217004944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:07,312] Trial 4188 finished with value: 0.9964207586593247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:08,592] Trial 4189 finished with value: 0.9867152120076401 and parameters: {'classifier': 'SVC', 'svc_c': 757508.872693144, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:09,105] Trial 4190 finished with value: 0.996139663852122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 17}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:10,995] Trial 4191 finished with value: 0.9941888538557574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 47, 'rf_n_estimators': 35}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:11,715] Trial 4192 finished with value: 0.9969063736213554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 38}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:16,083] Trial 4193 finished with value: 0.9958547607816645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 56}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:16,665] Trial 4194 finished with value: 0.9958661065757785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 20}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:17,579] Trial 4195 finished with value: 0.9973094467283391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:19,133] Trial 4196 finished with value: 0.9972805227354828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:20,031] Trial 4197 finished with value: 0.9973026853162693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:21,722] Trial 4198 finished with value: 0.9937292763238982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:24,600] Trial 4199 finished with value: 0.9951256504353427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 55, 'rf_n_estimators': 32}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:25,536] Trial 4200 finished with value: 0.9972485319403656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:26,744] Trial 4201 finished with value: 0.9972083623817071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 44}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:27,965] Trial 4202 finished with value: 0.9974453602863669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:28,882] Trial 4203 finished with value: 0.9961997302540909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:29,606] Trial 4204 finished with value: 0.9961649289085778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 20}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:30,270] Trial 4205 finished with value: 0.9958978982155262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 23}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:30,684] Trial 4206 finished with value: 0.9922472738776428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 6}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:31,446] Trial 4207 finished with value: 0.9963478938826925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 21}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:32,161] Trial 4208 finished with value: 0.9973154830244364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 25}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:33,574] Trial 4209 finished with value: 0.9972804225706469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 47}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:34,364] Trial 4210 finished with value: 0.991386122251908 and parameters: {'classifier': 'SVC', 'svc_c': 16.823140945750374, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:35,886] Trial 4211 finished with value: 0.9975372011896133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:37,223] Trial 4212 finished with value: 0.9975122281219065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:38,301] Trial 4213 finished with value: 0.9967562289760452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 52}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:39,120] Trial 4214 finished with value: 0.9967523705351583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 25}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:41,206] Trial 4215 finished with value: 0.9971768522254608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:42,164] Trial 4216 finished with value: 0.9970352386662027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:45,376] Trial 4217 finished with value: 0.9972741699489718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:46,444] Trial 4218 finished with value: 0.9963999128208431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:47,698] Trial 4219 finished with value: 0.9970315560850609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 25}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:49,677] Trial 4220 finished with value: 0.9971197738840045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:50,524] Trial 4221 finished with value: 0.9963100908611047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:52,367] Trial 4222 finished with value: 0.9973979332521449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:55,054] Trial 4223 finished with value: 0.9972548563214493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:55,986] Trial 4224 finished with value: 0.9967725739666546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 27}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:57,031] Trial 4225 finished with value: 0.9971754710234654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:57,546] Trial 4226 finished with value: 0.9961428422766035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 16}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:58,644] Trial 4227 finished with value: 0.9872727497334713 and parameters: {'classifier': 'SVC', 'svc_c': 2.134388379933828, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:01,554] Trial 4228 finished with value: 0.9970659261758875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:03,232] Trial 4229 finished with value: 0.9872756582270498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 62, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:04,969] Trial 4230 finished with value: 0.9975766824482726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:06,532] Trial 4231 finished with value: 0.9974345902178943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:07,720] Trial 4232 finished with value: 0.996349643371366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 44}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:08,632] Trial 4233 finished with value: 0.9968978343469229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:11,984] Trial 4234 finished with value: 0.9967874100419292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:13,560] Trial 4235 finished with value: 0.9966787261485671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:16,443] Trial 4236 finished with value: 0.9970068399039773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:18,551] Trial 4237 finished with value: 0.9975322106575669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:19,330] Trial 4238 finished with value: 0.9952617034179981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:20,405] Trial 4239 finished with value: 0.9914252717859583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:22,357] Trial 4240 finished with value: 0.9974261913519644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:24,269] Trial 4241 finished with value: 0.9972037395015807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:26,337] Trial 4242 finished with value: 0.9967656835717292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:26,922] Trial 4243 finished with value: 0.9927251583105994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 13}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:29,037] Trial 4244 finished with value: 0.9971362924174918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 73}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:29,768] Trial 4245 finished with value: 0.9929962256528883 and parameters: {'classifier': 'SVC', 'svc_c': 88.5153023750479, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:31,331] Trial 4246 finished with value: 0.9974038739536653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:32,431] Trial 4247 finished with value: 0.9960837575281131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:34,789] Trial 4248 finished with value: 0.9971504030911532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:37,954] Trial 4249 finished with value: 0.9956789791116231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 49, 'rf_n_estimators': 52}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:38,822] Trial 4250 finished with value: 0.9975258378444365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:41,435] Trial 4251 finished with value: 0.9973739717032871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:47,729] Trial 4252 finished with value: 0.9965070872275881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 45, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:48,142] Trial 4253 finished with value: 0.9921937576719695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 5}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:57,950] Trial 4254 finished with value: 0.9965143021426174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:59,843] Trial 4255 finished with value: 0.9973364517838337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:01,125] Trial 4256 finished with value: 0.9974004871698211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 56}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:03,899] Trial 4257 finished with value: 0.9971476600472863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 24, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:05,029] Trial 4258 finished with value: 0.9942826492428215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:08,443] Trial 4259 finished with value: 0.9970802400038945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:09,706] Trial 4260 finished with value: 0.9973025195174409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:12,553] Trial 4261 finished with value: 0.9973921030302805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:14,855] Trial 4262 finished with value: 0.9973948699410538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:16,684] Trial 4263 finished with value: 0.9972572361249652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:18,508] Trial 4264 finished with value: 0.997351565756226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:29,272] Trial 4265 finished with value: 0.9971096626627528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:30,979] Trial 4266 finished with value: 0.9852047441178154 and parameters: {'classifier': 'SVC', 'svc_c': 1.0109382369168252e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:32,815] Trial 4267 finished with value: 0.9974127104853391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:35,709] Trial 4268 finished with value: 0.9974337484016363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:36,585] Trial 4269 finished with value: 0.9968015737813717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:39,244] Trial 4270 finished with value: 0.9967886797803932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:41,585] Trial 4271 finished with value: 0.9973867746482089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:43,907] Trial 4272 finished with value: 0.9974537262083487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:46,076] Trial 4273 finished with value: 0.9970145767171571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:47,933] Trial 4274 finished with value: 0.9973928098652177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:51,013] Trial 4275 finished with value: 0.9972170849425551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:53,346] Trial 4276 finished with value: 0.9973784415114855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:55,525] Trial 4277 finished with value: 0.9975812969813292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:57,281] Trial 4278 finished with value: 0.997457475788213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:04:06,908] Trial 4279 finished with value: 0.9963855743959577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:04:08,763] Trial 4280 finished with value: 0.9973751168387266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:04:10,129] Trial 4281 finished with value: 0.996811924814252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:04:12,989] Trial 4282 finished with value: 0.9970902598834482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:04:15,697] Trial 4283 finished with value: 0.9975594281666144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:14,637] Trial 4284 finished with value: 0.98971895130036 and parameters: {'classifier': 'SVC', 'svc_c': 1311033641.1485045, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:16,432] Trial 4285 finished with value: 0.9967650853439111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:18,093] Trial 4286 finished with value: 0.9973610602147217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:18,861] Trial 4287 finished with value: 0.9752365392728541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 2}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:20,703] Trial 4288 finished with value: 0.9975747983908715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:34,862] Trial 4289 finished with value: 0.9963282385013826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:37,089] Trial 4290 finished with value: 0.9971603914549648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:40,922] Trial 4291 finished with value: 0.9969738703117937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:41,375] Trial 4292 finished with value: 0.9949503508641158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 7}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:42,369] Trial 4293 finished with value: 0.9932674850729931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 8}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:43,738] Trial 4294 finished with value: 0.9972007369368444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:50,390] Trial 4295 finished with value: 0.9935938987873896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 69, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:52,357] Trial 4296 finished with value: 0.9974303746303345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:53,016] Trial 4297 finished with value: 0.991228772117727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:55,240] Trial 4298 finished with value: 0.9975049224999375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:56,760] Trial 4299 finished with value: 0.9974799450206615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:57,792] Trial 4300 finished with value: 0.9972848614978614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:58,714] Trial 4301 finished with value: 0.9970778763232357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:00,049] Trial 4302 finished with value: 0.9870612762474469 and parameters: {'classifier': 'SVC', 'svc_c': 214510.7305411737, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:02,048] Trial 4303 finished with value: 0.9972668674373177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:09,718] Trial 4304 finished with value: 0.9963833635015854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:12,620] Trial 4305 finished with value: 0.9974068026325528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:13,846] Trial 4306 finished with value: 0.9968884787417727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:14,582] Trial 4307 finished with value: 0.9894244132359523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:15,988] Trial 4308 finished with value: 0.9957101737930693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:17,963] Trial 4309 finished with value: 0.9972170773254572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:22,014] Trial 4310 finished with value: 0.9970617292502174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:28,341] Trial 4311 finished with value: 0.9968988461514132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:30,753] Trial 4312 finished with value: 0.9970374089677914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:31,283] Trial 4313 finished with value: 0.9939696300996802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 47}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:33,615] Trial 4314 finished with value: 0.9971639291208211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:34,862] Trial 4315 finished with value: 0.9965240728795975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 39}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:35,749] Trial 4316 finished with value: 0.9936865963919725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:37,805] Trial 4317 finished with value: 0.9974526192218739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:40,349] Trial 4318 finished with value: 0.9974958751650824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:42,675] Trial 4319 finished with value: 0.997713064362601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:43,460] Trial 4320 finished with value: 0.9952708542819074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 10}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:45,082] Trial 4321 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.9400731502258762e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:48,269] Trial 4322 finished with value: 0.9973968035413284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:49,976] Trial 4323 finished with value: 0.9975627106596944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:04,481] Trial 4324 finished with value: 0.9966121925131931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:16,780] Trial 4325 finished with value: 0.9962193638314586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:18,911] Trial 4326 finished with value: 0.997552063988206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:21,162] Trial 4327 finished with value: 0.9977331630907406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:32,515] Trial 4328 finished with value: 0.9963449671715553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:34,520] Trial 4329 finished with value: 0.9972657724160343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:36,814] Trial 4330 finished with value: 0.9971309662570739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:41,684] Trial 4331 finished with value: 0.9971377854003971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:42,737] Trial 4332 finished with value: 0.9973245921212598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 37}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:43,523] Trial 4333 finished with value: 0.9970016870007962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 30}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:44,911] Trial 4334 finished with value: 0.9963693224608932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:47,066] Trial 4335 finished with value: 0.9974091043925543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:54,492] Trial 4336 finished with value: 0.9966792212281858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:56,244] Trial 4337 finished with value: 0.9975427880769412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:58,446] Trial 4338 finished with value: 0.9970770106400716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:59,211] Trial 4339 finished with value: 0.9930927595452986 and parameters: {'classifier': 'SVC', 'svc_c': 2049.3492352011167, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:04,730] Trial 4340 finished with value: 0.997044028352725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:07,178] Trial 4341 finished with value: 0.9973287694963789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:08,725] Trial 4342 finished with value: 0.9972313567178347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:12,067] Trial 4343 finished with value: 0.9961335965798268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:15,426] Trial 4344 finished with value: 0.9974341928910307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:17,447] Trial 4345 finished with value: 0.9974837160553514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:18,948] Trial 4346 finished with value: 0.9973031322494824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:27,149] Trial 4347 finished with value: 0.9960700557339135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 66}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:31,493] Trial 4348 finished with value: 0.997134650044256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:34,268] Trial 4349 finished with value: 0.9972995342181262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:36,145] Trial 4350 finished with value: 0.9974960735904799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:38,119] Trial 4351 finished with value: 0.9974220499041565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:41,059] Trial 4352 finished with value: 0.9973590547915623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:43,749] Trial 4353 finished with value: 0.9973453574406698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:44,816] Trial 4354 finished with value: 0.997167080980674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:46,645] Trial 4355 finished with value: 0.9975008626185519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:48,305] Trial 4356 finished with value: 0.997364905833494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:49,431] Trial 4357 finished with value: 0.9970203649180321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:11:50,991] Trial 4358 finished with value: 0.9894496567423688 and parameters: {'classifier': 'SVC', 'svc_c': 363406413.2999605, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:11:53,390] Trial 4359 finished with value: 0.9972801760623194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:11:55,538] Trial 4360 finished with value: 0.9972344026365526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:11:58,140] Trial 4361 finished with value: 0.9973760474259113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:11:58,665] Trial 4362 finished with value: 0.9971692186239558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 18}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:00,744] Trial 4363 finished with value: 0.9974507406551307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:02,868] Trial 4364 finished with value: 0.9972403730764924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:05,334] Trial 4365 finished with value: 0.996987019549024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:07,269] Trial 4366 finished with value: 0.9974702443609811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:10,034] Trial 4367 finished with value: 0.9972064690568369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:12,940] Trial 4368 finished with value: 0.9974186085945874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:19,602] Trial 4369 finished with value: 0.9969835800485157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:21,356] Trial 4370 finished with value: 0.997651754342466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:23,692] Trial 4371 finished with value: 0.9975298844276388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:25,804] Trial 4372 finished with value: 0.9973727540149913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:28,028] Trial 4373 finished with value: 0.9975412868739179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:29,467] Trial 4374 finished with value: 0.9972788839803685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:31,797] Trial 4375 finished with value: 0.9970866675649154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:33,486] Trial 4376 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.2569113251805676e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:35,841] Trial 4377 finished with value: 0.9970127099569154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:37,564] Trial 4378 finished with value: 0.9973371590631017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:39,805] Trial 4379 finished with value: 0.9973998462862556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:40,924] Trial 4380 finished with value: 0.990288604305872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:42,599] Trial 4381 finished with value: 0.9973838235306208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:48,458] Trial 4382 finished with value: 0.9968312614517575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:50,564] Trial 4383 finished with value: 0.9974478347323227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:53,311] Trial 4384 finished with value: 0.9973379616830437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:54,577] Trial 4385 finished with value: 0.9943217559624348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:56,189] Trial 4386 finished with value: 0.9974676698771409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:58,390] Trial 4387 finished with value: 0.9976213671368616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:02,819] Trial 4388 finished with value: 0.9964226766762868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:04,277] Trial 4389 finished with value: 0.9972480814842447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:08,743] Trial 4390 finished with value: 0.9959738003416412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:10,790] Trial 4391 finished with value: 0.997248157972602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:12,431] Trial 4392 finished with value: 0.9973204292821022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:14,832] Trial 4393 finished with value: 0.9974655965983353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:16,936] Trial 4394 finished with value: 0.9974354586305184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:18,107] Trial 4395 finished with value: 0.9955839956794684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 23}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:21,050] Trial 4396 finished with value: 0.9972961544800976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:22,760] Trial 4397 finished with value: 0.985270129602649 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009720401487030105, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:27,214] Trial 4398 finished with value: 0.997134804449176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:27,995] Trial 4399 finished with value: 0.9905487450165906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:30,149] Trial 4400 finished with value: 0.9975179817284623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:32,557] Trial 4401 finished with value: 0.9976047011490561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:36,666] Trial 4402 finished with value: 0.9972175928125505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:44,600] Trial 4403 finished with value: 0.9962672245324482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 50, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:46,544] Trial 4404 finished with value: 0.9975007426175236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:48,742] Trial 4405 finished with value: 0.9971775828638286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:50,704] Trial 4406 finished with value: 0.9975273821792761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:53,000] Trial 4407 finished with value: 0.9973872630946051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:54,896] Trial 4408 finished with value: 0.9974430013346561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:57,069] Trial 4409 finished with value: 0.9975222959574385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:58,533] Trial 4410 finished with value: 0.99613127609446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:00,345] Trial 4411 finished with value: 0.997139266576801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:11,089] Trial 4412 finished with value: 0.996000043211288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:11,736] Trial 4413 finished with value: 0.9953133495626875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 12}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:13,460] Trial 4414 finished with value: 0.9852051536955116 and parameters: {'classifier': 'SVC', 'svc_c': 2.7077786249609954e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:15,878] Trial 4415 finished with value: 0.9973980366225096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:17,622] Trial 4416 finished with value: 0.9975643831522043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:19,743] Trial 4417 finished with value: 0.9974002589107908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:23,139] Trial 4418 finished with value: 0.9969392676455812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:25,475] Trial 4419 finished with value: 0.997297972586127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:26,492] Trial 4420 finished with value: 0.9961416856520416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 49}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:28,455] Trial 4421 finished with value: 0.9973162997042717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:31,026] Trial 4422 finished with value: 0.9972110781627114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:32,029] Trial 4423 finished with value: 0.9972678296037207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 45}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:33,610] Trial 4424 finished with value: 0.9973191918210897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:36,472] Trial 4425 finished with value: 0.9971923461640811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:38,813] Trial 4426 finished with value: 0.9973055965710458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:41,578] Trial 4427 finished with value: 0.9973019972384355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:44,849] Trial 4428 finished with value: 0.9973247222149424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:46,948] Trial 4429 finished with value: 0.9973620392022154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:49,073] Trial 4430 finished with value: 0.9973460863651908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:50,604] Trial 4431 finished with value: 0.9968228666482798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:57,978] Trial 4432 finished with value: 0.9969608873494605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:59,832] Trial 4433 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.051791700059087e-05, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:00,592] Trial 4434 finished with value: 0.9962341647411316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:02,357] Trial 4435 finished with value: 0.9974924191608622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:03,616] Trial 4436 finished with value: 0.9972873839315334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:05,631] Trial 4437 finished with value: 0.9974148306727718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:07,000] Trial 4438 finished with value: 0.9970311934159923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 53}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:08,416] Trial 4439 finished with value: 0.9975357292806786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:09,926] Trial 4440 finished with value: 0.9974238378274359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:14,534] Trial 4441 finished with value: 0.9970658908515965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:20,679] Trial 4442 finished with value: 0.9970506737627427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:22,167] Trial 4443 finished with value: 0.9970940365674856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:22,866] Trial 4444 finished with value: 0.9967970865807998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 26}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:25,381] Trial 4445 finished with value: 0.9932737337909056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:27,057] Trial 4446 finished with value: 0.9972758070854529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:29,570] Trial 4447 finished with value: 0.9974707010694696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:31,078] Trial 4448 finished with value: 0.9972812403613086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:33,138] Trial 4449 finished with value: 0.9975239069101459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:34,498] Trial 4450 finished with value: 0.9917838612957346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:36,189] Trial 4451 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001415426887335484, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:39,466] Trial 4452 finished with value: 0.9973065647041753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:40,392] Trial 4453 finished with value: 0.996699733056929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:41,538] Trial 4454 finished with value: 0.9971587132178937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:43,762] Trial 4455 finished with value: 0.9975406786169211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:46,513] Trial 4456 finished with value: 0.99743889019655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:50,104] Trial 4457 finished with value: 0.9966504264403508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:50,866] Trial 4458 finished with value: 0.9959666442686922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 33}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:52,961] Trial 4459 finished with value: 0.9976313712426754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:54,454] Trial 4460 finished with value: 0.9976187703412723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:56,653] Trial 4461 finished with value: 0.9972265021827219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:58,785] Trial 4462 finished with value: 0.9974103896508552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:02,587] Trial 4463 finished with value: 0.9974081873257177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:04,489] Trial 4464 finished with value: 0.9966256558922315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:11,704] Trial 4465 finished with value: 0.996066281176316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 54, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:13,846] Trial 4466 finished with value: 0.997545836376002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:15,829] Trial 4467 finished with value: 0.9970910617734186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:17,975] Trial 4468 finished with value: 0.9975907927728169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:19,940] Trial 4469 finished with value: 0.9972909527005389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:34,249] Trial 4470 finished with value: 0.9921238031345009 and parameters: {'classifier': 'SVC', 'svc_c': 4789607.435559217, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:36,745] Trial 4471 finished with value: 0.997304922838746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:38,587] Trial 4472 finished with value: 0.9974059644978923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:39,649] Trial 4473 finished with value: 0.9972868870111163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:41,952] Trial 4474 finished with value: 0.9975311892682286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:43,658] Trial 4475 finished with value: 0.997470612806349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:45,936] Trial 4476 finished with value: 0.997433883668598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:48,095] Trial 4477 finished with value: 0.9971176049154078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:50,158] Trial 4478 finished with value: 0.9974228387815846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:52,742] Trial 4479 finished with value: 0.9973797260398148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:54,859] Trial 4480 finished with value: 0.997181380145768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:05,484] Trial 4481 finished with value: 0.9968951931182634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:07,624] Trial 4482 finished with value: 0.997276855293323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:08,094] Trial 4483 finished with value: 0.9958432478239915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 16}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:10,670] Trial 4484 finished with value: 0.9975487751792822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:12,701] Trial 4485 finished with value: 0.9972268303526851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:15,947] Trial 4486 finished with value: 0.9968260080663613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:17,938] Trial 4487 finished with value: 0.9972001727003255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:21,139] Trial 4488 finished with value: 0.9972700145364847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:22,117] Trial 4489 finished with value: 0.9890048632990919 and parameters: {'classifier': 'SVC', 'svc_c': 5.749150356303627, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:23,509] Trial 4490 finished with value: 0.9969543241088853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:25,195] Trial 4491 finished with value: 0.9976166685935639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:27,715] Trial 4492 finished with value: 0.9972301606747918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:29,828] Trial 4493 finished with value: 0.9974139390597371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:39,610] Trial 4494 finished with value: 0.9966160847866895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 62, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:40,374] Trial 4495 finished with value: 0.9891322107324175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:41,850] Trial 4496 finished with value: 0.9961833701562376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:44,550] Trial 4497 finished with value: 0.9973385153508394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:46,505] Trial 4498 finished with value: 0.9974155365555717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:49,806] Trial 4499 finished with value: 0.9975337876189755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:51,644] Trial 4500 finished with value: 0.9972230500505262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:53,657] Trial 4501 finished with value: 0.9974016592190061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:56,248] Trial 4502 finished with value: 0.9974473426995433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:58,773] Trial 4503 finished with value: 0.9971747397503394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:00,185] Trial 4504 finished with value: 0.9955078730066346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:01,943] Trial 4505 finished with value: 0.9974237465174762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:05,902] Trial 4506 finished with value: 0.9967585261657881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:07,405] Trial 4507 finished with value: 0.9861089590693987 and parameters: {'classifier': 'SVC', 'svc_c': 0.3574588792243643, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:08,938] Trial 4508 finished with value: 0.9953676145608118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:11,676] Trial 4509 finished with value: 0.9971708032659379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:13,584] Trial 4510 finished with value: 0.9974357033297849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:24,946] Trial 4511 finished with value: 0.9966558008106503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:29,625] Trial 4512 finished with value: 0.997307036805549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:31,629] Trial 4513 finished with value: 0.9973668680296234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:33,074] Trial 4514 finished with value: 0.997468879599222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:35,254] Trial 4515 finished with value: 0.9977547356320894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:37,388] Trial 4516 finished with value: 0.997099032653666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:39,033] Trial 4517 finished with value: 0.9973845538833475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:41,180] Trial 4518 finished with value: 0.9975064345255874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:43,527] Trial 4519 finished with value: 0.9970993427012841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:45,382] Trial 4520 finished with value: 0.9973160329788971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:54,154] Trial 4521 finished with value: 0.9964611429566652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:56,395] Trial 4522 finished with value: 0.9972038881302013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:59,787] Trial 4523 finished with value: 0.9973459266600404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:02,804] Trial 4524 finished with value: 0.9973324267189324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:03,666] Trial 4525 finished with value: 0.9971794652073828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:06,221] Trial 4526 finished with value: 0.9970644140867618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:06,948] Trial 4527 finished with value: 0.9928845518264772 and parameters: {'classifier': 'SVC', 'svc_c': 835.7979064485228, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:09,091] Trial 4528 finished with value: 0.9974263206204617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:22,582] Trial 4529 finished with value: 0.9966427582762648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:25,154] Trial 4530 finished with value: 0.9972583921782449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:30,402] Trial 4531 finished with value: 0.9972168094575182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:31,934] Trial 4532 finished with value: 0.9972193080877597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:33,980] Trial 4533 finished with value: 0.997345375245636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:34,927] Trial 4534 finished with value: 0.9970186275849771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:36,440] Trial 4535 finished with value: 0.9971108732417576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:38,677] Trial 4536 finished with value: 0.9971454705442637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:40,866] Trial 4537 finished with value: 0.9974866287065957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:47,240] Trial 4538 finished with value: 0.9969967105603805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:50,006] Trial 4539 finished with value: 0.9975170291786454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:51,886] Trial 4540 finished with value: 0.9975330363192297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:54,427] Trial 4541 finished with value: 0.9973958916477711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:01,739] Trial 4542 finished with value: 0.9963805396530062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:03,817] Trial 4543 finished with value: 0.9971421551072356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:05,613] Trial 4544 finished with value: 0.9973363545388851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:07,295] Trial 4545 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.449850109678618e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:10,363] Trial 4546 finished with value: 0.9975001461987665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:12,411] Trial 4547 finished with value: 0.9973171807803208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:15,546] Trial 4548 finished with value: 0.9968720072121261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 73}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:18,178] Trial 4549 finished with value: 0.9970025514779198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:20,226] Trial 4550 finished with value: 0.9968550543136372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:21,998] Trial 4551 finished with value: 0.9972567454251778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:24,037] Trial 4552 finished with value: 0.9972110504237802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:26,155] Trial 4553 finished with value: 0.9975330724369685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:28,486] Trial 4554 finished with value: 0.9973285608513751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:30,572] Trial 4555 finished with value: 0.9968923965008086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:41,067] Trial 4556 finished with value: 0.997055344376682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:42,915] Trial 4557 finished with value: 0.9974286817620879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:47,630] Trial 4558 finished with value: 0.9973027787844068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:51,198] Trial 4559 finished with value: 0.9973433307213746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:53,634] Trial 4560 finished with value: 0.9974353964559577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:55,631] Trial 4561 finished with value: 0.9971983969961403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:58,279] Trial 4562 finished with value: 0.9972836151184973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:01,429] Trial 4563 finished with value: 0.9972235153282497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:03,159] Trial 4564 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 5.980005414745758e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:04,785] Trial 4565 finished with value: 0.99724912794653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:07,116] Trial 4566 finished with value: 0.9975119332132704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:09,016] Trial 4567 finished with value: 0.9974808652295507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:11,304] Trial 4568 finished with value: 0.9975671430171621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:14,030] Trial 4569 finished with value: 0.9975756988587823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:16,078] Trial 4570 finished with value: 0.9974612288275093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:17,390] Trial 4571 finished with value: 0.9971903269666701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:19,481] Trial 4572 finished with value: 0.9972582446921888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:21,882] Trial 4573 finished with value: 0.9973110130258105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:24,196] Trial 4574 finished with value: 0.9971742814866934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:25,163] Trial 4575 finished with value: 0.9971040136960779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:26,719] Trial 4576 finished with value: 0.9976316877013508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:29,381] Trial 4577 finished with value: 0.9973278613161566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:37,968] Trial 4578 finished with value: 0.9971455778183907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:38,401] Trial 4579 finished with value: 0.9886073287743408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 42}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:44,387] Trial 4580 finished with value: 0.9968785680406205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:52,885] Trial 4581 finished with value: 0.9960955715833139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:56,088] Trial 4582 finished with value: 0.997479963016055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:57,972] Trial 4583 finished with value: 0.9968529618968734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:59,635] Trial 4584 finished with value: 0.9853813983264091 and parameters: {'classifier': 'SVC', 'svc_c': 0.009910924871788986, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:01,519] Trial 4585 finished with value: 0.9973765552006931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:03,376] Trial 4586 finished with value: 0.9976542882335226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:06,219] Trial 4587 finished with value: 0.9974117942119504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:07,266] Trial 4588 finished with value: 0.9973607950762426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:09,731] Trial 4589 finished with value: 0.9972813470641535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:11,984] Trial 4590 finished with value: 0.997143414499142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:13,770] Trial 4591 finished with value: 0.9972584977702629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:16,483] Trial 4592 finished with value: 0.996661182258503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:17,700] Trial 4593 finished with value: 0.9972495578047487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:19,003] Trial 4594 finished with value: 0.9974290289113198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:20,714] Trial 4595 finished with value: 0.9971348296173366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:27,287] Trial 4596 finished with value: 0.9968871101714646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:28,658] Trial 4597 finished with value: 0.9956893145294529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:30,705] Trial 4598 finished with value: 0.9972929280044242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:32,431] Trial 4599 finished with value: 0.9976651887130569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:34,157] Trial 4600 finished with value: 0.997164841839564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:48,956] Trial 4601 finished with value: 0.996521601734384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:50,108] Trial 4602 finished with value: 0.9879903940942233 and parameters: {'classifier': 'SVC', 'svc_c': 48423.609632257445, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:51,511] Trial 4603 finished with value: 0.9962704984562935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:56,614] Trial 4604 finished with value: 0.9966899461336162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:58,913] Trial 4605 finished with value: 0.9975179658595087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:02,649] Trial 4606 finished with value: 0.9971476283411166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:03,803] Trial 4607 finished with value: 0.9971045901834295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:05,640] Trial 4608 finished with value: 0.9973615549769613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:07,567] Trial 4609 finished with value: 0.997262055050146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:09,595] Trial 4610 finished with value: 0.9974195581293032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:11,407] Trial 4611 finished with value: 0.9971536118570743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:13,470] Trial 4612 finished with value: 0.9971541969136605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:16,363] Trial 4613 finished with value: 0.9975085371936951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:18,945] Trial 4614 finished with value: 0.9974403172280836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:22,333] Trial 4615 finished with value: 0.9965644903747893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:27,409] Trial 4616 finished with value: 0.9962008236250032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 37, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:31,802] Trial 4617 finished with value: 0.9946606474351533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 57, 'rf_n_estimators': 37}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:37,344] Trial 4618 finished with value: 0.9974131685268196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:41,285] Trial 4619 finished with value: 0.9971247751117257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:42,027] Trial 4620 finished with value: 0.992440988481018 and parameters: {'classifier': 'SVC', 'svc_c': 51.25445665935382, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:44,212] Trial 4621 finished with value: 0.9973133129450132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:45,408] Trial 4622 finished with value: 0.9970187084214275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 30}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:47,212] Trial 4623 finished with value: 0.9972811788532439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:51,314] Trial 4624 finished with value: 0.9966865885486467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:54,138] Trial 4625 finished with value: 0.9970849892961064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:56,231] Trial 4626 finished with value: 0.9974617024205644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:58,331] Trial 4627 finished with value: 0.9974996084634004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:00,015] Trial 4628 finished with value: 0.9975905465818687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:01,730] Trial 4629 finished with value: 0.9973330782346971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:04,190] Trial 4630 finished with value: 0.9975614854177765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:06,107] Trial 4631 finished with value: 0.9974901774172439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:08,194] Trial 4632 finished with value: 0.9973482090281803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:10,755] Trial 4633 finished with value: 0.9976742756250827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:12,200] Trial 4634 finished with value: 0.9977775229101088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:14,389] Trial 4635 finished with value: 0.9973781279409599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:16,734] Trial 4636 finished with value: 0.9967508150920509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:18,884] Trial 4637 finished with value: 0.9973105693933398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:21,087] Trial 4638 finished with value: 0.997223735462376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:21,957] Trial 4639 finished with value: 0.9919241967694586 and parameters: {'classifier': 'SVC', 'svc_c': 6138.3969405090465, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:24,058] Trial 4640 finished with value: 0.9970773750229872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:26,709] Trial 4641 finished with value: 0.9973911029370783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:28,436] Trial 4642 finished with value: 0.9973457265525338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:30,546] Trial 4643 finished with value: 0.9973810943562196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:32,460] Trial 4644 finished with value: 0.9969520007036309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:34,972] Trial 4645 finished with value: 0.9975304252415822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:36,605] Trial 4646 finished with value: 0.9973424451385423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:39,257] Trial 4647 finished with value: 0.9972092674198766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:42,145] Trial 4648 finished with value: 0.9973886767327415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:43,954] Trial 4649 finished with value: 0.9971252271230039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:46,315] Trial 4650 finished with value: 0.9976565865023542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:48,971] Trial 4651 finished with value: 0.9976589147317704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:49,901] Trial 4652 finished with value: 0.996828312111492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:51,667] Trial 4653 finished with value: 0.9973735135348548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:54,445] Trial 4654 finished with value: 0.9970707483065969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:56,227] Trial 4655 finished with value: 0.9970930958241704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:59,173] Trial 4656 finished with value: 0.9973314272287505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:01,078] Trial 4657 finished with value: 0.9973089879886244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:03,157] Trial 4658 finished with value: 0.9975484181278232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:04,821] Trial 4659 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0522868264277745e-05, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:07,425] Trial 4660 finished with value: 0.9969893560302961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:09,318] Trial 4661 finished with value: 0.997449810036208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:11,300] Trial 4662 finished with value: 0.9973052592923031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:14,477] Trial 4663 finished with value: 0.99733505493505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:15,448] Trial 4664 finished with value: 0.9969508800381183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:16,951] Trial 4665 finished with value: 0.9966617879129913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:27,064] Trial 4666 finished with value: 0.996606577918672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:29,108] Trial 4667 finished with value: 0.9976053814511028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:31,732] Trial 4668 finished with value: 0.9973319749298196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:34,642] Trial 4669 finished with value: 0.9978050135873259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:37,967] Trial 4670 finished with value: 0.9974041691479426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:41,605] Trial 4671 finished with value: 0.9974604264297326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:44,744] Trial 4672 finished with value: 0.9972862876724715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:48,051] Trial 4673 finished with value: 0.9972808913078023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:51,173] Trial 4674 finished with value: 0.997489750986719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:53,482] Trial 4675 finished with value: 0.9974213601124756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:56,649] Trial 4676 finished with value: 0.9972917319613811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:58,406] Trial 4677 finished with value: 0.9853956559465821 and parameters: {'classifier': 'SVC', 'svc_c': 0.0667077841524102, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:01,750] Trial 4678 finished with value: 0.9975220149182679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:03,530] Trial 4679 finished with value: 0.9942711333017855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:06,533] Trial 4680 finished with value: 0.9973849315009705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:08,463] Trial 4681 finished with value: 0.9973375685455838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:11,552] Trial 4682 finished with value: 0.9972617291018363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:13,293] Trial 4683 finished with value: 0.997367967113359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:15,013] Trial 4684 finished with value: 0.9975259351845986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:22,480] Trial 4685 finished with value: 0.9970565621919295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:25,689] Trial 4686 finished with value: 0.9975976833581699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:28,695] Trial 4687 finished with value: 0.9974165683232058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:31,711] Trial 4688 finished with value: 0.9973114167954694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:34,828] Trial 4689 finished with value: 0.9972686458392251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:38,475] Trial 4690 finished with value: 0.9975710086625541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:45,873] Trial 4691 finished with value: 0.9971547235407593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:49,239] Trial 4692 finished with value: 0.997196218760075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:52,251] Trial 4693 finished with value: 0.9973125696432202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:55,043] Trial 4694 finished with value: 0.9973592396648735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:58,719] Trial 4695 finished with value: 0.9971566805636097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:59,609] Trial 4696 finished with value: 0.9936586132376454 and parameters: {'classifier': 'SVC', 'svc_c': 214.89206775529559, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:02,196] Trial 4697 finished with value: 0.9972469316833331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:04,976] Trial 4698 finished with value: 0.997301230069736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:08,802] Trial 4699 finished with value: 0.9964415476869517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:12,121] Trial 4700 finished with value: 0.9972861927443902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:14,701] Trial 4701 finished with value: 0.9975111030448246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:24,175] Trial 4702 finished with value: 0.9968560132110355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:26,886] Trial 4703 finished with value: 0.9972730435388978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:27,862] Trial 4704 finished with value: 0.9909308631701667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:42,966] Trial 4705 finished with value: 0.9958022617441875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:46,916] Trial 4706 finished with value: 0.9972967474394229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:52,640] Trial 4707 finished with value: 0.9972253460024906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:00,434] Trial 4708 finished with value: 0.9970112183704782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:03,189] Trial 4709 finished with value: 0.9975540479565398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:06,314] Trial 4710 finished with value: 0.9974204054996948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:09,994] Trial 4711 finished with value: 0.997313437579776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:19,643] Trial 4712 finished with value: 0.9966516137872072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:33,349] Trial 4713 finished with value: 0.9962047951480545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:36,249] Trial 4714 finished with value: 0.9973680581694156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:37,965] Trial 4715 finished with value: 0.9852068747787578 and parameters: {'classifier': 'SVC', 'svc_c': 1.811301700306189e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:39,891] Trial 4716 finished with value: 0.9970190622356198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:42,916] Trial 4717 finished with value: 0.9972908264154051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:45,665] Trial 4718 finished with value: 0.996936586490634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:49,400] Trial 4719 finished with value: 0.9972507199517068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:52,153] Trial 4720 finished with value: 0.9974493114336817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:53,800] Trial 4721 finished with value: 0.9964831925505012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:56,785] Trial 4722 finished with value: 0.9975879812068079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:10,171] Trial 4723 finished with value: 0.9963335509510243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:17,303] Trial 4724 finished with value: 0.995679677186898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:22,505] Trial 4725 finished with value: 0.9971493709426644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:24,846] Trial 4726 finished with value: 0.9967427296062197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:27,009] Trial 4727 finished with value: 0.997638729803474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:28,491] Trial 4728 finished with value: 0.9971976800685486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:35,384] Trial 4729 finished with value: 0.9969702186116359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:38,118] Trial 4730 finished with value: 0.9931793361770468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 45, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:40,607] Trial 4731 finished with value: 0.9976673955449772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:41,670] Trial 4732 finished with value: 0.9974958412055214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:44,135] Trial 4733 finished with value: 0.9972804938222491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:45,881] Trial 4734 finished with value: 0.9853515726913397 and parameters: {'classifier': 'SVC', 'svc_c': 0.0033899994713022406, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:47,051] Trial 4735 finished with value: 0.996949063550722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:48,367] Trial 4736 finished with value: 0.9908559664692227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:51,193] Trial 4737 finished with value: 0.9975187324251878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:52,599] Trial 4738 finished with value: 0.9958078517735682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:55,002] Trial 4739 finished with value: 0.9974675937061628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:59,121] Trial 4740 finished with value: 0.9971512603320339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:02,495] Trial 4741 finished with value: 0.9972014466281934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:05,511] Trial 4742 finished with value: 0.9969249222066182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:08,025] Trial 4743 finished with value: 0.9972415897174374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:12,397] Trial 4744 finished with value: 0.9972322405233439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:15,877] Trial 4745 finished with value: 0.9972477517273863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:18,604] Trial 4746 finished with value: 0.9973841810581484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:22,669] Trial 4747 finished with value: 0.9975646045875849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:25,090] Trial 4748 finished with value: 0.9974325509303875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:26,697] Trial 4749 finished with value: 0.9963809017190547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:28,955] Trial 4750 finished with value: 0.9974638907810226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:36,685] Trial 4751 finished with value: 0.9970496827465819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:38,074] Trial 4752 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 2814891662.9160876, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:40,413] Trial 4753 finished with value: 0.9974202720417938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:43,302] Trial 4754 finished with value: 0.9972753243201423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:44,196] Trial 4755 finished with value: 0.9970989175085375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:45,650] Trial 4756 finished with value: 0.9958990846737213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:49,470] Trial 4757 finished with value: 0.9973623429022519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:51,265] Trial 4758 finished with value: 0.9967900948467356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:52,583] Trial 4759 finished with value: 0.9973849049363421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:55,031] Trial 4760 finished with value: 0.9971832482072637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:57,824] Trial 4761 finished with value: 0.9974990104894856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:00,325] Trial 4762 finished with value: 0.9974393286874795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:02,993] Trial 4763 finished with value: 0.9972836184509775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:05,438] Trial 4764 finished with value: 0.9972781163673384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:08,673] Trial 4765 finished with value: 0.9975543329629488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:23,706] Trial 4766 finished with value: 0.9961129714784919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:26,640] Trial 4767 finished with value: 0.997395969532596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:31,304] Trial 4768 finished with value: 0.9966033686132065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:33,460] Trial 4769 finished with value: 0.9974757279096823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:35,117] Trial 4770 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.281502905273346e-07, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:36,282] Trial 4771 finished with value: 0.9940414517465074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:38,378] Trial 4772 finished with value: 0.9973197800832048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:41,528] Trial 4773 finished with value: 0.9974015806676851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:42,857] Trial 4774 finished with value: 0.9965283756829271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:44,065] Trial 4775 finished with value: 0.997229151123693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:53,409] Trial 4776 finished with value: 0.9965765193273617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:55,914] Trial 4777 finished with value: 0.9972895619454336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:57,905] Trial 4778 finished with value: 0.9975908330799594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:00,832] Trial 4779 finished with value: 0.9973611191202778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:01,801] Trial 4780 finished with value: 0.9970498227742297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:04,246] Trial 4781 finished with value: 0.9972891339280135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:06,303] Trial 4782 finished with value: 0.9973881702592142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:08,596] Trial 4783 finished with value: 0.997450619543276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:10,493] Trial 4784 finished with value: 0.9971288335014298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:15,603] Trial 4785 finished with value: 0.9971608885340717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:22,830] Trial 4786 finished with value: 0.9970229993865174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:25,647] Trial 4787 finished with value: 0.9967774390704908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:27,728] Trial 4788 finished with value: 0.996244589850288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:29,957] Trial 4789 finished with value: 0.9968700234024818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:31,248] Trial 4790 finished with value: 0.986736648679007 and parameters: {'classifier': 'SVC', 'svc_c': 39209522.53256174, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:32,624] Trial 4791 finished with value: 0.9973045700719044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:35,306] Trial 4792 finished with value: 0.9973708914441534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:39,158] Trial 4793 finished with value: 0.9972844924494734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:40,041] Trial 4794 finished with value: 0.9956846905384998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:52,014] Trial 4795 finished with value: 0.9970929590337891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:54,635] Trial 4796 finished with value: 0.9974893173199514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:57,565] Trial 4797 finished with value: 0.9972383077004258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:59,736] Trial 4798 finished with value: 0.9975963545554601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:02,024] Trial 4799 finished with value: 0.9974499747559477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:10,371] Trial 4800 finished with value: 0.9970136958632732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:22,581] Trial 4801 finished with value: 0.9959549559273427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 57, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:25,604] Trial 4802 finished with value: 0.9972753902080383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:37,300] Trial 4803 finished with value: 0.9969960613614832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:39,209] Trial 4804 finished with value: 0.9973345612201615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:40,088] Trial 4805 finished with value: 0.9902568820134521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:42,606] Trial 4806 finished with value: 0.9975656988471586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:45,339] Trial 4807 finished with value: 0.9973199980591533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:47,009] Trial 4808 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.6271177467768e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:49,316] Trial 4809 finished with value: 0.9969838079266914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:56,729] Trial 4810 finished with value: 0.997198694158168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:57,618] Trial 4811 finished with value: 0.9969429426096251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:59,779] Trial 4812 finished with value: 0.9974397586091741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:01,309] Trial 4813 finished with value: 0.9974326309733902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:03,701] Trial 4814 finished with value: 0.9974644151229918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:07,226] Trial 4815 finished with value: 0.9974768261047565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:23,088] Trial 4816 finished with value: 0.9963932311026592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:25,518] Trial 4817 finished with value: 0.9974505321370787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:26,722] Trial 4818 finished with value: 0.9971384054956333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:30,600] Trial 4819 finished with value: 0.9966639373627748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 23, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:31,732] Trial 4820 finished with value: 0.9971845077578595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:34,257] Trial 4821 finished with value: 0.9971803504093599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:42,643] Trial 4822 finished with value: 0.9969041471119325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:45,743] Trial 4823 finished with value: 0.99736200606784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:47,851] Trial 4824 finished with value: 0.9974254874686527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:50,396] Trial 4825 finished with value: 0.9974316872467117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:51,582] Trial 4826 finished with value: 0.9868898791058468 and parameters: {'classifier': 'SVC', 'svc_c': 404636.5514564478, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:53,960] Trial 4827 finished with value: 0.9975062839609543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:56,181] Trial 4828 finished with value: 0.9976809839713711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:58,341] Trial 4829 finished with value: 0.9970183395952047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:01,002] Trial 4830 finished with value: 0.9971955587385511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:03,191] Trial 4831 finished with value: 0.9975453690987903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:04,176] Trial 4832 finished with value: 0.9971077753363473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:06,753] Trial 4833 finished with value: 0.9975624282875315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:08,649] Trial 4834 finished with value: 0.9943096196087836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:11,523] Trial 4835 finished with value: 0.9971232652759915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:13,494] Trial 4836 finished with value: 0.9972738973838225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:16,836] Trial 4837 finished with value: 0.9973432919693895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:18,092] Trial 4838 finished with value: 0.9952464531630311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:20,155] Trial 4839 finished with value: 0.9974389975658909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:22,398] Trial 4840 finished with value: 0.9972690625262123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:24,993] Trial 4841 finished with value: 0.9973702675086304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:27,283] Trial 4842 finished with value: 0.9964763651235838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:29,480] Trial 4843 finished with value: 0.9973389381632428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:43,329] Trial 4844 finished with value: 0.9953871365476967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 66, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:45,184] Trial 4845 finished with value: 0.985089702899422 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003164874097531504, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:57,385] Trial 4846 finished with value: 0.996796665260078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:59,754] Trial 4847 finished with value: 0.9972838996170997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:01,550] Trial 4848 finished with value: 0.9972718450520359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:14,245] Trial 4849 finished with value: 0.9967049700973027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:16,593] Trial 4850 finished with value: 0.997355862910208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:18,910] Trial 4851 finished with value: 0.9969790340693391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:20,329] Trial 4852 finished with value: 0.9972195523744335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:21,207] Trial 4853 finished with value: 0.9968300904816613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:23,297] Trial 4854 finished with value: 0.9972686199410926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:26,695] Trial 4855 finished with value: 0.9972978401438392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:33,340] Trial 4856 finished with value: 0.9972831653288724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:36,208] Trial 4857 finished with value: 0.9973515170068001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:38,060] Trial 4858 finished with value: 0.9975582261251067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:40,489] Trial 4859 finished with value: 0.9974213496389662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:42,459] Trial 4860 finished with value: 0.9971597881173438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:44,474] Trial 4861 finished with value: 0.9974805806992103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:45,891] Trial 4862 finished with value: 0.9960899254730508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:47,282] Trial 4863 finished with value: 0.996865228502897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:50,032] Trial 4864 finished with value: 0.9975472839736997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:51,317] Trial 4865 finished with value: 0.986443407615926 and parameters: {'classifier': 'SVC', 'svc_c': 1.0976948026075224, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:53,892] Trial 4866 finished with value: 0.9973950861714173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:55,078] Trial 4867 finished with value: 0.9970835418888363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:58,263] Trial 4868 finished with value: 0.9969270137347207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:00,152] Trial 4869 finished with value: 0.9970714871650829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:10,068] Trial 4870 finished with value: 0.9969835096855748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:12,461] Trial 4871 finished with value: 0.997620873136332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:13,469] Trial 4872 finished with value: 0.9971859788733465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:21,502] Trial 4873 finished with value: 0.9970669487077903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:23,322] Trial 4874 finished with value: 0.9974647738882979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:26,120] Trial 4875 finished with value: 0.9977014254054356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:28,507] Trial 4876 finished with value: 0.9974748060821598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:32,749] Trial 4877 finished with value: 0.9971003288932829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:33,597] Trial 4878 finished with value: 0.9895489604337021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:38,518] Trial 4879 finished with value: 0.9971503377110639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:41,318] Trial 4880 finished with value: 0.9975237079769418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:43,670] Trial 4881 finished with value: 0.9976244977005787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:45,601] Trial 4882 finished with value: 0.997463901254532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:33,257] Trial 4883 finished with value: 0.9905515906056365 and parameters: {'classifier': 'SVC', 'svc_c': 126166823.95271523, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:35,106] Trial 4884 finished with value: 0.996007441444471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:36,687] Trial 4885 finished with value: 0.9974141047633521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:38,050] Trial 4886 finished with value: 0.997325603544895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:40,620] Trial 4887 finished with value: 0.9974285787408403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:42,792] Trial 4888 finished with value: 0.9975134190551463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:52,864] Trial 4889 finished with value: 0.9967893940737388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:54,814] Trial 4890 finished with value: 0.9973979936176449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:57,462] Trial 4891 finished with value: 0.9974851336607266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:59,301] Trial 4892 finished with value: 0.9962912198504396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:01,188] Trial 4893 finished with value: 0.9967648776193068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:03,230] Trial 4894 finished with value: 0.9977524413304963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:04,172] Trial 4895 finished with value: 0.9938494628283752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:06,073] Trial 4896 finished with value: 0.9976718232052346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:13,434] Trial 4897 finished with value: 0.9969802997136131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:15,469] Trial 4898 finished with value: 0.9973560689527033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:24,849] Trial 4899 finished with value: 0.996992740211632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:26,161] Trial 4900 finished with value: 0.9953037938500305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:27,789] Trial 4901 finished with value: 0.997588086100592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:29,540] Trial 4902 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.611489377996687e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:30,762] Trial 4903 finished with value: 0.9965302837976621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:32,631] Trial 4904 finished with value: 0.9974683744904246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:34,480] Trial 4905 finished with value: 0.9975076222532987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:36,334] Trial 4906 finished with value: 0.9973701813719495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:38,565] Trial 4907 finished with value: 0.9973109506290845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:40,453] Trial 4908 finished with value: 0.9975583221322767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:42,490] Trial 4909 finished with value: 0.9973522950298639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:44,705] Trial 4910 finished with value: 0.9974461639853978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:46,560] Trial 4911 finished with value: 0.9971167663998924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:48,546] Trial 4912 finished with value: 0.9974532058336177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:50,603] Trial 4913 finished with value: 0.9976171379654776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:54,202] Trial 4914 finished with value: 0.9974450429072922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:55,862] Trial 4915 finished with value: 0.9971267568584059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:59,627] Trial 4916 finished with value: 0.997310618745786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:00,973] Trial 4917 finished with value: 0.9973748998466531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:05,797] Trial 4918 finished with value: 0.9968360326748633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:07,640] Trial 4919 finished with value: 0.9974689485974327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:10,029] Trial 4920 finished with value: 0.997420816696024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:13,142] Trial 4921 finished with value: 0.9973691215162676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:17,810] Trial 4922 finished with value: 0.9929519812960274 and parameters: {'classifier': 'SVC', 'svc_c': 1417362.7458649275, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:19,127] Trial 4923 finished with value: 0.99732648195496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:28,948] Trial 4924 finished with value: 0.9966110803217015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:31,016] Trial 4925 finished with value: 0.9975648780731333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:32,530] Trial 4926 finished with value: 0.9973749534202409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:34,219] Trial 4927 finished with value: 0.997438051522345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:36,267] Trial 4928 finished with value: 0.9974616167916901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:38,145] Trial 4929 finished with value: 0.997427297703681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:40,082] Trial 4930 finished with value: 0.9969034029532162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:43,251] Trial 4931 finished with value: 0.9971639306442405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:45,912] Trial 4932 finished with value: 0.9975182725746463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:51,738] Trial 4933 finished with value: 0.9933810287699608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:54,965] Trial 4934 finished with value: 0.9971000092608168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:57,621] Trial 4935 finished with value: 0.9963660076586232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:58,489] Trial 4936 finished with value: 0.9969602170131169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:01,121] Trial 4937 finished with value: 0.9972924263867965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:02,170] Trial 4938 finished with value: 0.997051566232701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:03,304] Trial 4939 finished with value: 0.9872622102091585 and parameters: {'classifier': 'SVC', 'svc_c': 126519.15604721947, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:05,791] Trial 4940 finished with value: 0.99725954769198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:07,637] Trial 4941 finished with value: 0.9973718895696053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:10,451] Trial 4942 finished with value: 0.9975025853204315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:22,146] Trial 4943 finished with value: 0.9965860691050299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:26,484] Trial 4944 finished with value: 0.9967603651236226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:28,201] Trial 4945 finished with value: 0.9971200529554247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:31,919] Trial 4946 finished with value: 0.9974601070194318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:33,631] Trial 4947 finished with value: 0.9972879526113595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:35,773] Trial 4948 finished with value: 0.9976023074125989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:36,410] Trial 4949 finished with value: 0.9884579133074548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:37,772] Trial 4950 finished with value: 0.9969231852861563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:42,655] Trial 4951 finished with value: 0.9971116305082298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:44,397] Trial 4952 finished with value: 0.9974804869136937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:53,654] Trial 4953 finished with value: 0.9965286707819906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:55,049] Trial 4954 finished with value: 0.9973983475270511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:59,642] Trial 4955 finished with value: 0.9964820028233018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:02,159] Trial 4956 finished with value: 0.997301586169058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:03,851] Trial 4957 finished with value: 0.9971222113235602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 56}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:25,102] Trial 4958 finished with value: 0.9906966059290307 and parameters: {'classifier': 'SVC', 'svc_c': 9096100.690950237, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:30,800] Trial 4959 finished with value: 0.9963805596796259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:33,438] Trial 4960 finished with value: 0.9974051800637714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:35,607] Trial 4961 finished with value: 0.9974227484872379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:47,620] Trial 4962 finished with value: 0.9965450283725493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:51,991] Trial 4963 finished with value: 0.9971871547945562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:53,541] Trial 4964 finished with value: 0.994017287646324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 29, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:01,279] Trial 4965 finished with value: 0.9962842682965664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:03,291] Trial 4966 finished with value: 0.9977160755917861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:06,636] Trial 4967 finished with value: 0.9976609847098336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:07,183] Trial 4968 finished with value: 0.9881896117968504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:09,809] Trial 4969 finished with value: 0.9975615183299865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:12,020] Trial 4970 finished with value: 0.9974159263922893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:14,233] Trial 4971 finished with value: 0.9973702540517576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:18,445] Trial 4972 finished with value: 0.996950213224682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:20,886] Trial 4973 finished with value: 0.9975592378026453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:30,882] Trial 4974 finished with value: 0.9966283285731575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:32,873] Trial 4975 finished with value: 0.9974673575761314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:49,375] Trial 4976 finished with value: 0.9958377595146043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:51,291] Trial 4977 finished with value: 0.9854038475005001 and parameters: {'classifier': 'SVC', 'svc_c': 0.160904148560501, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:53,717] Trial 4978 finished with value: 0.9972093476850444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:55,846] Trial 4979 finished with value: 0.9974687468395551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:58,846] Trial 4980 finished with value: 0.9972901360207039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:01,359] Trial 4981 finished with value: 0.9973070931403347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:03,861] Trial 4982 finished with value: 0.9969829548117385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:05,513] Trial 4983 finished with value: 0.9974637905527107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:07,776] Trial 4984 finished with value: 0.9973952357839133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:09,958] Trial 4985 finished with value: 0.9975241876636755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:11,955] Trial 4986 finished with value: 0.9973483838088367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:13,771] Trial 4987 finished with value: 0.9971768520350333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:16,241] Trial 4988 finished with value: 0.9973694381018946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:17,583] Trial 4989 finished with value: 0.9966488410049209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:20,326] Trial 4990 finished with value: 0.9974816038341334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:22,682] Trial 4991 finished with value: 0.9974615463970112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:26,577] Trial 4992 finished with value: 0.9973891288074955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:27,695] Trial 4993 finished with value: 0.9971780701993976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:29,872] Trial 4994 finished with value: 0.9975492157331757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:31,581] Trial 4995 finished with value: 0.9853833651245352 and parameters: {'classifier': 'SVC', 'svc_c': 0.023425782237079713, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:34,702] Trial 4996 finished with value: 0.9975583425714891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:36,824] Trial 4997 finished with value: 0.997365077345146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:39,460] Trial 4998 finished with value: 0.9970782159188456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:47,122] Trial 4999 finished with value: 0.9968541463238422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:48,671] Trial 5000 finished with value: 0.9956847283066096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:49,922] Trial 5001 finished with value: 0.9972441075491126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:55,077] Trial 5002 finished with value: 0.9968813498047346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:57,216] Trial 5003 finished with value: 0.9974836036714211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:01,163] Trial 5004 finished with value: 0.9974277809133222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:03,215] Trial 5005 finished with value: 0.9971314346768502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:05,792] Trial 5006 finished with value: 0.9975389320163973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:07,028] Trial 5007 finished with value: 0.9940446117312646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:09,341] Trial 5008 finished with value: 0.9972597971519327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:11,485] Trial 5009 finished with value: 0.9972769596475627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:13,331] Trial 5010 finished with value: 0.9971896560590441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:15,311] Trial 5011 finished with value: 0.9971020492782953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:18,013] Trial 5012 finished with value: 0.9976382625897382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:20,421] Trial 5013 finished with value: 0.9975672184899061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:22,019] Trial 5014 finished with value: 0.9963075046659764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:23,861] Trial 5015 finished with value: 0.9976275131509054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:24,990] Trial 5016 finished with value: 0.9899661398979914 and parameters: {'classifier': 'SVC', 'svc_c': 15274.930021195747, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:27,669] Trial 5017 finished with value: 0.9974581651038253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:30,622] Trial 5018 finished with value: 0.9973166886840655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:44,298] Trial 5019 finished with value: 0.9957919942454797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:46,022] Trial 5020 finished with value: 0.9975747083504279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:50,794] Trial 5021 finished with value: 0.9967471445395762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:52,697] Trial 5022 finished with value: 0.9968759193218147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:55,384] Trial 5023 finished with value: 0.9972110630237295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:57,670] Trial 5024 finished with value: 0.9973070154459371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:59,300] Trial 5025 finished with value: 0.9976152170921037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:01,015] Trial 5026 finished with value: 0.997502490741467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:03,021] Trial 5027 finished with value: 0.9971783922756828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:11,614] Trial 5028 finished with value: 0.9966505324132239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:12,948] Trial 5029 finished with value: 0.9973200302096537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:16,180] Trial 5030 finished with value: 0.9972999399872732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:28,285] Trial 5031 finished with value: 0.9966823517601648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:30,997] Trial 5032 finished with value: 0.9974417985314389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:32,868] Trial 5033 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.438657786132698e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:36,583] Trial 5034 finished with value: 0.9972805774833731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:41,712] Trial 5035 finished with value: 0.9968452860522138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:43,548] Trial 5036 finished with value: 0.9972535748399594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:45,316] Trial 5037 finished with value: 0.9975298239351873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:47,551] Trial 5038 finished with value: 0.9973600709758838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:50,685] Trial 5039 finished with value: 0.997390973351202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:52,655] Trial 5040 finished with value: 0.9973386280521489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:55,299] Trial 5041 finished with value: 0.9971220888152375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:56,427] Trial 5042 finished with value: 0.9971602814513775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:58,434] Trial 5043 finished with value: 0.9971704373596028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:00,851] Trial 5044 finished with value: 0.9971738357912588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:02,629] Trial 5045 finished with value: 0.9973055427752926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:05,279] Trial 5046 finished with value: 0.9973645703320742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:06,282] Trial 5047 finished with value: 0.9974152914119744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:08,472] Trial 5048 finished with value: 0.9974788076927474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:10,117] Trial 5049 finished with value: 0.9973025031089425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:11,922] Trial 5050 finished with value: 0.9961480927103743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:13,440] Trial 5051 finished with value: 0.9968076164567887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:15,141] Trial 5052 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 1.1865962227507185e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:16,823] Trial 5053 finished with value: 0.996669062082694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 60}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:18,611] Trial 5054 finished with value: 0.9973415765354908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:19,619] Trial 5055 finished with value: 0.9945421553858184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:21,195] Trial 5056 finished with value: 0.9973317697759857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:23,457] Trial 5057 finished with value: 0.9972628133004933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:24,306] Trial 5058 finished with value: 0.9969267949653244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:27,314] Trial 5059 finished with value: 0.9974477685587857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:29,824] Trial 5060 finished with value: 0.9974791536994144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:30,791] Trial 5061 finished with value: 0.9972107492310384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:32,816] Trial 5062 finished with value: 0.9951198716288885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:34,504] Trial 5063 finished with value: 0.9973292802862618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:36,133] Trial 5064 finished with value: 0.9974921727160106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:38,209] Trial 5065 finished with value: 0.9969740158935753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:49,494] Trial 5066 finished with value: 0.9961801093401483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 50, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:52,670] Trial 5067 finished with value: 0.9970012067427803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:59,591] Trial 5068 finished with value: 0.9958698216247996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:02,481] Trial 5069 finished with value: 0.9976326704021798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:03,283] Trial 5070 finished with value: 0.9916325841149343 and parameters: {'classifier': 'SVC', 'svc_c': 21.223808892163962, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:06,775] Trial 5071 finished with value: 0.99742684800927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:09,177] Trial 5072 finished with value: 0.9973919720479364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:10,120] Trial 5073 finished with value: 0.9887574723723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:11,944] Trial 5074 finished with value: 0.9975578690736476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:26,013] Trial 5075 finished with value: 0.9965644351190924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:28,477] Trial 5076 finished with value: 0.9975065334526448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:30,515] Trial 5077 finished with value: 0.9974049149570302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:33,122] Trial 5078 finished with value: 0.9974346824482533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:35,978] Trial 5079 finished with value: 0.9974499689479107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:37,527] Trial 5080 finished with value: 0.9974528690626817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:39,313] Trial 5081 finished with value: 0.9971396749801942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:41,553] Trial 5082 finished with value: 0.9977057696902101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:44,182] Trial 5083 finished with value: 0.9976950096191782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:45,313] Trial 5084 finished with value: 0.9970516477039094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:47,596] Trial 5085 finished with value: 0.9974798121340429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:49,474] Trial 5086 finished with value: 0.9974743864435472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:52,161] Trial 5087 finished with value: 0.9972430716238128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:58,967] Trial 5088 finished with value: 0.9972112083198699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:00,667] Trial 5089 finished with value: 0.9852066289686645 and parameters: {'classifier': 'SVC', 'svc_c': 1.73436951910246e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:02,295] Trial 5090 finished with value: 0.9974509634552412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:06,467] Trial 5091 finished with value: 0.9957918501871177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:09,796] Trial 5092 finished with value: 0.9972682169648813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:23,586] Trial 5093 finished with value: 0.9964092411313931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:25,334] Trial 5094 finished with value: 0.9976042682757362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:27,674] Trial 5095 finished with value: 0.9973647495242998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:29,714] Trial 5096 finished with value: 0.9974398264013445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:32,154] Trial 5097 finished with value: 0.9969627687726154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:34,467] Trial 5098 finished with value: 0.9970084708515664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:38,268] Trial 5099 finished with value: 0.9975003008893274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:41,240] Trial 5100 finished with value: 0.9972495533297039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:43,101] Trial 5101 finished with value: 0.9975443437104757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:45,221] Trial 5102 finished with value: 0.9974484867558937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:46,939] Trial 5103 finished with value: 0.9976753772161131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:48,543] Trial 5104 finished with value: 0.99685607411608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:50,086] Trial 5105 finished with value: 0.9943611043027375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:01,348] Trial 5106 finished with value: 0.9962044050256958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:02,307] Trial 5107 finished with value: 0.9969122100003739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:03,185] Trial 5108 finished with value: 0.9966181067452986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:04,081] Trial 5109 finished with value: 0.9951644282232829 and parameters: {'classifier': 'SVC', 'svc_c': 2617.887863261843, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:20,339] Trial 5110 finished with value: 0.9959261514911839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 73, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:22,182] Trial 5111 finished with value: 0.9962334663167397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:26,702] Trial 5112 finished with value: 0.99725881845008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:29,216] Trial 5113 finished with value: 0.997160072425519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:38,624] Trial 5114 finished with value: 0.9970872625554668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:43,931] Trial 5115 finished with value: 0.9969199253904663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:44,987] Trial 5116 finished with value: 0.9899864501910223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:46,312] Trial 5117 finished with value: 0.997311629947256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:47,037] Trial 5118 finished with value: 0.9914765512943408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:48,998] Trial 5119 finished with value: 0.9974593522285163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:51,317] Trial 5120 finished with value: 0.9972883315937126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:53,865] Trial 5121 finished with value: 0.9974977111078158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:55,689] Trial 5122 finished with value: 0.9973276398490384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:57,828] Trial 5123 finished with value: 0.9970897619156801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:03,654] Trial 5124 finished with value: 0.9974624741277848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:06,265] Trial 5125 finished with value: 0.9974243494107665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:07,658] Trial 5126 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 853922520.6097329, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:08,770] Trial 5127 finished with value: 0.9972434610796754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:10,710] Trial 5128 finished with value: 0.9971559359923005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:13,651] Trial 5129 finished with value: 0.9973678655203173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:16,139] Trial 5130 finished with value: 0.9974216168721471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:17,367] Trial 5131 finished with value: 0.9974962153954504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:23,256] Trial 5132 finished with value: 0.9970952645706016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 83}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:24,916] Trial 5133 finished with value: 0.9969840492934776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:26,498] Trial 5134 finished with value: 0.9974507782010753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:29,955] Trial 5135 finished with value: 0.9974055681866417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:31,759] Trial 5136 finished with value: 0.9975596794038898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:34,309] Trial 5137 finished with value: 0.9967990201810745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:36,766] Trial 5138 finished with value: 0.9971699114942139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:38,635] Trial 5139 finished with value: 0.997384501230159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:42,357] Trial 5140 finished with value: 0.9974849768119878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:44,064] Trial 5141 finished with value: 0.9973503539394429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:46,346] Trial 5142 finished with value: 0.9976573054294343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:51,349] Trial 5143 finished with value: 0.9973333052242114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:53,537] Trial 5144 finished with value: 0.9973719494907747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:54,612] Trial 5145 finished with value: 0.989279020929693 and parameters: {'classifier': 'SVC', 'svc_c': 3.242860571670103, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:03,661] Trial 5146 finished with value: 0.9969116308153003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:06,435] Trial 5147 finished with value: 0.9975488638232578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:11,815] Trial 5148 finished with value: 0.9969025791006141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:13,002] Trial 5149 finished with value: 0.9964258410726132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:15,729] Trial 5150 finished with value: 0.9974173067056231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:17,516] Trial 5151 finished with value: 0.9977035277561644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:22,538] Trial 5152 finished with value: 0.9969201764373143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:24,665] Trial 5153 finished with value: 0.9975652797163524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:26,138] Trial 5154 finished with value: 0.9965835853916051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:27,152] Trial 5155 finished with value: 0.9958017630147095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:30,969] Trial 5156 finished with value: 0.9973589103206075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:32,626] Trial 5157 finished with value: 0.9970531129478836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:35,979] Trial 5158 finished with value: 0.9973304626502665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:37,332] Trial 5159 finished with value: 0.9962354145164519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:40,037] Trial 5160 finished with value: 0.9976116767602633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:42,180] Trial 5161 finished with value: 0.9976699261352914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:50,442] Trial 5162 finished with value: 0.9968188834774167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:52,284] Trial 5163 finished with value: 0.9974680435910014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:53,216] Trial 5164 finished with value: 0.9928285235654276 and parameters: {'classifier': 'SVC', 'svc_c': 586.0928141571501, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:55,475] Trial 5165 finished with value: 0.9974983167623042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:57,723] Trial 5166 finished with value: 0.9974554401505658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:03,066] Trial 5167 finished with value: 0.9967558366320332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:05,280] Trial 5168 finished with value: 0.9975478829314895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:08,339] Trial 5169 finished with value: 0.996938385553919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:11,012] Trial 5170 finished with value: 0.9971438001464556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:13,744] Trial 5171 finished with value: 0.9975489479921883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:15,206] Trial 5172 finished with value: 0.9969932002526006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:17,260] Trial 5173 finished with value: 0.9976427778148823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:19,247] Trial 5174 finished with value: 0.9970242882629399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:21,191] Trial 5175 finished with value: 0.9969371486007131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:23,497] Trial 5176 finished with value: 0.9973273893417346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:25,819] Trial 5177 finished with value: 0.9974398397947414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:31,884] Trial 5178 finished with value: 0.997219698273594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:35,490] Trial 5179 finished with value: 0.9972869224623588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:37,842] Trial 5180 finished with value: 0.9972095870523425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:39,228] Trial 5181 finished with value: 0.9974053492585561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:40,954] Trial 5182 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9717533484553537e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:55,666] Trial 5183 finished with value: 0.9963122887111969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:57,325] Trial 5184 finished with value: 0.9974960169065771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:58,304] Trial 5185 finished with value: 0.9896139307549677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:00,226] Trial 5186 finished with value: 0.9974362807692735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:04,681] Trial 5187 finished with value: 0.9969021184248871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:07,675] Trial 5188 finished with value: 0.997363459378361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:10,041] Trial 5189 finished with value: 0.9973516749663656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:15,220] Trial 5190 finished with value: 0.9966230789010965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:16,078] Trial 5191 finished with value: 0.9971101204820684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:18,121] Trial 5192 finished with value: 0.9974247361371691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:30,151] Trial 5193 finished with value: 0.9957189336776965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 58, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:31,632] Trial 5194 finished with value: 0.9972932314188195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:33,481] Trial 5195 finished with value: 0.9975019011146221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:39,172] Trial 5196 finished with value: 0.9973069339112529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:41,932] Trial 5197 finished with value: 0.9972210708746164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:42,695] Trial 5198 finished with value: 0.9945706888437229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:45,624] Trial 5199 finished with value: 0.9974041775584882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:47,725] Trial 5200 finished with value: 0.9972885906067755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:49,424] Trial 5201 finished with value: 0.9852966760136429 and parameters: {'classifier': 'SVC', 'svc_c': 0.0013446228398768395, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:51,901] Trial 5202 finished with value: 0.9972198060237899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:53,133] Trial 5203 finished with value: 0.9972076825239912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:57,651] Trial 5204 finished with value: 0.9968809296265775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:59,499] Trial 5205 finished with value: 0.9975719513418818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:01,601] Trial 5206 finished with value: 0.99745459693784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:04,853] Trial 5207 finished with value: 0.9971997098346831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:05,507] Trial 5208 finished with value: 0.9935373918869573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 45}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:08,519] Trial 5209 finished with value: 0.9970051480196057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:10,337] Trial 5210 finished with value: 0.9972441735322222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:17,340] Trial 5211 finished with value: 0.9970841135520255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:20,352] Trial 5212 finished with value: 0.9938571487656894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 50, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:22,097] Trial 5213 finished with value: 0.9968459663859983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:24,041] Trial 5214 finished with value: 0.9976728730634759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:32,184] Trial 5215 finished with value: 0.9966453936968874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:33,879] Trial 5216 finished with value: 0.997456820971706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:36,533] Trial 5217 finished with value: 0.9975494310431401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:39,458] Trial 5218 finished with value: 0.9971891581230138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:40,896] Trial 5219 finished with value: 0.9968630979371685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:59:34,823] Trial 5220 finished with value: 0.9896080002095778 and parameters: {'classifier': 'SVC', 'svc_c': 7404124446.367782, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:59:36,802] Trial 5221 finished with value: 0.9975392162293586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:59:39,315] Trial 5222 finished with value: 0.9972971599687441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:59:54,671] Trial 5223 finished with value: 0.9963780189649191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:59:56,844] Trial 5224 finished with value: 0.997539856509904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:59:59,961] Trial 5225 finished with value: 0.9972463631621965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:01,669] Trial 5226 finished with value: 0.9973531154230342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:07,672] Trial 5227 finished with value: 0.9964471984626871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:09,626] Trial 5228 finished with value: 0.9974231873907603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:10,766] Trial 5229 finished with value: 0.9970671605900607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:13,526] Trial 5230 finished with value: 0.9974459741609731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:15,945] Trial 5231 finished with value: 0.9972972559441763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:17,245] Trial 5232 finished with value: 0.996762535456949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:19,425] Trial 5233 finished with value: 0.9973706033909052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:23,280] Trial 5234 finished with value: 0.9974690726926511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:25,668] Trial 5235 finished with value: 0.9971155465216809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:27,443] Trial 5236 finished with value: 0.9974148677109098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:29,989] Trial 5237 finished with value: 0.9971698869608114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:32,508] Trial 5238 finished with value: 0.9976508243265633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:34,622] Trial 5239 finished with value: 0.9974338419967256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:40,006] Trial 5240 finished with value: 0.9975176028730607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:41,911] Trial 5241 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011997834289913348, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:44,561] Trial 5242 finished with value: 0.9973984196990527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:51,073] Trial 5243 finished with value: 0.9969057445760292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:52,762] Trial 5244 finished with value: 0.996724058449158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:54,701] Trial 5245 finished with value: 0.9963164795431888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:56,904] Trial 5246 finished with value: 0.9972522960561916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:01,096] Trial 5247 finished with value: 0.997338201304245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:02,853] Trial 5248 finished with value: 0.9972630992590396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:04,671] Trial 5249 finished with value: 0.9973649090390225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:19,892] Trial 5250 finished with value: 0.9965287621236883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:22,743] Trial 5251 finished with value: 0.9969385622388498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:25,595] Trial 5252 finished with value: 0.9977101801167839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:28,022] Trial 5253 finished with value: 0.9975241047959988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:29,977] Trial 5254 finished with value: 0.9973316447921062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:40,114] Trial 5255 finished with value: 0.9966067800574047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:42,549] Trial 5256 finished with value: 0.9967421320766356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:44,855] Trial 5257 finished with value: 0.9976516551932431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:45,585] Trial 5258 finished with value: 0.9930619408945803 and parameters: {'classifier': 'SVC', 'svc_c': 102.3461323281275, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:46,493] Trial 5259 finished with value: 0.9973384337526795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:48,359] Trial 5260 finished with value: 0.9970995040885434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:51,706] Trial 5261 finished with value: 0.9973935447882032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:53,515] Trial 5262 finished with value: 0.9974851981838923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:55,052] Trial 5263 finished with value: 0.9970449319626886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:59,198] Trial 5264 finished with value: 0.9968295698530273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:01,410] Trial 5265 finished with value: 0.9975635645363571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:03,556] Trial 5266 finished with value: 0.9974072065291634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:05,444] Trial 5267 finished with value: 0.9969326039545288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:08,270] Trial 5268 finished with value: 0.9974156447500984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:11,013] Trial 5269 finished with value: 0.9974080136876262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:12,235] Trial 5270 finished with value: 0.9955490759515603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:14,521] Trial 5271 finished with value: 0.9974842428411396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:16,309] Trial 5272 finished with value: 0.997497662675769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:19,875] Trial 5273 finished with value: 0.9966236756689707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:20,778] Trial 5274 finished with value: 0.9967216830572113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:22,947] Trial 5275 finished with value: 0.9974278785073878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:24,700] Trial 5276 finished with value: 0.985204743990864 and parameters: {'classifier': 'SVC', 'svc_c': 3.0931178671709336e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:26,376] Trial 5277 finished with value: 0.9944771561195808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:28,894] Trial 5278 finished with value: 0.9973543700542543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:40,014] Trial 5279 finished with value: 0.9967934011749843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:46,346] Trial 5280 finished with value: 0.9969415454117246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:47,883] Trial 5281 finished with value: 0.9974624107154456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:49,021] Trial 5282 finished with value: 0.9971074407870647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:51,307] Trial 5283 finished with value: 0.9975376298100537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:53,667] Trial 5284 finished with value: 0.9973005285032914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:55,818] Trial 5285 finished with value: 0.997286107750274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:58,202] Trial 5286 finished with value: 0.9972974458638145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:01,607] Trial 5287 finished with value: 0.9972819655724944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:03,186] Trial 5288 finished with value: 0.997381393581211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:04,555] Trial 5289 finished with value: 0.9961575730455011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:06,841] Trial 5290 finished with value: 0.9975034707763119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:10,141] Trial 5291 finished with value: 0.9974141962954772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:11,779] Trial 5292 finished with value: 0.997428075631531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:13,753] Trial 5293 finished with value: 0.9974862236991585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:15,137] Trial 5294 finished with value: 0.9973012553965862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:16,823] Trial 5295 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 3.664695390581168e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:23,726] Trial 5296 finished with value: 0.9967351420881565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:26,499] Trial 5297 finished with value: 0.9972371296845141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:29,019] Trial 5298 finished with value: 0.9971847711507537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:38,467] Trial 5299 finished with value: 0.9962488689454005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 47, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:39,530] Trial 5300 finished with value: 0.9897954878355074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:42,341] Trial 5301 finished with value: 0.9956989324801464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:44,148] Trial 5302 finished with value: 0.9971662809632402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:46,234] Trial 5303 finished with value: 0.997359535398695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:51,250] Trial 5304 finished with value: 0.9973068149893135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:54,901] Trial 5305 finished with value: 0.9970551810534101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:58,198] Trial 5306 finished with value: 0.9974748916158204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:00,570] Trial 5307 finished with value: 0.9971602100410858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:02,937] Trial 5308 finished with value: 0.9973219995785501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:05,094] Trial 5309 finished with value: 0.9970972081365792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:06,685] Trial 5310 finished with value: 0.9965160184651776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:08,509] Trial 5311 finished with value: 0.9974638341605956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:11,035] Trial 5312 finished with value: 0.9974355581923341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:12,372] Trial 5313 finished with value: 0.9867027392639075 and parameters: {'classifier': 'SVC', 'svc_c': 3903059.781198048, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:14,457] Trial 5314 finished with value: 0.9974817552556899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:16,349] Trial 5315 finished with value: 0.9970444229818666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:18,095] Trial 5316 finished with value: 0.9973501195549964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:21,038] Trial 5317 finished with value: 0.9971689890954091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:22,051] Trial 5318 finished with value: 0.9965185704785794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:27,251] Trial 5319 finished with value: 0.9970308584223789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:29,017] Trial 5320 finished with value: 0.9972653749304811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:35,924] Trial 5321 finished with value: 0.9966411653506887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:37,648] Trial 5322 finished with value: 0.9972984821699694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:38,661] Trial 5323 finished with value: 0.9974805796201215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 41}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:41,435] Trial 5324 finished with value: 0.9970473684818452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:44,445] Trial 5325 finished with value: 0.9967761409265994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:46,027] Trial 5326 finished with value: 0.9974868367168414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:48,420] Trial 5327 finished with value: 0.9972489738589893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:50,854] Trial 5328 finished with value: 0.997661656855238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:52,054] Trial 5329 finished with value: 0.9974239002559001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:54,269] Trial 5330 finished with value: 0.9974524502809924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:56,453] Trial 5331 finished with value: 0.9971823094951743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:59,484] Trial 5332 finished with value: 0.9972283401884191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:00,605] Trial 5333 finished with value: 0.9964121911064167 and parameters: {'classifier': 'SVC', 'svc_c': 43379.953886393945, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:02,738] Trial 5334 finished with value: 0.9973623013255932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:05,711] Trial 5335 finished with value: 0.9973935755422355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:08,192] Trial 5336 finished with value: 0.9974385758008385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:09,483] Trial 5337 finished with value: 0.9968883864161998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:15,973] Trial 5338 finished with value: 0.9972140805052824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:18,730] Trial 5339 finished with value: 0.9974099877854709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:20,771] Trial 5340 finished with value: 0.9973161316837894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:22,785] Trial 5341 finished with value: 0.9973441513684481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:25,531] Trial 5342 finished with value: 0.9974775961616055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:28,114] Trial 5343 finished with value: 0.9976063063254643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:30,265] Trial 5344 finished with value: 0.9969866873800846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:32,661] Trial 5345 finished with value: 0.9973247821678496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:35,988] Trial 5346 finished with value: 0.9946075752428053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 37, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:40,429] Trial 5347 finished with value: 0.996717066334239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:41,303] Trial 5348 finished with value: 0.989052026115234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:43,992] Trial 5349 finished with value: 0.9971562275049806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:45,776] Trial 5350 finished with value: 0.9975836025181417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:47,286] Trial 5351 finished with value: 0.9971308714559443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:48,845] Trial 5352 finished with value: 0.986737631728953 and parameters: {'classifier': 'SVC', 'svc_c': 23539752.44553585, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:50,939] Trial 5353 finished with value: 0.9973559898935758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:54,895] Trial 5354 finished with value: 0.9970869186435015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:56,618] Trial 5355 finished with value: 0.9976891805081407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:59,203] Trial 5356 finished with value: 0.997417795469398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:01,175] Trial 5357 finished with value: 0.9973653111583102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:02,095] Trial 5358 finished with value: 0.9969416960398334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 66}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:08,734] Trial 5359 finished with value: 0.9972636462936127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:11,363] Trial 5360 finished with value: 0.9976004164363338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:13,861] Trial 5361 finished with value: 0.9973505955918704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:23,249] Trial 5362 finished with value: 0.9966319772264761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:25,394] Trial 5363 finished with value: 0.9976796548195441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:28,820] Trial 5364 finished with value: 0.9975986840543926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:29,998] Trial 5365 finished with value: 0.9939234875937872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:46,483] Trial 5366 finished with value: 0.9960939925906794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:48,099] Trial 5367 finished with value: 0.9972476118584281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:53,173] Trial 5368 finished with value: 0.9968158520311845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:55,698] Trial 5369 finished with value: 0.9972273276856951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:57,388] Trial 5370 finished with value: 0.9850777382161121 and parameters: {'classifier': 'SVC', 'svc_c': 1.0465517353943861e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:59,032] Trial 5371 finished with value: 0.9971738158915908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:02,355] Trial 5372 finished with value: 0.9974910908342207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:04,243] Trial 5373 finished with value: 0.99745361182493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:06,052] Trial 5374 finished with value: 0.9972270215735776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:08,116] Trial 5375 finished with value: 0.9973556019611328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:10,197] Trial 5376 finished with value: 0.9972153749675763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:11,912] Trial 5377 finished with value: 0.9962698954995273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:15,999] Trial 5378 finished with value: 0.9974222930482658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:18,060] Trial 5379 finished with value: 0.9969534055186293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:19,509] Trial 5380 finished with value: 0.9972732464076023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:21,860] Trial 5381 finished with value: 0.9972736516372049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:23,754] Trial 5382 finished with value: 0.9974503683694761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:26,814] Trial 5383 finished with value: 0.9972714609916175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:38,562] Trial 5384 finished with value: 0.9959541017015631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 69, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:40,388] Trial 5385 finished with value: 0.9973572349399479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:43,165] Trial 5386 finished with value: 0.9973394259431427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:45,009] Trial 5387 finished with value: 0.997006637606555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:46,418] Trial 5388 finished with value: 0.9974228105665849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:47,982] Trial 5389 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 248988401.44314688, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:50,075] Trial 5390 finished with value: 0.9975599931331051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:53,163] Trial 5391 finished with value: 0.9977451441190729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:56,506] Trial 5392 finished with value: 0.9975162934939501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:59,914] Trial 5393 finished with value: 0.9973744314268768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:09,494] Trial 5394 finished with value: 0.9969719419800116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:12,999] Trial 5395 finished with value: 0.9971076059828731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:16,584] Trial 5396 finished with value: 0.997003119808629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:19,846] Trial 5397 finished with value: 0.9972702979242604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:23,395] Trial 5398 finished with value: 0.9973851931800178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:27,010] Trial 5399 finished with value: 0.9973696007904082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:31,024] Trial 5400 finished with value: 0.9972741487480498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:34,770] Trial 5401 finished with value: 0.9973787170917362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:38,616] Trial 5402 finished with value: 0.9971357673772886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:41,753] Trial 5403 finished with value: 0.9973751478784001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:45,772] Trial 5404 finished with value: 0.9974433979950238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:55,122] Trial 5405 finished with value: 0.9970753434477921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:58,363] Trial 5406 finished with value: 0.9974638853538403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:59,174] Trial 5407 finished with value: 0.9907201183230221 and parameters: {'classifier': 'SVC', 'svc_c': 8.273430347826379, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:02,918] Trial 5408 finished with value: 0.9971745843615444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:06,016] Trial 5409 finished with value: 0.9971144844126075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:09,218] Trial 5410 finished with value: 0.9975176989437067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:10,654] Trial 5411 finished with value: 0.9968953575206241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:14,338] Trial 5412 finished with value: 0.9971902006815362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:17,585] Trial 5413 finished with value: 0.9974459970122665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:20,839] Trial 5414 finished with value: 0.9975664273273486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:24,421] Trial 5415 finished with value: 0.997568868004171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:27,551] Trial 5416 finished with value: 0.9971969882456415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:40,653] Trial 5417 finished with value: 0.9968345521966935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:43,518] Trial 5418 finished with value: 0.9975044121543855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:47,311] Trial 5419 finished with value: 0.9972993507095452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:51,478] Trial 5420 finished with value: 0.9969038468713279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:54,808] Trial 5421 finished with value: 0.9974936475448328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:57,621] Trial 5422 finished with value: 0.9975365136513238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:14,554] Trial 5423 finished with value: 0.9960782690917741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:17,550] Trial 5424 finished with value: 0.9975284743124101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:21,757] Trial 5425 finished with value: 0.9974902815175802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:25,023] Trial 5426 finished with value: 0.9971229383755444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:28,360] Trial 5427 finished with value: 0.9971307610397643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:31,276] Trial 5428 finished with value: 0.9971840005860981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:33,233] Trial 5429 finished with value: 0.9853902475532458 and parameters: {'classifier': 'SVC', 'svc_c': 0.010891186256454912, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:34,384] Trial 5430 finished with value: 0.9905439013993177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:35,882] Trial 5431 finished with value: 0.9957255276723042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:39,088] Trial 5432 finished with value: 0.9974529963951664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:42,486] Trial 5433 finished with value: 0.997467063746584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:45,572] Trial 5434 finished with value: 0.997341660164877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:48,770] Trial 5435 finished with value: 0.9975415771170816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:51,552] Trial 5436 finished with value: 0.9973461942740762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:54,759] Trial 5437 finished with value: 0.9971260403116692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:56,255] Trial 5438 finished with value: 0.9942492524584035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:00,100] Trial 5439 finished with value: 0.9974032148525408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:02,211] Trial 5440 finished with value: 0.9966080135829164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:06,640] Trial 5441 finished with value: 0.9972557542820654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:10,416] Trial 5442 finished with value: 0.9974490716537906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:12,013] Trial 5443 finished with value: 0.9960828543307422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:13,447] Trial 5444 finished with value: 0.9974250138438595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:15,182] Trial 5445 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.421971825416753e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:16,216] Trial 5446 finished with value: 0.9972116820716147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:17,393] Trial 5447 finished with value: 0.9969285719072879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:19,186] Trial 5448 finished with value: 0.9967721837173443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:22,647] Trial 5449 finished with value: 0.9970912302699692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:29,036] Trial 5450 finished with value: 0.9970228834479414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:32,379] Trial 5451 finished with value: 0.997370712188452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:35,357] Trial 5452 finished with value: 0.9974993135547642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:38,412] Trial 5453 finished with value: 0.9975641245834721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:51,391] Trial 5454 finished with value: 0.9964841349441876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:53,839] Trial 5455 finished with value: 0.9974610822935904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:05,817] Trial 5456 finished with value: 0.9966903121986409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:09,009] Trial 5457 finished with value: 0.9975779757680021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:11,955] Trial 5458 finished with value: 0.9975361439999156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:16,773] Trial 5459 finished with value: 0.9973063679608868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:20,360] Trial 5460 finished with value: 0.9968083064706351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:23,001] Trial 5461 finished with value: 0.9974122918306015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:26,455] Trial 5462 finished with value: 0.9972120606413749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:35,248] Trial 5463 finished with value: 0.9967613946061272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:36,957] Trial 5464 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.2175540149059032e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:39,807] Trial 5465 finished with value: 0.9975446853055739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:41,200] Trial 5466 finished with value: 0.9974293062371554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:44,099] Trial 5467 finished with value: 0.9974693291984192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:47,227] Trial 5468 finished with value: 0.9972000358464683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:50,774] Trial 5469 finished with value: 0.9973506126668646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:52,485] Trial 5470 finished with value: 0.9973868192082311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:02,442] Trial 5471 finished with value: 0.9965938366405043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:03,707] Trial 5472 finished with value: 0.99447946140249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:06,269] Trial 5473 finished with value: 0.996069433766141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:13,669] Trial 5474 finished with value: 0.9969065694442444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:17,153] Trial 5475 finished with value: 0.9971260607508815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:19,949] Trial 5476 finished with value: 0.997201295555754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:22,734] Trial 5477 finished with value: 0.9968974146130968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:25,695] Trial 5478 finished with value: 0.9975636673671772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:29,030] Trial 5479 finished with value: 0.9973624439557494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:31,558] Trial 5480 finished with value: 0.9975016529559236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:32,517] Trial 5481 finished with value: 0.9969373604195075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:34,193] Trial 5482 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6418673703712367e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:47,068] Trial 5483 finished with value: 0.9959044197524912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:49,926] Trial 5484 finished with value: 0.9970052118445377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:52,295] Trial 5485 finished with value: 0.9975231309183082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:57,331] Trial 5486 finished with value: 0.9974640928880173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:58,884] Trial 5487 finished with value: 0.9973872017452298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:00,061] Trial 5488 finished with value: 0.9971393517613444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:02,595] Trial 5489 finished with value: 0.9973662075955069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:03,618] Trial 5490 finished with value: 0.9900816487744518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:07,298] Trial 5491 finished with value: 0.9961976034334356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:20,441] Trial 5492 finished with value: 0.9960493692832033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:23,485] Trial 5493 finished with value: 0.9972167682617145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:29,213] Trial 5494 finished with value: 0.9962513582764352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:33,040] Trial 5495 finished with value: 0.9971549494829225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:35,534] Trial 5496 finished with value: 0.9972475122966125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:43,265] Trial 5497 finished with value: 0.9973076725793114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:46,350] Trial 5498 finished with value: 0.9970805092048257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:48,768] Trial 5499 finished with value: 0.9974118828559259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:57,377] Trial 5500 finished with value: 0.997049786021733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:01,619] Trial 5501 finished with value: 0.9969242358426315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:03,134] Trial 5502 finished with value: 0.9859416540231601 and parameters: {'classifier': 'SVC', 'svc_c': 0.5749699535822643, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:04,691] Trial 5503 finished with value: 0.9954243096987733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:07,595] Trial 5504 finished with value: 0.9973369669218098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:10,483] Trial 5505 finished with value: 0.9973738771243227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:16,419] Trial 5506 finished with value: 0.9972568908482699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:22,002] Trial 5507 finished with value: 0.9973620656081543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:24,329] Trial 5508 finished with value: 0.9975312545848424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:26,195] Trial 5509 finished with value: 0.9967825294499941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:27,921] Trial 5510 finished with value: 0.9976331609750155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:29,277] Trial 5511 finished with value: 0.9943541574143366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:30,761] Trial 5512 finished with value: 0.9972479637366082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:32,774] Trial 5513 finished with value: 0.9975040642117058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:35,901] Trial 5514 finished with value: 0.9967637792972809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:39,156] Trial 5515 finished with value: 0.997300210362507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:49,741] Trial 5516 finished with value: 0.9967961568505385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:52,398] Trial 5517 finished with value: 0.9967016019118725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:53,228] Trial 5518 finished with value: 0.9969493745822152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:55,736] Trial 5519 finished with value: 0.99743610291004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:58,571] Trial 5520 finished with value: 0.9971726376217761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:00,217] Trial 5521 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.292316800783092e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:15,765] Trial 5522 finished with value: 0.996201338255173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:17,423] Trial 5523 finished with value: 0.997415924741918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:20,974] Trial 5524 finished with value: 0.9973462434043568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:22,520] Trial 5525 finished with value: 0.9973918757868631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:25,277] Trial 5526 finished with value: 0.9969782177386209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:26,265] Trial 5527 finished with value: 0.9968166974655638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:27,422] Trial 5528 finished with value: 0.9972104330580042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:29,127] Trial 5529 finished with value: 0.997508907670289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:34,760] Trial 5530 finished with value: 0.9969773132082582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:40,656] Trial 5531 finished with value: 0.9971194238466229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:48,365] Trial 5532 finished with value: 0.9967610591364453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:49,278] Trial 5533 finished with value: 0.9966721162532678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:51,647] Trial 5534 finished with value: 0.997385406363542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:54,490] Trial 5535 finished with value: 0.9972789945235002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:55,832] Trial 5536 finished with value: 0.9963279812973803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:59,212] Trial 5537 finished with value: 0.9973279049240414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:00,397] Trial 5538 finished with value: 0.9868525199706326 and parameters: {'classifier': 'SVC', 'svc_c': 439675.4345081877, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:05,802] Trial 5539 finished with value: 0.9967901653683663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:08,033] Trial 5540 finished with value: 0.9973711217026722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:10,059] Trial 5541 finished with value: 0.9974238971773229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:11,826] Trial 5542 finished with value: 0.9968028349506008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:15,150] Trial 5543 finished with value: 0.9972801395954637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:19,209] Trial 5544 finished with value: 0.9971853085687409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:33,834] Trial 5545 finished with value: 0.9966104798404922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:34,983] Trial 5546 finished with value: 0.9971350620340328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:37,671] Trial 5547 finished with value: 0.99741287549072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:42,545] Trial 5548 finished with value: 0.996924627012341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:45,424] Trial 5549 finished with value: 0.997261249669006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:45,879] Trial 5550 finished with value: 0.9913570740368819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 5}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:48,294] Trial 5551 finished with value: 0.997470048220713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:50,029] Trial 5552 finished with value: 0.9967295009924827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 45}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:52,074] Trial 5553 finished with value: 0.9975216108629678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:53,661] Trial 5554 finished with value: 0.9953355333443964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:58,587] Trial 5555 finished with value: 0.9962842072010946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 53}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:00,733] Trial 5556 finished with value: 0.9975911699143715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:02,429] Trial 5557 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.392621339854522e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:04,463] Trial 5558 finished with value: 0.9913104573983893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:06,698] Trial 5559 finished with value: 0.9973129055889709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:08,360] Trial 5560 finished with value: 0.9973051232318939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 60}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:10,646] Trial 5561 finished with value: 0.9972279157891206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:12,376] Trial 5562 finished with value: 0.997431438389779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:14,272] Trial 5563 finished with value: 0.9971807329146207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:16,458] Trial 5564 finished with value: 0.997279774228673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:19,161] Trial 5565 finished with value: 0.9975210074936088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:22,394] Trial 5566 finished with value: 0.9973555928523533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:24,731] Trial 5567 finished with value: 0.9975537759309349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:27,655] Trial 5568 finished with value: 0.9970844809183045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:29,476] Trial 5569 finished with value: 0.9976627864708405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:31,421] Trial 5570 finished with value: 0.9973068274305733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:34,057] Trial 5571 finished with value: 0.9975096868993932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:36,733] Trial 5572 finished with value: 0.997458975340865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:40,183] Trial 5573 finished with value: 0.9972333159940766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:50,958] Trial 5574 finished with value: 0.9968785801327632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:02,283] Trial 5575 finished with value: 0.9965998425634246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:03,660] Trial 5576 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2052534085.7172666, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:08,280] Trial 5577 finished with value: 0.9966949200349989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:09,940] Trial 5578 finished with value: 0.9974688098075634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:12,090] Trial 5579 finished with value: 0.997255022501133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:14,335] Trial 5580 finished with value: 0.997372390457261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:17,165] Trial 5581 finished with value: 0.9972896856597969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:19,319] Trial 5582 finished with value: 0.9975943010811088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:21,260] Trial 5583 finished with value: 0.9976334896527853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:29,871] Trial 5584 finished with value: 0.9970439124776248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:32,232] Trial 5585 finished with value: 0.9972319629118674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:34,837] Trial 5586 finished with value: 0.997619479778718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:37,506] Trial 5587 finished with value: 0.9972043320800511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:38,894] Trial 5588 finished with value: 0.9966045239047764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:41,190] Trial 5589 finished with value: 0.9962495029735781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:43,210] Trial 5590 finished with value: 0.9976137209671455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:44,188] Trial 5591 finished with value: 0.9959291540241823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 27}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:47,741] Trial 5592 finished with value: 0.9971700719928118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:50,307] Trial 5593 finished with value: 0.997458802908814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:52,017] Trial 5594 finished with value: 0.9853856593309144 and parameters: {'classifier': 'SVC', 'svc_c': 0.04407697942434575, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:53,160] Trial 5595 finished with value: 0.9969437477685998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:56,049] Trial 5596 finished with value: 0.9975512635899174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:57,626] Trial 5597 finished with value: 0.9975074546771472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:58,832] Trial 5598 finished with value: 0.9970284737947012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:02,168] Trial 5599 finished with value: 0.9972985611021453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:07,328] Trial 5600 finished with value: 0.9973809146561874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:07,955] Trial 5601 finished with value: 0.9961426553720666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 38}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:23,509] Trial 5602 finished with value: 0.9963041962112879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:24,424] Trial 5603 finished with value: 0.997008729261609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:26,383] Trial 5604 finished with value: 0.997442383714977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:28,683] Trial 5605 finished with value: 0.9975828363333173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:30,261] Trial 5606 finished with value: 0.9972612921343261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:32,910] Trial 5607 finished with value: 0.9975159301266476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:34,154] Trial 5608 finished with value: 0.9942338313582807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:35,689] Trial 5609 finished with value: 0.9933800603194521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 61, 'rf_n_estimators': 10}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:38,032] Trial 5610 finished with value: 0.9973530150677706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:39,493] Trial 5611 finished with value: 0.9969298247611853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:47,054] Trial 5612 finished with value: 0.9967302203956314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:48,118] Trial 5613 finished with value: 0.992070518234697 and parameters: {'classifier': 'SVC', 'svc_c': 5898.556260786925, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:50,190] Trial 5614 finished with value: 0.9973397652848495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:52,752] Trial 5615 finished with value: 0.9971560412669395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:56,245] Trial 5616 finished with value: 0.997576734466703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:02,297] Trial 5617 finished with value: 0.9971009953893398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:04,915] Trial 5618 finished with value: 0.9974649455269015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:05,985] Trial 5619 finished with value: 0.9895258513333008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:18,380] Trial 5620 finished with value: 0.9965911540573512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:20,826] Trial 5621 finished with value: 0.9972059243073931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:22,611] Trial 5622 finished with value: 0.9975124374968821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:36,429] Trial 5623 finished with value: 0.9965131954735219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:38,111] Trial 5624 finished with value: 0.9973716747039719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:40,651] Trial 5625 finished with value: 0.9972416935003947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:41,664] Trial 5626 finished with value: 0.996381458592379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 33}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:43,882] Trial 5627 finished with value: 0.9974256376841687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:45,981] Trial 5628 finished with value: 0.99745895372735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:48,902] Trial 5629 finished with value: 0.9969756639796344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:51,415] Trial 5630 finished with value: 0.9974341970169586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:53,614] Trial 5631 finished with value: 0.99760507162565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:55,106] Trial 5632 finished with value: 0.9857881094545123 and parameters: {'classifier': 'SVC', 'svc_c': 0.24226294938720558, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:56,399] Trial 5633 finished with value: 0.9971862390607121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:58,006] Trial 5634 finished with value: 0.9974983578311564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:59,336] Trial 5635 finished with value: 0.995526268456494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:05,793] Trial 5636 finished with value: 0.9969549593113655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:08,721] Trial 5637 finished with value: 0.9972966591445642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:12,503] Trial 5638 finished with value: 0.9972109934859743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:14,664] Trial 5639 finished with value: 0.9975599421302878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:18,300] Trial 5640 finished with value: 0.9973795751578027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:19,584] Trial 5641 finished with value: 0.9972546730667716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:22,452] Trial 5642 finished with value: 0.9974691499744558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:25,134] Trial 5643 finished with value: 0.9973228364754322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:26,146] Trial 5644 finished with value: 0.997141158568679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:39,864] Trial 5645 finished with value: 0.9959780586484244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:44,652] Trial 5646 finished with value: 0.9971827775023581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:46,733] Trial 5647 finished with value: 0.997258170838078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:48,570] Trial 5648 finished with value: 0.9975075113610498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:50,009] Trial 5649 finished with value: 0.9971501860038661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:51,557] Trial 5650 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 543985701.7480155, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:53,752] Trial 5651 finished with value: 0.9975699255429861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:55,504] Trial 5652 finished with value: 0.9968907815491249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:58,009] Trial 5653 finished with value: 0.9972717348580212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:00,184] Trial 5654 finished with value: 0.9976081287478493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:07,738] Trial 5655 finished with value: 0.9967230601332786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:10,274] Trial 5656 finished with value: 0.9971275577962389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:19,181] Trial 5657 finished with value: 0.9968969889125439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:20,996] Trial 5658 finished with value: 0.9965779695910436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:24,283] Trial 5659 finished with value: 0.9975074220188405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:26,259] Trial 5660 finished with value: 0.9974885178103242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:28,898] Trial 5661 finished with value: 0.9971647226002457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:32,628] Trial 5662 finished with value: 0.9970910896075633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:33,839] Trial 5663 finished with value: 0.997509514435604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:36,423] Trial 5664 finished with value: 0.9977333457106602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:38,579] Trial 5665 finished with value: 0.9973377530697779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:44,447] Trial 5666 finished with value: 0.9969889796187137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:46,244] Trial 5667 finished with value: 0.9971201531519988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:49,010] Trial 5668 finished with value: 0.9968849535489142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:50,771] Trial 5669 finished with value: 0.985361240756189 and parameters: {'classifier': 'SVC', 'svc_c': 0.005251607267165006, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:53,483] Trial 5670 finished with value: 0.9974283232824229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:55,333] Trial 5671 finished with value: 0.9974547976483669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:57,981] Trial 5672 finished with value: 0.9969279121079294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:09,845] Trial 5673 finished with value: 0.9965735290134576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:12,037] Trial 5674 finished with value: 0.9972373812391687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:14,495] Trial 5675 finished with value: 0.9975057745675393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:17,341] Trial 5676 finished with value: 0.997615566526465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:19,252] Trial 5677 finished with value: 0.9974913405798147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:21,305] Trial 5678 finished with value: 0.9973650026023738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:24,405] Trial 5679 finished with value: 0.9973104203521265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:25,843] Trial 5680 finished with value: 0.9972520031787814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:28,317] Trial 5681 finished with value: 0.9973594607193988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:31,745] Trial 5682 finished with value: 0.9969496591760315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:35,105] Trial 5683 finished with value: 0.9970762017677618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:38,029] Trial 5684 finished with value: 0.9973622992308915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:39,017] Trial 5685 finished with value: 0.9965683270752096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:45,878] Trial 5686 finished with value: 0.9968133900582261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:48,863] Trial 5687 finished with value: 0.9973213279726901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:49,607] Trial 5688 finished with value: 0.992697410207215 and parameters: {'classifier': 'SVC', 'svc_c': 364.4528910763081, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:50,256] Trial 5689 finished with value: 0.9963894101759788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:51,441] Trial 5690 finished with value: 0.995987722936463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 22}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:53,443] Trial 5691 finished with value: 0.9974017881383862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:55,038] Trial 5692 finished with value: 0.997083127582192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:06,806] Trial 5693 finished with value: 0.996526759461727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:08,243] Trial 5694 finished with value: 0.9976207685599268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:10,264] Trial 5695 finished with value: 0.9943109714849522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 38, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:11,765] Trial 5696 finished with value: 0.989518393750231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 51, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:12,899] Trial 5697 finished with value: 0.9939527553399193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:15,355] Trial 5698 finished with value: 0.997515354750123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:17,928] Trial 5699 finished with value: 0.9974111821464048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:19,619] Trial 5700 finished with value: 0.9975044122178612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:21,535] Trial 5701 finished with value: 0.9975251515439253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:24,107] Trial 5702 finished with value: 0.997850042536997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:26,202] Trial 5703 finished with value: 0.9977034288291068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:28,067] Trial 5704 finished with value: 0.9974718030730929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:30,368] Trial 5705 finished with value: 0.9976279828084603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:32,415] Trial 5706 finished with value: 0.9973551578525935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:33,188] Trial 5707 finished with value: 0.992212217898898 and parameters: {'classifier': 'SVC', 'svc_c': 42.10490420288853, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:35,310] Trial 5708 finished with value: 0.9972912523381234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:36,356] Trial 5709 finished with value: 0.9969694749289881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:38,463] Trial 5710 finished with value: 0.9975543337246586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:44,311] Trial 5711 finished with value: 0.9973154919110506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:58,986] Trial 5712 finished with value: 0.9964546064076701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:06,593] Trial 5713 finished with value: 0.9970433377993343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:08,769] Trial 5714 finished with value: 0.9974571476182498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:10,862] Trial 5715 finished with value: 0.9975041345429089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:13,206] Trial 5716 finished with value: 0.9976271029384512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:15,614] Trial 5717 finished with value: 0.9976512811937415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:17,532] Trial 5718 finished with value: 0.9974356922215174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:19,732] Trial 5719 finished with value: 0.9973873765258863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:22,057] Trial 5720 finished with value: 0.9974021475701885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:24,198] Trial 5721 finished with value: 0.9973210866693796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:32,073] Trial 5722 finished with value: 0.9969766738798501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:33,910] Trial 5723 finished with value: 0.9966906751216128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:36,267] Trial 5724 finished with value: 0.9973803387401184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:38,014] Trial 5725 finished with value: 0.9973630473251083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:39,834] Trial 5726 finished with value: 0.9973779876911467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:41,587] Trial 5727 finished with value: 0.9852055630193042 and parameters: {'classifier': 'SVC', 'svc_c': 0.00024330854665623568, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:43,903] Trial 5728 finished with value: 0.9973477177888485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:52,018] Trial 5729 finished with value: 0.9930631982235224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:54,128] Trial 5730 finished with value: 0.997386798039047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:56,447] Trial 5731 finished with value: 0.9973372251096871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:59,060] Trial 5732 finished with value: 0.9974858131693253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:01,447] Trial 5733 finished with value: 0.9975892334259471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:03,577] Trial 5734 finished with value: 0.9975023005996636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:05,792] Trial 5735 finished with value: 0.9973177130567671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:11,875] Trial 5736 finished with value: 0.9973555680650475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:15,678] Trial 5737 finished with value: 0.9974496967318783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:16,748] Trial 5738 finished with value: 0.9970330513530956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:19,300] Trial 5739 finished with value: 0.9975931373155177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:21,061] Trial 5740 finished with value: 0.9973849876453289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:22,728] Trial 5741 finished with value: 0.9975151016403111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:31,588] Trial 5742 finished with value: 0.9968630058654989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:35,239] Trial 5743 finished with value: 0.9974603677146038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:40,817] Trial 5744 finished with value: 0.9975258926875404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:42,539] Trial 5745 finished with value: 0.985164923453974 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005139530395308696, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:45,053] Trial 5746 finished with value: 0.997558932960044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:47,066] Trial 5747 finished with value: 0.9974156264055879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:51,128] Trial 5748 finished with value: 0.996810656345304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:53,804] Trial 5749 finished with value: 0.997680031135913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:55,764] Trial 5750 finished with value: 0.9974347152017738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:58,279] Trial 5751 finished with value: 0.9971845682820492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:59,263] Trial 5752 finished with value: 0.9972762484010563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:00,871] Trial 5753 finished with value: 0.9968948210230361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:01,971] Trial 5754 finished with value: 0.9894593845062222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:05,321] Trial 5755 finished with value: 0.9975122448795216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:07,533] Trial 5756 finished with value: 0.9972732690367304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:10,051] Trial 5757 finished with value: 0.9974096605676447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:18,008] Trial 5758 finished with value: 0.9942521646335792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:19,984] Trial 5759 finished with value: 0.9975540549071416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:22,770] Trial 5760 finished with value: 0.9975015301302218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:25,035] Trial 5761 finished with value: 0.9971624369948393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:26,630] Trial 5762 finished with value: 0.9955963189059189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:28,372] Trial 5763 finished with value: 0.9852058094324178 and parameters: {'classifier': 'SVC', 'svc_c': 1.2829919611791262e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:35,847] Trial 5764 finished with value: 0.9969556788732036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:37,286] Trial 5765 finished with value: 0.997117773665862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:41,260] Trial 5766 finished with value: 0.9974465432851298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:44,308] Trial 5767 finished with value: 0.9976303246851765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:45,744] Trial 5768 finished with value: 0.9941633985622843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:52,317] Trial 5769 finished with value: 0.9962285092681857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:56,027] Trial 5770 finished with value: 0.997435674829144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:58,902] Trial 5771 finished with value: 0.997300799957614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:00,971] Trial 5772 finished with value: 0.9974305883851414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:03,156] Trial 5773 finished with value: 0.9975137211365498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:06,535] Trial 5774 finished with value: 0.99749153903695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:11,331] Trial 5775 finished with value: 0.9974497017147298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:13,250] Trial 5776 finished with value: 0.9973612974555799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:16,189] Trial 5777 finished with value: 0.9975215018749936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:17,278] Trial 5778 finished with value: 0.9972341426713524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:18,094] Trial 5779 finished with value: 0.9935053563731285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:20,048] Trial 5780 finished with value: 0.9972969240926157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:21,817] Trial 5781 finished with value: 0.9971970501345612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:25,465] Trial 5782 finished with value: 0.9969425779093304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:31,883] Trial 5783 finished with value: 0.9901006844413808 and parameters: {'classifier': 'SVC', 'svc_c': 65231340.25581526, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:40,631] Trial 5784 finished with value: 0.9962894295150792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 57, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:42,718] Trial 5785 finished with value: 0.9973591540994747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:45,193] Trial 5786 finished with value: 0.9973185510962139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:47,672] Trial 5787 finished with value: 0.9974864128570872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:50,292] Trial 5788 finished with value: 0.997516446597616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:51,267] Trial 5789 finished with value: 0.996948098305742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:53,672] Trial 5790 finished with value: 0.9976993604419618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:04,623] Trial 5791 finished with value: 0.996474643945124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 64, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:16,908] Trial 5792 finished with value: 0.9964010155227002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:18,450] Trial 5793 finished with value: 0.9974931673820308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:20,008] Trial 5794 finished with value: 0.9974055970363999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:21,970] Trial 5795 finished with value: 0.9973351377075126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:24,579] Trial 5796 finished with value: 0.9972203341108323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:26,898] Trial 5797 finished with value: 0.9973392821069461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:29,245] Trial 5798 finished with value: 0.9973598459223818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:31,547] Trial 5799 finished with value: 0.9974073279901353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:34,761] Trial 5800 finished with value: 0.9975316386135226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:36,470] Trial 5801 finished with value: 0.9852052355793127 and parameters: {'classifier': 'SVC', 'svc_c': 6.576750499122185e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:39,650] Trial 5802 finished with value: 0.9955427972730634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:41,536] Trial 5803 finished with value: 0.9968111756726841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:46,041] Trial 5804 finished with value: 0.9976739715124534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:48,648] Trial 5805 finished with value: 0.996829796334735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:50,506] Trial 5806 finished with value: 0.9974795019277353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:51,942] Trial 5807 finished with value: 0.9956715267335698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:54,284] Trial 5808 finished with value: 0.9974456372313475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:57,595] Trial 5809 finished with value: 0.9972794329192162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:59,179] Trial 5810 finished with value: 0.9974403497277008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:01,202] Trial 5811 finished with value: 0.9969963953077455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:04,128] Trial 5812 finished with value: 0.9974702162411951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:06,145] Trial 5813 finished with value: 0.9973390255694401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:09,370] Trial 5814 finished with value: 0.9973834826020188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:11,497] Trial 5815 finished with value: 0.997519051295944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:12,604] Trial 5816 finished with value: 0.9898725170064543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:16,163] Trial 5817 finished with value: 0.9971398043756431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:17,718] Trial 5818 finished with value: 0.9973544632367505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:20,405] Trial 5819 finished with value: 0.9975102811917106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:24,335] Trial 5820 finished with value: 0.9932662826823685 and parameters: {'classifier': 'SVC', 'svc_c': 1075180.9108216383, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:26,969] Trial 5821 finished with value: 0.9973796824001919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:29,291] Trial 5822 finished with value: 0.9976910018196988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:30,966] Trial 5823 finished with value: 0.9972524622358753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:48,671] Trial 5824 finished with value: 0.9958342877683819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:54,379] Trial 5825 finished with value: 0.9973126074113302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:54,905] Trial 5826 finished with value: 0.993289488075581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 19}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:07,648] Trial 5827 finished with value: 0.9962491578238345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 60, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:09,587] Trial 5828 finished with value: 0.9974375110257808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:12,412] Trial 5829 finished with value: 0.9973209341052583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:13,677] Trial 5830 finished with value: 0.9968282070907563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:15,723] Trial 5831 finished with value: 0.9972866547213713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:17,169] Trial 5832 finished with value: 0.9970476485371407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:18,295] Trial 5833 finished with value: 0.9970334833060163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:20,966] Trial 5834 finished with value: 0.9974202958769623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:23,532] Trial 5835 finished with value: 0.997047469313177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:25,597] Trial 5836 finished with value: 0.9962874881390172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:27,119] Trial 5837 finished with value: 0.9970158176693392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 42}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:28,851] Trial 5838 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.088378625823692e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:30,009] Trial 5839 finished with value: 0.9968673611633273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:32,288] Trial 5840 finished with value: 0.9974441949973563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:34,274] Trial 5841 finished with value: 0.9973163788586129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:35,036] Trial 5842 finished with value: 0.9961085963127333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 15}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:38,076] Trial 5843 finished with value: 0.9973705764454217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:40,361] Trial 5844 finished with value: 0.9972614992876482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:42,902] Trial 5845 finished with value: 0.9974031646749091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:45,466] Trial 5846 finished with value: 0.9973951846224063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:46,655] Trial 5847 finished with value: 0.9973299044756878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 31}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:48,781] Trial 5848 finished with value: 0.9971261602809592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:50,719] Trial 5849 finished with value: 0.9973204705096439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:53,821] Trial 5850 finished with value: 0.9974017261859909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:55,503] Trial 5851 finished with value: 0.9974157116536073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:57,161] Trial 5852 finished with value: 0.9973403115577127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:58,924] Trial 5853 finished with value: 0.9973658509249027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:01,044] Trial 5854 finished with value: 0.9975171141092858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:02,219] Trial 5855 finished with value: 0.9970038153131333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:04,510] Trial 5856 finished with value: 0.9973377152381921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:06,200] Trial 5857 finished with value: 0.9952626510801773 and parameters: {'classifier': 'SVC', 'svc_c': 209164.92477891297, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:08,918] Trial 5858 finished with value: 0.9974960500092146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:09,871] Trial 5859 finished with value: 0.9970958125890498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:13,331] Trial 5860 finished with value: 0.9974186260504365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:15,456] Trial 5861 finished with value: 0.9974722023994446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:18,114] Trial 5862 finished with value: 0.9967853746264472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:19,392] Trial 5863 finished with value: 0.9972268582503055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:26,424] Trial 5864 finished with value: 0.9965988754776459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:28,610] Trial 5865 finished with value: 0.9973365246858071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:31,020] Trial 5866 finished with value: 0.9972223457546215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:32,738] Trial 5867 finished with value: 0.997577532928979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:40,523] Trial 5868 finished with value: 0.9969714189392965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:41,876] Trial 5869 finished with value: 0.9973175540815885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 35}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:44,479] Trial 5870 finished with value: 0.997269189890435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:46,427] Trial 5871 finished with value: 0.997387239069009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:48,759] Trial 5872 finished with value: 0.9961035473511992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:51,429] Trial 5873 finished with value: 0.9974182428469417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:53,937] Trial 5874 finished with value: 0.9974546522887507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:57,371] Trial 5875 finished with value: 0.9970958192857483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:59,130] Trial 5876 finished with value: 0.985402209062765 and parameters: {'classifier': 'SVC', 'svc_c': 0.14013795341177382, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:00,796] Trial 5877 finished with value: 0.9970087252943705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:02,127] Trial 5878 finished with value: 0.9940455465395912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:03,779] Trial 5879 finished with value: 0.9975961856780543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:05,877] Trial 5880 finished with value: 0.9971979830068753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:11,641] Trial 5881 finished with value: 0.9968190449916277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:13,746] Trial 5882 finished with value: 0.9976350419221017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:16,399] Trial 5883 finished with value: 0.997588531034317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:18,890] Trial 5884 finished with value: 0.9972819608435461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:21,361] Trial 5885 finished with value: 0.9968881803102287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 47}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:22,596] Trial 5886 finished with value: 0.9957638769032798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:24,361] Trial 5887 finished with value: 0.9967390714315288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:25,393] Trial 5888 finished with value: 0.9895847171854438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:27,725] Trial 5889 finished with value: 0.9974134654984198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:29,394] Trial 5890 finished with value: 0.9973380621969966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:31,867] Trial 5891 finished with value: 0.9974514671993084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:38,806] Trial 5892 finished with value: 0.9972026979904092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:41,000] Trial 5893 finished with value: 0.9974828039396285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:41,871] Trial 5894 finished with value: 0.9950672598901021 and parameters: {'classifier': 'SVC', 'svc_c': 1067.4483835193098, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:45,708] Trial 5895 finished with value: 0.9973767075109111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:49,869] Trial 5896 finished with value: 0.996467253233825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:53,104] Trial 5897 finished with value: 0.9967724650421562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:58,238] Trial 5898 finished with value: 0.9973409050565825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:00,169] Trial 5899 finished with value: 0.9974760033629813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:02,963] Trial 5900 finished with value: 0.9974007926154426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:04,747] Trial 5901 finished with value: 0.9969698592115718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:06,764] Trial 5902 finished with value: 0.9975812838735735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:09,346] Trial 5903 finished with value: 0.9968846981222347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:11,649] Trial 5904 finished with value: 0.9974593827286454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:13,841] Trial 5905 finished with value: 0.9974902694889133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:15,796] Trial 5906 finished with value: 0.9972485248310744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:17,307] Trial 5907 finished with value: 0.9957252079128863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:19,989] Trial 5908 finished with value: 0.996998115058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:24,006] Trial 5909 finished with value: 0.9968019585717619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:27,384] Trial 5910 finished with value: 0.9970102636307456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:29,749] Trial 5911 finished with value: 0.9973093395494254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:31,309] Trial 5912 finished with value: 0.9972807932059302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:32,633] Trial 5913 finished with value: 0.9863554114110528 and parameters: {'classifier': 'SVC', 'svc_c': 1.0006331955565344, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:35,374] Trial 5914 finished with value: 0.9975909140750994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:46,445] Trial 5915 finished with value: 0.9966647336668731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:53,101] Trial 5916 finished with value: 0.9966325723439792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:55,084] Trial 5917 finished with value: 0.9974184246416757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:59,099] Trial 5918 finished with value: 0.9972746888637589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:01,083] Trial 5919 finished with value: 0.9971769403616296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:03,356] Trial 5920 finished with value: 0.9976404225765068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:09,627] Trial 5921 finished with value: 0.9972066166063688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:11,983] Trial 5922 finished with value: 0.997392111440826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:14,429] Trial 5923 finished with value: 0.9973101022113419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:16,442] Trial 5924 finished with value: 0.9974903777786536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:19,630] Trial 5925 finished with value: 0.9974271743701726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:22,112] Trial 5926 finished with value: 0.9971548307514108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:24,230] Trial 5927 finished with value: 0.9975109762518842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:25,597] Trial 5928 finished with value: 0.9974971045646662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:28,444] Trial 5929 finished with value: 0.9973328826657112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:31,423] Trial 5930 finished with value: 0.9974834462514001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:33,992] Trial 5931 finished with value: 0.9974190637479184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:35,934] Trial 5932 finished with value: 0.9972269817425037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:36,928] Trial 5933 finished with value: 0.9961357791322477 and parameters: {'classifier': 'SVC', 'svc_c': 11705.289759086512, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:39,404] Trial 5934 finished with value: 0.9974646476983778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:40,881] Trial 5935 finished with value: 0.9965389850623741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:43,098] Trial 5936 finished with value: 0.9973710071605639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:47,586] Trial 5937 finished with value: 0.9937221432926701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:50,109] Trial 5938 finished with value: 0.9973493540049302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:05,196] Trial 5939 finished with value: 0.996044218569938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:08,482] Trial 5940 finished with value: 0.997479725997362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:11,129] Trial 5941 finished with value: 0.9972982259181045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:12,981] Trial 5942 finished with value: 0.9973264282544206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:15,013] Trial 5943 finished with value: 0.9975859501076814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:17,846] Trial 5944 finished with value: 0.9975111761689633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:19,752] Trial 5945 finished with value: 0.9973478158272447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:22,796] Trial 5946 finished with value: 0.9976600825915515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:26,917] Trial 5947 finished with value: 0.9973515382077224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:28,957] Trial 5948 finished with value: 0.9971415780803398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:30,819] Trial 5949 finished with value: 0.99710278026578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:32,589] Trial 5950 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.308884432350954e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:33,640] Trial 5951 finished with value: 0.9975097637368674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:34,758] Trial 5952 finished with value: 0.997158216360952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:35,840] Trial 5953 finished with value: 0.9975076192064595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:36,632] Trial 5954 finished with value: 0.9887879539029654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:38,620] Trial 5955 finished with value: 0.9972330131827013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:42,535] Trial 5956 finished with value: 0.997364105244778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:49,192] Trial 5957 finished with value: 0.9968932903989725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:50,360] Trial 5958 finished with value: 0.9968074044158289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:55,199] Trial 5959 finished with value: 0.9964853499030234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:57,376] Trial 5960 finished with value: 0.9974506033252052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:02,737] Trial 5961 finished with value: 0.9973755279398421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:06,488] Trial 5962 finished with value: 0.9971734509373928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:12,338] Trial 5963 finished with value: 0.9967580485420183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:14,739] Trial 5964 finished with value: 0.9975309619613354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:17,442] Trial 5965 finished with value: 0.9971415754778316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:28,863] Trial 5966 finished with value: 0.9965101686927622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:29,986] Trial 5967 finished with value: 0.9973191755712812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:32,216] Trial 5968 finished with value: 0.9963944207981207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:38,495] Trial 5969 finished with value: 0.9892308618288975 and parameters: {'classifier': 'SVC', 'svc_c': 9868020919.352497, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:40,851] Trial 5970 finished with value: 0.9974335129381009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:42,870] Trial 5971 finished with value: 0.9973131802488222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:46,348] Trial 5972 finished with value: 0.9971250900787193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:48,265] Trial 5973 finished with value: 0.9975369793099023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:51,178] Trial 5974 finished with value: 0.9973528354312143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:54,382] Trial 5975 finished with value: 0.9976088750964812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:05,023] Trial 5976 finished with value: 0.9967704798677818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:07,229] Trial 5977 finished with value: 0.9976500305932353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:09,612] Trial 5978 finished with value: 0.9970643404865545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:23,034] Trial 5979 finished with value: 0.9962350649234013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 60, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:24,373] Trial 5980 finished with value: 0.9945801286495418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:33,619] Trial 5981 finished with value: 0.9968221520058176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:35,547] Trial 5982 finished with value: 0.997517359284621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:38,081] Trial 5983 finished with value: 0.9973146969399442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:40,382] Trial 5984 finished with value: 0.9977587281656355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:42,358] Trial 5985 finished with value: 0.9971832663930845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:44,340] Trial 5986 finished with value: 0.9970830157060683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:00,211] Trial 5987 finished with value: 0.9962102398812949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:02,184] Trial 5988 finished with value: 0.9973021475174274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:03,741] Trial 5989 finished with value: 0.9866198391513606 and parameters: {'classifier': 'SVC', 'svc_c': 8913496.204386972, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:05,391] Trial 5990 finished with value: 0.9968362967659914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:08,891] Trial 5991 finished with value: 0.9975410819739873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:11,064] Trial 5992 finished with value: 0.9975025022623276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:13,273] Trial 5993 finished with value: 0.9974031275098195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:15,582] Trial 5994 finished with value: 0.9975562952860298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:19,506] Trial 5995 finished with value: 0.9975487901595746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:22,504] Trial 5996 finished with value: 0.99744546276807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:25,019] Trial 5997 finished with value: 0.9972537126142157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:27,134] Trial 5998 finished with value: 0.9971734496361386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:43,157] Trial 5999 finished with value: 0.9964053659963666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:45,910] Trial 6000 finished with value: 0.9975044780105434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:48,257] Trial 6001 finished with value: 0.997469684282128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:51,137] Trial 6002 finished with value: 0.9971453059514754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:53,075] Trial 6003 finished with value: 0.9971001531287512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:54,727] Trial 6004 finished with value: 0.9957390980715667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:57,982] Trial 6005 finished with value: 0.9973636448229545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:59,498] Trial 6006 finished with value: 0.9972866320605055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:00,709] Trial 6007 finished with value: 0.9883590571840926 and parameters: {'classifier': 'SVC', 'svc_c': 1.8836207444827748, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:01,788] Trial 6008 finished with value: 0.9971610633782039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:10,255] Trial 6009 finished with value: 0.9966585158299447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:20,424] Trial 6010 finished with value: 0.997075252233046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:22,917] Trial 6011 finished with value: 0.9973395620987658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:25,093] Trial 6012 finished with value: 0.9972039215819559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:27,607] Trial 6013 finished with value: 0.9970228916363215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:30,213] Trial 6014 finished with value: 0.997339508588654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:31,200] Trial 6015 finished with value: 0.9971579531584854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:33,559] Trial 6016 finished with value: 0.9967287154792728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:36,535] Trial 6017 finished with value: 0.997461819914298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:41,002] Trial 6018 finished with value: 0.9966993611521292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:42,074] Trial 6019 finished with value: 0.9934652275659431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:44,446] Trial 6020 finished with value: 0.9972224898447215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:47,035] Trial 6021 finished with value: 0.997413132345605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:49,557] Trial 6022 finished with value: 0.9974999359033916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:51,088] Trial 6023 finished with value: 0.9972513435381125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:53,190] Trial 6024 finished with value: 0.9974662070452475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:57,688] Trial 6025 finished with value: 0.9974124679442501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:59,407] Trial 6026 finished with value: 0.9853309259130137 and parameters: {'classifier': 'SVC', 'svc_c': 0.0024207834946799356, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:01,625] Trial 6027 finished with value: 0.9974024738358772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:04,138] Trial 6028 finished with value: 0.9972728319740066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:05,583] Trial 6029 finished with value: 0.996961846881617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:09,084] Trial 6030 finished with value: 0.997446197532366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:20,537] Trial 6031 finished with value: 0.9967169107232787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:22,444] Trial 6032 finished with value: 0.9975751948925494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:25,200] Trial 6033 finished with value: 0.9971394275832055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:27,506] Trial 6034 finished with value: 0.9973752598179998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:29,830] Trial 6035 finished with value: 0.9975130593059651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:39,352] Trial 6036 finished with value: 0.9968898747971084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:42,305] Trial 6037 finished with value: 0.9972358223366297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:48,922] Trial 6038 finished with value: 0.9973429379330319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:51,902] Trial 6039 finished with value: 0.9973935380915048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:55,733] Trial 6040 finished with value: 0.9977180485153282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:57,118] Trial 6041 finished with value: 0.9974091286720536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:59,588] Trial 6042 finished with value: 0.9974427707904964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:02,053] Trial 6043 finished with value: 0.9975333588398455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:03,735] Trial 6044 finished with value: 0.996309875614616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:08,010] Trial 6045 finished with value: 0.9971747572061886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:22,764] Trial 6046 finished with value: 0.9961294033992297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:23,760] Trial 6047 finished with value: 0.9963224128180387 and parameters: {'classifier': 'SVC', 'svc_c': 27553.696468656053, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:26,880] Trial 6048 finished with value: 0.9974627879839518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:27,776] Trial 6049 finished with value: 0.9897572072218876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:29,658] Trial 6050 finished with value: 0.997617439253433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:32,041] Trial 6051 finished with value: 0.9973446947848998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:32,949] Trial 6052 finished with value: 0.9963321773661269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:44,960] Trial 6053 finished with value: 0.9970338046205915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:55,838] Trial 6054 finished with value: 0.9971695860854486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:57,702] Trial 6055 finished with value: 0.9975587401839939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:00,451] Trial 6056 finished with value: 0.9972729296950238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:06,349] Trial 6057 finished with value: 0.9961634162481697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 39, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:11,885] Trial 6058 finished with value: 0.9972724565145613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:13,612] Trial 6059 finished with value: 0.9974183356168455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:16,121] Trial 6060 finished with value: 0.997538541100591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:17,828] Trial 6061 finished with value: 0.9966562866862758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:21,295] Trial 6062 finished with value: 0.997142032503699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:22,438] Trial 6063 finished with value: 0.9873270951871911 and parameters: {'classifier': 'SVC', 'svc_c': 100232.54918973178, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:24,730] Trial 6064 finished with value: 0.9976113408145126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:26,999] Trial 6065 finished with value: 0.9976649715622941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:29,956] Trial 6066 finished with value: 0.9972779010891119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:33,007] Trial 6067 finished with value: 0.9973833593637241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:35,541] Trial 6068 finished with value: 0.997022800231148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:40,455] Trial 6069 finished with value: 0.9969468102545053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:43,121] Trial 6070 finished with value: 0.9975049662982499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:45,058] Trial 6071 finished with value: 0.9971112687278226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:47,137] Trial 6072 finished with value: 0.9974354121662219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:49,799] Trial 6073 finished with value: 0.9974741230506532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:51,822] Trial 6074 finished with value: 0.99748709306392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:53,739] Trial 6075 finished with value: 0.9954582259057849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:55,806] Trial 6076 finished with value: 0.9972807497567349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:57,319] Trial 6077 finished with value: 0.99464801028906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:58,430] Trial 6078 finished with value: 0.9967755293053845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:59,737] Trial 6079 finished with value: 0.997506551606728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:11,181] Trial 6080 finished with value: 0.9969189199970333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:12,764] Trial 6081 finished with value: 0.9974310440780166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:14,610] Trial 6082 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.087971113300025e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:16,295] Trial 6083 finished with value: 0.9973589501199434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:17,647] Trial 6084 finished with value: 0.9973030416377565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:19,429] Trial 6085 finished with value: 0.997369328479162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 53}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:20,449] Trial 6086 finished with value: 0.9969575559165271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:23,562] Trial 6087 finished with value: 0.9969802924138945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:26,106] Trial 6088 finished with value: 0.9976585442869145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:28,286] Trial 6089 finished with value: 0.9975864720058318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:30,790] Trial 6090 finished with value: 0.9974408151641138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:32,652] Trial 6091 finished with value: 0.9972401282820118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:35,812] Trial 6092 finished with value: 0.9974114061208178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:38,915] Trial 6093 finished with value: 0.9976891470246482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:41,234] Trial 6094 finished with value: 0.9972846133709009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:43,002] Trial 6095 finished with value: 0.9973316224486193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:45,111] Trial 6096 finished with value: 0.9973994863149093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:47,156] Trial 6097 finished with value: 0.9976096614666146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:49,961] Trial 6098 finished with value: 0.9974290867695251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:54,344] Trial 6099 finished with value: 0.9972282371354337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:56,352] Trial 6100 finished with value: 0.9973731967270624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:57,438] Trial 6101 finished with value: 0.9900475715610355 and parameters: {'classifier': 'SVC', 'svc_c': 11.535890779406133, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:59,499] Trial 6102 finished with value: 0.9959779776850225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:00,397] Trial 6103 finished with value: 0.9970666487528268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 27}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:03,268] Trial 6104 finished with value: 0.9972662695586169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:07,023] Trial 6105 finished with value: 0.9973714028053186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:07,597] Trial 6106 finished with value: 0.9877702608249317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:09,751] Trial 6107 finished with value: 0.9974112998305656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:12,736] Trial 6108 finished with value: 0.9975847543185417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:15,189] Trial 6109 finished with value: 0.9975185540581477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:17,253] Trial 6110 finished with value: 0.9974273038925731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:19,973] Trial 6111 finished with value: 0.9971181805458356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:20,574] Trial 6112 finished with value: 0.9859182707707145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:21,694] Trial 6113 finished with value: 0.9971373806468632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:23,177] Trial 6114 finished with value: 0.9973782645409136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:28,196] Trial 6115 finished with value: 0.9968446844601777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:31,472] Trial 6116 finished with value: 0.9973287555951754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:33,595] Trial 6117 finished with value: 0.9976522263168879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:40,261] Trial 6118 finished with value: 0.9967733115238863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:41,634] Trial 6119 finished with value: 0.9973639679465903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:43,316] Trial 6120 finished with value: 0.9853836912632722 and parameters: {'classifier': 'SVC', 'svc_c': 0.014773266444769319, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:45,973] Trial 6121 finished with value: 0.9975128882069061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:48,509] Trial 6122 finished with value: 0.9972451211626635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:50,765] Trial 6123 finished with value: 0.9971849593882828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:52,831] Trial 6124 finished with value: 0.9974133370868462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:53,472] Trial 6125 finished with value: 0.996142692314991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 24}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:55,826] Trial 6126 finished with value: 0.9947452825956254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:57,959] Trial 6127 finished with value: 0.9971042505560815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:04,159] Trial 6128 finished with value: 0.9967172043306607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:06,426] Trial 6129 finished with value: 0.9972311935215146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:08,549] Trial 6130 finished with value: 0.9976258510366911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:11,487] Trial 6131 finished with value: 0.997440876830868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:14,644] Trial 6132 finished with value: 0.9976481012458404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:19,943] Trial 6133 finished with value: 0.9966240868018241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:29,954] Trial 6134 finished with value: 0.9958149943261686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 60, 'rf_n_estimators': 85}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:33,155] Trial 6135 finished with value: 0.9969739076355729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:35,718] Trial 6136 finished with value: 0.9975514513196401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:39,409] Trial 6137 finished with value: 0.9972202081430775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:40,173] Trial 6138 finished with value: 0.9924155360756947 and parameters: {'classifier': 'SVC', 'svc_c': 219.16581398190414, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:51,780] Trial 6139 finished with value: 0.9964920902411226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:59,916] Trial 6140 finished with value: 0.9963670052127928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:02,272] Trial 6141 finished with value: 0.997461205944478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:03,634] Trial 6142 finished with value: 0.997376801518593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:05,906] Trial 6143 finished with value: 0.9973112532182943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:11,118] Trial 6144 finished with value: 0.9969879342989931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:13,113] Trial 6145 finished with value: 0.9974433793013963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:14,872] Trial 6146 finished with value: 0.9974829956365897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:17,607] Trial 6147 finished with value: 0.9975593193690674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:27,451] Trial 6148 finished with value: 0.9968509910362954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:29,717] Trial 6149 finished with value: 0.9973032350168268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:31,763] Trial 6150 finished with value: 0.9973120511092882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:33,071] Trial 6151 finished with value: 0.9968066576228661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:37,347] Trial 6152 finished with value: 0.9971055747885328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:39,030] Trial 6153 finished with value: 0.9974437438112634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:41,651] Trial 6154 finished with value: 0.9950361410939927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:42,363] Trial 6155 finished with value: 0.9947464737827687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 11}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:50,170] Trial 6156 finished with value: 0.9967630902673096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:59,931] Trial 6157 finished with value: 0.9965488810688751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 79}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:01,666] Trial 6158 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.548901596653652e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:03,432] Trial 6159 finished with value: 0.9972880422074722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:05,888] Trial 6160 finished with value: 0.9974719370070623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:08,384] Trial 6161 finished with value: 0.9973583274221989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:10,251] Trial 6162 finished with value: 0.9970553997910684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:11,603] Trial 6163 finished with value: 0.9972759825326055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 38}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:13,614] Trial 6164 finished with value: 0.9974485482004827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:14,675] Trial 6165 finished with value: 0.997034096704554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:16,935] Trial 6166 finished with value: 0.9970543247964044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:20,206] Trial 6167 finished with value: 0.997418348724601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:21,923] Trial 6168 finished with value: 0.9973860613704765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:26,131] Trial 6169 finished with value: 0.9974385720240276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:27,812] Trial 6170 finished with value: 0.996874610640938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:29,845] Trial 6171 finished with value: 0.99757915914762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:31,872] Trial 6172 finished with value: 0.9972778212365369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:33,312] Trial 6173 finished with value: 0.9968227637857217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:41,312] Trial 6174 finished with value: 0.9970528639322617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:44,402] Trial 6175 finished with value: 0.9974035253444896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:46,117] Trial 6176 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.937402830458894e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:47,888] Trial 6177 finished with value: 0.997392522319776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:50,527] Trial 6178 finished with value: 0.9971951645537404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:52,320] Trial 6179 finished with value: 0.9963816749496943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:57,808] Trial 6180 finished with value: 0.996969746256359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:00,303] Trial 6181 finished with value: 0.9970488411207518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:02,464] Trial 6182 finished with value: 0.9973287636883418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:10,018] Trial 6183 finished with value: 0.9968620781347256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:11,197] Trial 6184 finished with value: 0.9973164608693658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:13,093] Trial 6185 finished with value: 0.9974466540504269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:15,656] Trial 6186 finished with value: 0.9974901834474462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:18,669] Trial 6187 finished with value: 0.9972575625810814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:21,048] Trial 6188 finished with value: 0.997248391151008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:28,667] Trial 6189 finished with value: 0.9969957406499282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:30,509] Trial 6190 finished with value: 0.9973207591341745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:40,538] Trial 6191 finished with value: 0.9968487447858942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:43,880] Trial 6192 finished with value: 0.9879870241949459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:46,080] Trial 6193 finished with value: 0.9975710806758662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:52,660] Trial 6194 finished with value: 0.992781132458517 and parameters: {'classifier': 'SVC', 'svc_c': 2536196.3813932273, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:53,492] Trial 6195 finished with value: 0.9968625263691928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:56,025] Trial 6196 finished with value: 0.9969589261372063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:58,359] Trial 6197 finished with value: 0.9975636675893425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:59,982] Trial 6198 finished with value: 0.9954268046474174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:01,741] Trial 6199 finished with value: 0.9968366321404596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:04,277] Trial 6200 finished with value: 0.9976740718994548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:06,519] Trial 6201 finished with value: 0.9974045824707116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:07,463] Trial 6202 finished with value: 0.9967186286009965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:09,060] Trial 6203 finished with value: 0.9974159322003263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:13,530] Trial 6204 finished with value: 0.9969731105062888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:16,168] Trial 6205 finished with value: 0.9975130977405713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:17,524] Trial 6206 finished with value: 0.9953918256965739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:19,529] Trial 6207 finished with value: 0.9972776482332032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:23,026] Trial 6208 finished with value: 0.9968650541665713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:25,767] Trial 6209 finished with value: 0.9970105942127899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:29,979] Trial 6210 finished with value: 0.9972282423404505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:40,396] Trial 6211 finished with value: 0.9964860370287202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:42,045] Trial 6212 finished with value: 0.9969465473694177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:43,811] Trial 6213 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.7341594374991658e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:45,237] Trial 6214 finished with value: 0.9961699134104217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:48,998] Trial 6215 finished with value: 0.9972700975311127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:50,408] Trial 6216 finished with value: 0.9971733880963362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:52,639] Trial 6217 finished with value: 0.9971937941743715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:55,042] Trial 6218 finished with value: 0.997593579995851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:01,695] Trial 6219 finished with value: 0.9950809855829458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:02,967] Trial 6220 finished with value: 0.997037761734633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:06,560] Trial 6221 finished with value: 0.9974503880152409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:08,470] Trial 6222 finished with value: 0.9975406616688787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:17,731] Trial 6223 finished with value: 0.9964431645746478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 45, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:20,421] Trial 6224 finished with value: 0.997507995998897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:23,238] Trial 6225 finished with value: 0.997399925726238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:25,793] Trial 6226 finished with value: 0.9973569744034654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:27,683] Trial 6227 finished with value: 0.9964396670255068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:29,919] Trial 6228 finished with value: 0.9970152611133938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:32,265] Trial 6229 finished with value: 0.9973680156406196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:34,668] Trial 6230 finished with value: 0.9974194504743211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:36,465] Trial 6231 finished with value: 0.9974943177542249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:38,345] Trial 6232 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 3.194827843742676e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:40,402] Trial 6233 finished with value: 0.9972152637262107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:40,930] Trial 6234 finished with value: 0.9957633433573173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 8}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:43,753] Trial 6235 finished with value: 0.997182916387441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:45,355] Trial 6236 finished with value: 0.9975034631274763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:47,442] Trial 6237 finished with value: 0.9970845397286471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:48,582] Trial 6238 finished with value: 0.9969581566833776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:01,648] Trial 6239 finished with value: 0.9956672928014997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:03,409] Trial 6240 finished with value: 0.9972842956109713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:05,309] Trial 6241 finished with value: 0.9974189129928579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:06,367] Trial 6242 finished with value: 0.9905552213905132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:09,253] Trial 6243 finished with value: 0.9973371677910263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:11,438] Trial 6244 finished with value: 0.997384879895133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:13,699] Trial 6245 finished with value: 0.9976331248255391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:15,843] Trial 6246 finished with value: 0.9973297727633718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:18,381] Trial 6247 finished with value: 0.9971451247597618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:19,749] Trial 6248 finished with value: 0.9973282669900897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:22,305] Trial 6249 finished with value: 0.9961405292179072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:23,587] Trial 6250 finished with value: 0.994200435081669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:25,543] Trial 6251 finished with value: 0.9852056454109119 and parameters: {'classifier': 'SVC', 'svc_c': 6.812716749297514e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:27,825] Trial 6252 finished with value: 0.9973477175984211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:29,693] Trial 6253 finished with value: 0.9971931066360821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:33,989] Trial 6254 finished with value: 0.9971247462937057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:35,842] Trial 6255 finished with value: 0.9975081187611231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:38,817] Trial 6256 finished with value: 0.9971912559669596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:41,355] Trial 6257 finished with value: 0.997542131292684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:43,449] Trial 6258 finished with value: 0.9971825015412524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:46,274] Trial 6259 finished with value: 0.9975519574440505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:46,996] Trial 6260 finished with value: 0.996846164398803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:49,073] Trial 6261 finished with value: 0.9973954640746817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:52,192] Trial 6262 finished with value: 0.9972789562793216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:57,121] Trial 6263 finished with value: 0.9970752979673708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:00,214] Trial 6264 finished with value: 0.9974896437443297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:02,154] Trial 6265 finished with value: 0.9970810305634318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:04,974] Trial 6266 finished with value: 0.9971483564404521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:07,001] Trial 6267 finished with value: 0.9975734335338986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:09,205] Trial 6268 finished with value: 0.9973201550983196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:12,972] Trial 6269 finished with value: 0.997264055807833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:14,874] Trial 6270 finished with value: 0.9852784856858795 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010334752711806468, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:15,803] Trial 6271 finished with value: 0.9959733483938389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:17,841] Trial 6272 finished with value: 0.9975725347163591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:26,382] Trial 6273 finished with value: 0.9952698678360054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 67, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:28,862] Trial 6274 finished with value: 0.997565040095151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:31,860] Trial 6275 finished with value: 0.9940423564038219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:35,189] Trial 6276 finished with value: 0.9974923487979211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:37,582] Trial 6277 finished with value: 0.9974980632716371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:40,696] Trial 6278 finished with value: 0.9970071533792894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:43,095] Trial 6279 finished with value: 0.9975247807182145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:45,014] Trial 6280 finished with value: 0.9973733670009359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:47,296] Trial 6281 finished with value: 0.9970388320955624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:49,041] Trial 6282 finished with value: 0.9972305974201364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:50,221] Trial 6283 finished with value: 0.9959080267974132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:52,125] Trial 6284 finished with value: 0.9971225859895579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:04,057] Trial 6285 finished with value: 0.9963293478682002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:05,302] Trial 6286 finished with value: 0.995498965064669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:13,112] Trial 6287 finished with value: 0.9970351638282168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:15,195] Trial 6288 finished with value: 0.9973571339816641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:16,000] Trial 6289 finished with value: 0.991800865546158 and parameters: {'classifier': 'SVC', 'svc_c': 94.4009958709724, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:24,784] Trial 6290 finished with value: 0.9965579738524136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:28,293] Trial 6291 finished with value: 0.9973568700174877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:39,930] Trial 6292 finished with value: 0.9967684357243752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:40,851] Trial 6293 finished with value: 0.9963621297941367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 30}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:43,519] Trial 6294 finished with value: 0.9972975009290841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:44,144] Trial 6295 finished with value: 0.9966139301318891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 14}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:46,094] Trial 6296 finished with value: 0.9975345918258128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:48,249] Trial 6297 finished with value: 0.9973833860870421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:51,320] Trial 6298 finished with value: 0.9973105510488294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:01,902] Trial 6299 finished with value: 0.9963642167519803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:02,820] Trial 6300 finished with value: 0.9965203843634671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:03,941] Trial 6301 finished with value: 0.996409856465943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:05,113] Trial 6302 finished with value: 0.9973262133887871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:06,912] Trial 6303 finished with value: 0.9973199532134901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:09,085] Trial 6304 finished with value: 0.9976047416466259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:16,678] Trial 6305 finished with value: 0.9971545472049453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:08,487] Trial 6306 finished with value: 0.990948791533242 and parameters: {'classifier': 'SVC', 'svc_c': 179224873.09326515, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:10,247] Trial 6307 finished with value: 0.9961830990827698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:11,233] Trial 6308 finished with value: 0.9968125460837909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:13,220] Trial 6309 finished with value: 0.9964251533121583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:15,275] Trial 6310 finished with value: 0.9974997326220943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:16,534] Trial 6311 finished with value: 0.9911245303571081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:21,840] Trial 6312 finished with value: 0.9972115476933144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:22,963] Trial 6313 finished with value: 0.9970652327026093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 42}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:28,242] Trial 6314 finished with value: 0.997185299523437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:31,454] Trial 6315 finished with value: 0.9973597526764096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:33,758] Trial 6316 finished with value: 0.9972973766434383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:37,954] Trial 6317 finished with value: 0.9972149592009885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:40,507] Trial 6318 finished with value: 0.9974757066135463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:42,483] Trial 6319 finished with value: 0.9971781518610335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:45,426] Trial 6320 finished with value: 0.9972371669765554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:47,670] Trial 6321 finished with value: 0.9974430689046613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:49,839] Trial 6322 finished with value: 0.9973288549983015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:52,114] Trial 6323 finished with value: 0.997189717789274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:54,327] Trial 6324 finished with value: 0.9975482005009916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:55,636] Trial 6325 finished with value: 0.9867392704205916 and parameters: {'classifier': 'SVC', 'svc_c': 18496474.78676003, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:57,375] Trial 6326 finished with value: 0.9974823151123777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:00,070] Trial 6327 finished with value: 0.9973656430098709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:03,256] Trial 6328 finished with value: 0.9973101983137257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:03,936] Trial 6329 finished with value: 0.9936128773895608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 5}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:05,920] Trial 6330 finished with value: 0.9940398971285859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:08,002] Trial 6331 finished with value: 0.9975061220341503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:12,291] Trial 6332 finished with value: 0.9971764733065833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:14,015] Trial 6333 finished with value: 0.9973199794924774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:16,340] Trial 6334 finished with value: 0.997234212812128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:18,829] Trial 6335 finished with value: 0.9972748459981388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:21,470] Trial 6336 finished with value: 0.9974605506836403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:23,255] Trial 6337 finished with value: 0.9973902023104779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:24,585] Trial 6338 finished with value: 0.9971538720761776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:26,190] Trial 6339 finished with value: 0.9973937237900014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:29,036] Trial 6340 finished with value: 0.9973463382054866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:38,751] Trial 6341 finished with value: 0.997077573353171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:40,320] Trial 6342 finished with value: 0.9970970224380826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:41,229] Trial 6343 finished with value: 0.9970301526347928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:41,962] Trial 6344 finished with value: 0.995438231595361 and parameters: {'classifier': 'SVC', 'svc_c': 4138.480508874241, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:42,790] Trial 6345 finished with value: 0.9964347297496688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 17}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:45,753] Trial 6346 finished with value: 0.9972132804243728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:48,166] Trial 6347 finished with value: 0.9976541132624387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:51,377] Trial 6348 finished with value: 0.9971444936832096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:54,059] Trial 6349 finished with value: 0.9975533401694653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:56,596] Trial 6350 finished with value: 0.9973775765582934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:58,136] Trial 6351 finished with value: 0.9971100205076597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:00,870] Trial 6352 finished with value: 0.9975675090821868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:03,118] Trial 6353 finished with value: 0.997380765265857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:05,408] Trial 6354 finished with value: 0.9963651367704424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:06,952] Trial 6355 finished with value: 0.9971013006445338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:09,045] Trial 6356 finished with value: 0.9973900680591292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:11,169] Trial 6357 finished with value: 0.9971419122487676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:13,186] Trial 6358 finished with value: 0.9972565277983464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:14,465] Trial 6359 finished with value: 0.9973978359754585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:17,233] Trial 6360 finished with value: 0.9971677185634972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:20,166] Trial 6361 finished with value: 0.9976661948681996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:22,639] Trial 6362 finished with value: 0.997626078819653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:23,828] Trial 6363 finished with value: 0.9883710193918457 and parameters: {'classifier': 'SVC', 'svc_c': 4.009103293012822, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:28,580] Trial 6364 finished with value: 0.9969745999028107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:31,116] Trial 6365 finished with value: 0.997277963549314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:36,927] Trial 6366 finished with value: 0.9971945881298648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:39,237] Trial 6367 finished with value: 0.9973898508448906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:43,217] Trial 6368 finished with value: 0.9970037175286404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:53,755] Trial 6369 finished with value: 0.9967544799951783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:57,041] Trial 6370 finished with value: 0.9972107830953857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:58,519] Trial 6371 finished with value: 0.9972806621283724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:00,515] Trial 6372 finished with value: 0.997424677866371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:02,522] Trial 6373 finished with value: 0.9969400546187349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:07,782] Trial 6374 finished with value: 0.9945089042149196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 54, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:12,339] Trial 6375 finished with value: 0.9972472556321547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:14,115] Trial 6376 finished with value: 0.9973712600799486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:19,051] Trial 6377 finished with value: 0.9972556841412898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:20,302] Trial 6378 finished with value: 0.9954301755305699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:22,151] Trial 6379 finished with value: 0.9973645949924282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:24,030] Trial 6380 finished with value: 0.9973127559129993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:08:51,948] Trial 6381 finished with value: 0.9896096374412725 and parameters: {'classifier': 'SVC', 'svc_c': 3182919698.811979, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:08:53,539] Trial 6382 finished with value: 0.9973950940741564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:08:56,223] Trial 6383 finished with value: 0.9974524771630002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:08:58,759] Trial 6384 finished with value: 0.997668941847567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:03,631] Trial 6385 finished with value: 0.9973629072022469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:07,260] Trial 6386 finished with value: 0.9972138578321235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:09,460] Trial 6387 finished with value: 0.9973564563456018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:12,456] Trial 6388 finished with value: 0.9973405751410344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:15,107] Trial 6389 finished with value: 0.9972353701983998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:30,704] Trial 6390 finished with value: 0.9957547692029246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:33,228] Trial 6391 finished with value: 0.9976600957945211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:35,082] Trial 6392 finished with value: 0.9976811729071343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:36,141] Trial 6393 finished with value: 0.9972551075587249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:38,119] Trial 6394 finished with value: 0.9973632828521196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:40,346] Trial 6395 finished with value: 0.9973548689106839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:41,378] Trial 6396 finished with value: 0.9909897643466007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:44,113] Trial 6397 finished with value: 0.9972184706513332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:45,994] Trial 6398 finished with value: 0.9971642651935232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:48,499] Trial 6399 finished with value: 0.9974390894471329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:51,011] Trial 6400 finished with value: 0.9973336474858053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:52,731] Trial 6401 finished with value: 0.9852054813576684 and parameters: {'classifier': 'SVC', 'svc_c': 1.841807765044709e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:54,807] Trial 6402 finished with value: 0.9977139761292069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:58,460] Trial 6403 finished with value: 0.9970180997835758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:00,259] Trial 6404 finished with value: 0.9974380981135932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:03,054] Trial 6405 finished with value: 0.9973798226182673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:03,940] Trial 6406 finished with value: 0.997074428697823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:07,540] Trial 6407 finished with value: 0.9972253618397063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:15,150] Trial 6408 finished with value: 0.9972312193561712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:17,094] Trial 6409 finished with value: 0.9972429778065582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:22,795] Trial 6410 finished with value: 0.9974342684272504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:25,131] Trial 6411 finished with value: 0.9973569225437245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:27,352] Trial 6412 finished with value: 0.9970725152828575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:29,219] Trial 6413 finished with value: 0.9970355278937536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:31,405] Trial 6414 finished with value: 0.9974303201680853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:33,729] Trial 6415 finished with value: 0.9975596873383665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:36,087] Trial 6416 finished with value: 0.9974706184239586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:39,077] Trial 6417 finished with value: 0.9975219140869358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:42,847] Trial 6418 finished with value: 0.9972985667832305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:45,099] Trial 6419 finished with value: 0.9974690709153283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:47,700] Trial 6420 finished with value: 0.9972739667311504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:49,432] Trial 6421 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.5093508852622728e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:55,898] Trial 6422 finished with value: 0.9968626307551706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:58,434] Trial 6423 finished with value: 0.9974029888786397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:03,306] Trial 6424 finished with value: 0.9970463378567759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:05,696] Trial 6425 finished with value: 0.9976005977549992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:18,017] Trial 6426 finished with value: 0.9963991578395003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 60, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:19,326] Trial 6427 finished with value: 0.9940686403105831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:21,883] Trial 6428 finished with value: 0.9973648353436014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:23,615] Trial 6429 finished with value: 0.997621996404353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:25,046] Trial 6430 finished with value: 0.9969365667813935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:26,764] Trial 6431 finished with value: 0.9974046879040402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:27,500] Trial 6432 finished with value: 0.9909116467875928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:30,407] Trial 6433 finished with value: 0.9972406076831043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:31,872] Trial 6434 finished with value: 0.9973208190553438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:34,082] Trial 6435 finished with value: 0.9974533649992238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:48,741] Trial 6436 finished with value: 0.9962739740745405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:49,517] Trial 6437 finished with value: 0.9930568906952678 and parameters: {'classifier': 'SVC', 'svc_c': 1220.5771266253557, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:52,325] Trial 6438 finished with value: 0.9973122930790946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:54,178] Trial 6439 finished with value: 0.9971559569393192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:56,484] Trial 6440 finished with value: 0.9975167450608976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:58,852] Trial 6441 finished with value: 0.9971561460020343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:01,448] Trial 6442 finished with value: 0.997549626612126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:18,102] Trial 6443 finished with value: 0.9961629724570097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:19,584] Trial 6444 finished with value: 0.9961029555979145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:20,888] Trial 6445 finished with value: 0.9971020511508316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:24,201] Trial 6446 finished with value: 0.9972528638473562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:27,312] Trial 6447 finished with value: 0.9974282984316414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:29,370] Trial 6448 finished with value: 0.9973011591037749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:31,540] Trial 6449 finished with value: 0.9974262876130379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:33,610] Trial 6450 finished with value: 0.997554703725184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:35,052] Trial 6451 finished with value: 0.9974226558442858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:38,105] Trial 6452 finished with value: 0.9976103653499265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:52,541] Trial 6453 finished with value: 0.9964730560341374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:53,937] Trial 6454 finished with value: 0.9969865011737813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:56,080] Trial 6455 finished with value: 0.9977669376832093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:58,253] Trial 6456 finished with value: 0.9972393716185599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:59,039] Trial 6457 finished with value: 0.9917730293700804 and parameters: {'classifier': 'SVC', 'svc_c': 24.64957390603054, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:06,827] Trial 6458 finished with value: 0.9968128004313813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:09,041] Trial 6459 finished with value: 0.9972571256770472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:10,849] Trial 6460 finished with value: 0.9976190627426139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:12,775] Trial 6461 finished with value: 0.9972784225429319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:14,689] Trial 6462 finished with value: 0.997573498628347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:21,859] Trial 6463 finished with value: 0.9969225632231696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:23,930] Trial 6464 finished with value: 0.9973229465107574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:25,987] Trial 6465 finished with value: 0.9973873732251439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:27,979] Trial 6466 finished with value: 0.9976527313622094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:29,743] Trial 6467 finished with value: 0.9974265065093858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:31,490] Trial 6468 finished with value: 0.9975069310651498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:33,630] Trial 6469 finished with value: 0.997585074934883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:40,608] Trial 6470 finished with value: 0.996968342393498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:46,592] Trial 6471 finished with value: 0.9969356310844053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:48,578] Trial 6472 finished with value: 0.9975270311580194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:50,677] Trial 6473 finished with value: 0.9973701300200153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:52,631] Trial 6474 finished with value: 0.9974133028099059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:54,472] Trial 6475 finished with value: 0.9974404640159057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:56,270] Trial 6476 finished with value: 0.9853728762539227 and parameters: {'classifier': 'SVC', 'svc_c': 0.006062952935864049, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:58,196] Trial 6477 finished with value: 0.9973956152105968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:00,171] Trial 6478 finished with value: 0.9977134198589027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:02,070] Trial 6479 finished with value: 0.9971707727023329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:04,021] Trial 6480 finished with value: 0.9974430412292059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:05,508] Trial 6481 finished with value: 0.9967211647454445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:06,881] Trial 6482 finished with value: 0.9955768277365419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:11,654] Trial 6483 finished with value: 0.9970907429978758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:12,538] Trial 6484 finished with value: 0.993416488264461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:14,600] Trial 6485 finished with value: 0.9974061960259274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:16,759] Trial 6486 finished with value: 0.9970174217349207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:22,690] Trial 6487 finished with value: 0.9968873003132682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:23,907] Trial 6488 finished with value: 0.9972058904430458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:25,540] Trial 6489 finished with value: 0.9972732004511123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:27,824] Trial 6490 finished with value: 0.9972509403714739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:29,508] Trial 6491 finished with value: 0.9973137723829618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:30,588] Trial 6492 finished with value: 0.9900126559273175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:35,164] Trial 6493 finished with value: 0.995725881042166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:38,571] Trial 6494 finished with value: 0.9901008358946751 and parameters: {'classifier': 'SVC', 'svc_c': 55425908.83493121, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:40,823] Trial 6495 finished with value: 0.9971159834257152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:42,672] Trial 6496 finished with value: 0.9974309587030458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:44,181] Trial 6497 finished with value: 0.9973596361348133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:46,222] Trial 6498 finished with value: 0.9970889324137305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:48,220] Trial 6499 finished with value: 0.9974352096148964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:50,421] Trial 6500 finished with value: 0.9974460195461807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:52,050] Trial 6501 finished with value: 0.9971920621415471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:52,749] Trial 6502 finished with value: 0.9912545193364726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:55,158] Trial 6503 finished with value: 0.9968750729670361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:05,142] Trial 6504 finished with value: 0.9965871367999751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:07,118] Trial 6505 finished with value: 0.9975165029958775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:09,148] Trial 6506 finished with value: 0.9975177331254331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:11,299] Trial 6507 finished with value: 0.9975579318194908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:13,763] Trial 6508 finished with value: 0.9974789542266662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:15,670] Trial 6509 finished with value: 0.9974715719893886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:28,568] Trial 6510 finished with value: 0.9959358489770738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 61, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:31,178] Trial 6511 finished with value: 0.9975147161199489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:33,444] Trial 6512 finished with value: 0.9896556058012673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 51, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:35,249] Trial 6513 finished with value: 0.9974283189660677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:36,999] Trial 6514 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.583158146288685e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:38,545] Trial 6515 finished with value: 0.9973873439945312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:40,586] Trial 6516 finished with value: 0.9972563246440006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:42,311] Trial 6517 finished with value: 0.9974649732340947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:44,276] Trial 6518 finished with value: 0.9973938548675593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:46,576] Trial 6519 finished with value: 0.996901289716385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:48,602] Trial 6520 finished with value: 0.9973325464977952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:50,210] Trial 6521 finished with value: 0.9974154475307414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:52,637] Trial 6522 finished with value: 0.9974169106800138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:53,899] Trial 6523 finished with value: 0.9972453373612892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:55,649] Trial 6524 finished with value: 0.9970285776093964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:57,819] Trial 6525 finished with value: 0.9974356607057752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:59,626] Trial 6526 finished with value: 0.9969897881101685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:01,846] Trial 6527 finished with value: 0.9970680100868922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:14,832] Trial 6528 finished with value: 0.9967470862687783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:16,841] Trial 6529 finished with value: 0.9974638977316244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:22,354] Trial 6530 finished with value: 0.9964585939266266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:32,671] Trial 6531 finished with value: 0.9967672143227443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:34,370] Trial 6532 finished with value: 0.9853854954363603 and parameters: {'classifier': 'SVC', 'svc_c': 0.04383202982391362, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:35,858] Trial 6533 finished with value: 0.9973472439101521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:37,912] Trial 6534 finished with value: 0.9970348191862798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:39,440] Trial 6535 finished with value: 0.9974682811809766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:41,053] Trial 6536 finished with value: 0.9972369425895495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:42,755] Trial 6537 finished with value: 0.9973214450855686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:43,687] Trial 6538 finished with value: 0.9968354233705158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:45,464] Trial 6539 finished with value: 0.9965678312973569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:55,255] Trial 6540 finished with value: 0.9968422481631866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 47, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:57,839] Trial 6541 finished with value: 0.9974442191499038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:58,575] Trial 6542 finished with value: 0.9934404655870589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:00,806] Trial 6543 finished with value: 0.9972578154052524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:03,161] Trial 6544 finished with value: 0.9973276396586108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:04,039] Trial 6545 finished with value: 0.9970593682355428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:06,658] Trial 6546 finished with value: 0.9974339142004651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:08,152] Trial 6547 finished with value: 0.9974310366830842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:08,963] Trial 6548 finished with value: 0.9960773876983456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 25}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:12,915] Trial 6549 finished with value: 0.996938869112677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:14,651] Trial 6550 finished with value: 0.9969328539857637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:16,630] Trial 6551 finished with value: 0.9852051536320358 and parameters: {'classifier': 'SVC', 'svc_c': 5.321226963102016e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:18,904] Trial 6552 finished with value: 0.9976512384110422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:20,834] Trial 6553 finished with value: 0.9974762534259543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:26,627] Trial 6554 finished with value: 0.9972829200900616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:37,081] Trial 6555 finished with value: 0.996913491767505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:38,788] Trial 6556 finished with value: 0.9956629541978105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:40,443] Trial 6557 finished with value: 0.9975820652925934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:41,888] Trial 6558 finished with value: 0.9972367646033645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:43,888] Trial 6559 finished with value: 0.9974079309151636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:47,220] Trial 6560 finished with value: 0.9970177199125615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:49,570] Trial 6561 finished with value: 0.9975231095269587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:51,903] Trial 6562 finished with value: 0.997619411224838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:53,795] Trial 6563 finished with value: 0.9976315694141696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:55,729] Trial 6564 finished with value: 0.9976525067530385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:57,883] Trial 6565 finished with value: 0.9969625716167343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:59,177] Trial 6566 finished with value: 0.9970952021421375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 38}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:19:01,150] Trial 6567 finished with value: 0.997364911641531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:19:04,298] Trial 6568 finished with value: 0.9958412568098421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:19:06,992] Trial 6569 finished with value: 0.997348637236028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:38,647] Trial 6570 finished with value: 0.9897305868615693 and parameters: {'classifier': 'SVC', 'svc_c': 983629989.8794653, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:40,666] Trial 6571 finished with value: 0.9974460213235036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:45,783] Trial 6572 finished with value: 0.9965873147861602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:50,241] Trial 6573 finished with value: 0.9970666632887886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:53,048] Trial 6574 finished with value: 0.9973406809869557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:55,216] Trial 6575 finished with value: 0.997341721196873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:57,120] Trial 6576 finished with value: 0.9971166660446292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:58,405] Trial 6577 finished with value: 0.997187961984757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:00,319] Trial 6578 finished with value: 0.9973880304854698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:03,377] Trial 6579 finished with value: 0.9974036175431108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:05,500] Trial 6580 finished with value: 0.9972052963728938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:07,394] Trial 6581 finished with value: 0.9973077532570721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:09,586] Trial 6582 finished with value: 0.9975733999869304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:17,916] Trial 6583 finished with value: 0.9970119808102292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:20,329] Trial 6584 finished with value: 0.9972137836606337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:22,404] Trial 6585 finished with value: 0.9976046228833763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:26,522] Trial 6586 finished with value: 0.9973642560950523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:28,421] Trial 6587 finished with value: 0.9974851179504624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:30,998] Trial 6588 finished with value: 0.9972522589863156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:31,819] Trial 6589 finished with value: 0.9944907220437984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:33,547] Trial 6590 finished with value: 0.996151692677743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:35,233] Trial 6591 finished with value: 0.9975284586021457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:36,736] Trial 6592 finished with value: 0.9867193049916634 and parameters: {'classifier': 'SVC', 'svc_c': 849621.8502472064, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:38,123] Trial 6593 finished with value: 0.9969921455701974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:40,342] Trial 6594 finished with value: 0.9974526627028073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:42,863] Trial 6595 finished with value: 0.9970689147442066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:44,305] Trial 6596 finished with value: 0.9964753707114671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 32}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:48,481] Trial 6597 finished with value: 0.9972843433130464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:51,168] Trial 6598 finished with value: 0.9976639700726239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:53,140] Trial 6599 finished with value: 0.997462795378884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:10,465] Trial 6600 finished with value: 0.9959603351218039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:12,782] Trial 6601 finished with value: 0.9976235002098849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:15,214] Trial 6602 finished with value: 0.9971165883184937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:17,622] Trial 6603 finished with value: 0.9935452610472114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 36, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:27,154] Trial 6604 finished with value: 0.9957020195946682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 65, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:29,481] Trial 6605 finished with value: 0.9974937412986117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:31,455] Trial 6606 finished with value: 0.9972046399060156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:33,615] Trial 6607 finished with value: 0.997501406574548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:34,965] Trial 6608 finished with value: 0.986215143697761 and parameters: {'classifier': 'SVC', 'svc_c': 0.41793645586078293, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:36,988] Trial 6609 finished with value: 0.9975940673631581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:39,672] Trial 6610 finished with value: 0.9974891458717753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:41,943] Trial 6611 finished with value: 0.9973015918184055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:43,849] Trial 6612 finished with value: 0.9976205402056825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:45,236] Trial 6613 finished with value: 0.9974220084861875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:51,681] Trial 6614 finished with value: 0.996214661479612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:54,092] Trial 6615 finished with value: 0.9972063721292675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:55,075] Trial 6616 finished with value: 0.9960763461871741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 28}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:57,197] Trial 6617 finished with value: 0.9973593966405637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:59,813] Trial 6618 finished with value: 0.997325588818506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:01,117] Trial 6619 finished with value: 0.9972633885500665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:02,211] Trial 6620 finished with value: 0.9898936774945503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:04,431] Trial 6621 finished with value: 0.9976845150674806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:07,619] Trial 6622 finished with value: 0.9971989017875588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:09,915] Trial 6623 finished with value: 0.9975731284691319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:15,698] Trial 6624 finished with value: 0.9966519139643362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 30, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:17,624] Trial 6625 finished with value: 0.9852034331200716 and parameters: {'classifier': 'SVC', 'svc_c': 1.910779992210005e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:19,527] Trial 6626 finished with value: 0.9974861252799075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:20,585] Trial 6627 finished with value: 0.9970100262311977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:22,567] Trial 6628 finished with value: 0.9969099133819134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:24,314] Trial 6629 finished with value: 0.9965232629916746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 45}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:26,786] Trial 6630 finished with value: 0.9974096141985619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:29,201] Trial 6631 finished with value: 0.9974237278238488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:31,501] Trial 6632 finished with value: 0.9969696051178846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:32,482] Trial 6633 finished with value: 0.9971075987466301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 85}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:35,194] Trial 6634 finished with value: 0.9972901489697703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:41,561] Trial 6635 finished with value: 0.9966527879945698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:54,404] Trial 6636 finished with value: 0.9970703066736144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:09,267] Trial 6637 finished with value: 0.9964732923863343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:10,740] Trial 6638 finished with value: 0.9973610508520389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:12,683] Trial 6639 finished with value: 0.9971840234691293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:14,927] Trial 6640 finished with value: 0.9973261772393104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:19,136] Trial 6641 finished with value: 0.9968374931264136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 22, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:21,651] Trial 6642 finished with value: 0.997446859839019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:23,669] Trial 6643 finished with value: 0.997464170169822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:26,421] Trial 6644 finished with value: 0.9973861635030628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:36,653] Trial 6645 finished with value: 0.9967132193189987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:33,724] Trial 6646 finished with value: 0.9903658300931558 and parameters: {'classifier': 'SVC', 'svc_c': 418657580.8709318, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:35,898] Trial 6647 finished with value: 0.9973020832799026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:37,392] Trial 6648 finished with value: 0.997464555372805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:40,032] Trial 6649 finished with value: 0.9972585327771749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:43,776] Trial 6650 finished with value: 0.9972898070890309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:46,563] Trial 6651 finished with value: 0.9974473348285421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:48,947] Trial 6652 finished with value: 0.9974679921438533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:51,118] Trial 6653 finished with value: 0.9973218937008909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:53,489] Trial 6654 finished with value: 0.9972423242913057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:54,677] Trial 6655 finished with value: 0.9970366419577815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:56,383] Trial 6656 finished with value: 0.9975756499189289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:58,402] Trial 6657 finished with value: 0.9971672969253964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:00,357] Trial 6658 finished with value: 0.9974283397861349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:08,154] Trial 6659 finished with value: 0.9964036411997853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:09,860] Trial 6660 finished with value: 0.9965746205118334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:14,647] Trial 6661 finished with value: 0.9969324385048169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:17,883] Trial 6662 finished with value: 0.9968742915797543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:19,814] Trial 6663 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 3.2308875121770844e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:23,739] Trial 6664 finished with value: 0.9972509473538137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:25,381] Trial 6665 finished with value: 0.9974767559322433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:27,587] Trial 6666 finished with value: 0.9974432416540916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:29,712] Trial 6667 finished with value: 0.9972775579388564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:31,250] Trial 6668 finished with value: 0.9955600804044797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:33,413] Trial 6669 finished with value: 0.9971024371790004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:36,543] Trial 6670 finished with value: 0.9972936755908347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:39,639] Trial 6671 finished with value: 0.9970795770624834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:41,824] Trial 6672 finished with value: 0.9972223070026365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:48,419] Trial 6673 finished with value: 0.9971035865673196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:51,224] Trial 6674 finished with value: 0.9974940191957294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:57,767] Trial 6675 finished with value: 0.9971903843805446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:59,413] Trial 6676 finished with value: 0.9975728145494892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:01,406] Trial 6677 finished with value: 0.9975431251969944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:03,931] Trial 6678 finished with value: 0.9974733528033767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:07,182] Trial 6679 finished with value: 0.9972916174510109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:08,471] Trial 6680 finished with value: 0.9919318896573747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:10,169] Trial 6681 finished with value: 0.9851488613433338 and parameters: {'classifier': 'SVC', 'svc_c': 0.00047377753474505915, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:13,181] Trial 6682 finished with value: 0.9969851394271233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:15,583] Trial 6683 finished with value: 0.9975189142199218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:17,513] Trial 6684 finished with value: 0.997570051701168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:19,403] Trial 6685 finished with value: 0.9974605337673358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:28,267] Trial 6686 finished with value: 0.9969530668434187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:33,233] Trial 6687 finished with value: 0.9974227032289819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:37,047] Trial 6688 finished with value: 0.9970181041634071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:37,897] Trial 6689 finished with value: 0.9943617738138956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:40,225] Trial 6690 finished with value: 0.9974910104103634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:42,895] Trial 6691 finished with value: 0.997097352639272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:50,172] Trial 6692 finished with value: 0.9944950116758964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 59, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:52,065] Trial 6693 finished with value: 0.9972954006095813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:53,491] Trial 6694 finished with value: 0.9974065088347435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:59,949] Trial 6695 finished with value: 0.993914853232584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 66, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:01,024] Trial 6696 finished with value: 0.9972150264536145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:04,082] Trial 6697 finished with value: 0.9975389744817176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:06,090] Trial 6698 finished with value: 0.9972721531001659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:08,505] Trial 6699 finished with value: 0.997322162870084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:09,698] Trial 6700 finished with value: 0.9894504105811469 and parameters: {'classifier': 'SVC', 'svc_c': 19024.171519046766, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:10,429] Trial 6701 finished with value: 0.9953836421406087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 19}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:12,876] Trial 6702 finished with value: 0.9974734840396241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:16,419] Trial 6703 finished with value: 0.9974241237859823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:18,415] Trial 6704 finished with value: 0.9973941572346038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:21,251] Trial 6705 finished with value: 0.9973056493829239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:24,041] Trial 6706 finished with value: 0.9933130789891553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:30,173] Trial 6707 finished with value: 0.996322450808314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 47, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:32,540] Trial 6708 finished with value: 0.9976905907185833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:43,772] Trial 6709 finished with value: 0.996922987432041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:46,250] Trial 6710 finished with value: 0.9972842881208251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:48,913] Trial 6711 finished with value: 0.9966063383926843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:50,328] Trial 6712 finished with value: 0.9974576326686894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:53,635] Trial 6713 finished with value: 0.9963206336861598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 39, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:56,093] Trial 6714 finished with value: 0.9974213172028247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:59,713] Trial 6715 finished with value: 0.9976201271050789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:02,821] Trial 6716 finished with value: 0.9967784401158303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:04,801] Trial 6717 finished with value: 0.997316475881396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:06,846] Trial 6718 finished with value: 0.9972147665201523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:08,523] Trial 6719 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015167380042779662, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:10,653] Trial 6720 finished with value: 0.9972404900306812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:13,867] Trial 6721 finished with value: 0.9974729110434426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:14,986] Trial 6722 finished with value: 0.9967516681435279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 36}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:16,271] Trial 6723 finished with value: 0.9969752220292728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:17,970] Trial 6724 finished with value: 0.9974705349215239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:29,723] Trial 6725 finished with value: 0.9967498209973132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:36,616] Trial 6726 finished with value: 0.9973115013769928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:39,063] Trial 6727 finished with value: 0.9974359136568977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:50,091] Trial 6728 finished with value: 0.9968447500624323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:51,877] Trial 6729 finished with value: 0.9973315950588052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:54,281] Trial 6730 finished with value: 0.9975919524124802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:07,978] Trial 6731 finished with value: 0.9965847127220783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 63, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:10,710] Trial 6732 finished with value: 0.997444882091315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:12,750] Trial 6733 finished with value: 0.9973867866451381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:14,518] Trial 6734 finished with value: 0.9972015186415056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:17,094] Trial 6735 finished with value: 0.9965896452689679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:18,860] Trial 6736 finished with value: 0.9975910313149295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:19,964] Trial 6737 finished with value: 0.9876110567208857 and parameters: {'classifier': 'SVC', 'svc_c': 64034.29076136314, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:22,418] Trial 6738 finished with value: 0.9975033805137031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:23,798] Trial 6739 finished with value: 0.9956835178862945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:27,929] Trial 6740 finished with value: 0.9975059363673916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:29,015] Trial 6741 finished with value: 0.9963907200946339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:31,192] Trial 6742 finished with value: 0.9974526108748044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:41,404] Trial 6743 finished with value: 0.9969755689880774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:44,407] Trial 6744 finished with value: 0.9969912708734675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:45,480] Trial 6745 finished with value: 0.9962135081875303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:47,930] Trial 6746 finished with value: 0.9974821970473619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:48,896] Trial 6747 finished with value: 0.9899036317401114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:49,917] Trial 6748 finished with value: 0.9918694613520698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:02,533] Trial 6749 finished with value: 0.9963452564943197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:05,260] Trial 6750 finished with value: 0.9967866750872058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:07,207] Trial 6751 finished with value: 0.9962426387624262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:10,143] Trial 6752 finished with value: 0.9973561677528093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:11,965] Trial 6753 finished with value: 0.9974862446144396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:13,795] Trial 6754 finished with value: 0.9973079526028691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:15,986] Trial 6755 finished with value: 0.9973710532757436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:17,790] Trial 6756 finished with value: 0.9972875622668355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:19,495] Trial 6757 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.946740230326828e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:32,400] Trial 6758 finished with value: 0.9964450880822678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 71, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:35,666] Trial 6759 finished with value: 0.9972706144781496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:37,993] Trial 6760 finished with value: 0.9974757662173365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:40,044] Trial 6761 finished with value: 0.9970116829499677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:44,956] Trial 6762 finished with value: 0.9970871466168907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:46,149] Trial 6763 finished with value: 0.9955803182081299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:48,273] Trial 6764 finished with value: 0.9975051841155089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:49,314] Trial 6765 finished with value: 0.995606200820789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 12}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:51,952] Trial 6766 finished with value: 0.9971525923720105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:54,424] Trial 6767 finished with value: 0.9974863450014407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:56,874] Trial 6768 finished with value: 0.9974410563087348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:59,886] Trial 6769 finished with value: 0.9974445749953222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:02,037] Trial 6770 finished with value: 0.9974061567978737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:04,588] Trial 6771 finished with value: 0.9976141232451227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:06,687] Trial 6772 finished with value: 0.9974586372051989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:09,361] Trial 6773 finished with value: 0.9971509086125434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:11,260] Trial 6774 finished with value: 0.9972659657316288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:13,018] Trial 6775 finished with value: 0.9852068745248547 and parameters: {'classifier': 'SVC', 'svc_c': 1.8056687066728075e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:14,813] Trial 6776 finished with value: 0.9970422384934331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:18,791] Trial 6777 finished with value: 0.997430780526433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:21,995] Trial 6778 finished with value: 0.9972517499737558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:23,868] Trial 6779 finished with value: 0.9973853283517656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:26,328] Trial 6780 finished with value: 0.9970464882627192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:28,845] Trial 6781 finished with value: 0.9974039833542322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:30,969] Trial 6782 finished with value: 0.9973816439615631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:33,070] Trial 6783 finished with value: 0.9973524492760942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:35,323] Trial 6784 finished with value: 0.9974481413839849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:36,900] Trial 6785 finished with value: 0.9963708229974202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:37,996] Trial 6786 finished with value: 0.9960656910416645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:44,470] Trial 6787 finished with value: 0.9970475940748914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:47,607] Trial 6788 finished with value: 0.9973611528259356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:49,026] Trial 6789 finished with value: 0.997346816876607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:54,425] Trial 6790 finished with value: 0.9972174065110334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:55,460] Trial 6791 finished with value: 0.9890309582383519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:00,648] Trial 6792 finished with value: 0.9970698512663801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:02,374] Trial 6793 finished with value: 0.9853836929771193 and parameters: {'classifier': 'SVC', 'svc_c': 0.022508965503019455, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:05,152] Trial 6794 finished with value: 0.9972703915828255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:06,157] Trial 6795 finished with value: 0.9969186592383856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:16,540] Trial 6796 finished with value: 0.9964354836836607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 46, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:18,499] Trial 6797 finished with value: 0.9974190756813718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:22,086] Trial 6798 finished with value: 0.9973096877777462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:23,239] Trial 6799 finished with value: 0.9970204965033963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 49}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:24,778] Trial 6800 finished with value: 0.9975950334333237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:25,878] Trial 6801 finished with value: 0.996917280956278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:29,111] Trial 6802 finished with value: 0.9974387641970575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:32,160] Trial 6803 finished with value: 0.9974495875852144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:49,772] Trial 6804 finished with value: 0.9958126640020506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:50,979] Trial 6805 finished with value: 0.9968989822435604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:59,513] Trial 6806 finished with value: 0.9966105866702888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:01,856] Trial 6807 finished with value: 0.9972925842511483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:04,271] Trial 6808 finished with value: 0.9973018639074861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:06,492] Trial 6809 finished with value: 0.9969054522699015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:08,646] Trial 6810 finished with value: 0.9976874490148608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:11,440] Trial 6811 finished with value: 0.9972748184178971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:13,192] Trial 6812 finished with value: 0.997436026104304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:15,165] Trial 6813 finished with value: 0.9852062193274927 and parameters: {'classifier': 'SVC', 'svc_c': 6.156163783052894e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:17,667] Trial 6814 finished with value: 0.9972880773413358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:19,348] Trial 6815 finished with value: 0.9974044320012924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:21,770] Trial 6816 finished with value: 0.9974133066819308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:23,947] Trial 6817 finished with value: 0.9973928193865901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:26,181] Trial 6818 finished with value: 0.9974190847901512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:29,744] Trial 6819 finished with value: 0.9975476221411038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:32,646] Trial 6820 finished with value: 0.9970491591980603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:35,552] Trial 6821 finished with value: 0.9937288511946276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:37,683] Trial 6822 finished with value: 0.9971153511748606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:39,434] Trial 6823 finished with value: 0.9976528931620617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:42,077] Trial 6824 finished with value: 0.9974071848204348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:43,797] Trial 6825 finished with value: 0.9974315159889628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:47,579] Trial 6826 finished with value: 0.997233800219331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:49,752] Trial 6827 finished with value: 0.9975117295511181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:51,919] Trial 6828 finished with value: 0.9975349940403141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:54,532] Trial 6829 finished with value: 0.9974543269751991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:56,838] Trial 6830 finished with value: 0.9973878913464834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:58,557] Trial 6831 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.69411422250224e-05, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:01,291] Trial 6832 finished with value: 0.997348906056104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:06,073] Trial 6833 finished with value: 0.9973320870598467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:08,260] Trial 6834 finished with value: 0.9966891636989832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:10,758] Trial 6835 finished with value: 0.997277440730764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:12,978] Trial 6836 finished with value: 0.9973674058919412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:16,162] Trial 6837 finished with value: 0.9973948900946251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:17,332] Trial 6838 finished with value: 0.995383026012611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:18,499] Trial 6839 finished with value: 0.9966428373353923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:20,797] Trial 6840 finished with value: 0.9974256476498716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:21,458] Trial 6841 finished with value: 0.9968587426076021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 22}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:27,787] Trial 6842 finished with value: 0.9970687650682349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:30,092] Trial 6843 finished with value: 0.9972337473439771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:32,861] Trial 6844 finished with value: 0.9972532639354178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:34,915] Trial 6845 finished with value: 0.9974051508966344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:36,502] Trial 6846 finished with value: 0.9974184049324353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:38,727] Trial 6847 finished with value: 0.997326977225006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:41,327] Trial 6848 finished with value: 0.9963848979341979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:42,882] Trial 6849 finished with value: 0.9867042137436127 and parameters: {'classifier': 'SVC', 'svc_c': 3417015.293375302, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:46,909] Trial 6850 finished with value: 0.9973710841249895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:48,397] Trial 6851 finished with value: 0.9972270186536901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:50,575] Trial 6852 finished with value: 0.9975732018471741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:02,100] Trial 6853 finished with value: 0.9964569486017655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:05,550] Trial 6854 finished with value: 0.9973858184802706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:08,624] Trial 6855 finished with value: 0.9970453167848167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:10,792] Trial 6856 finished with value: 0.9973424307930084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:11,687] Trial 6857 finished with value: 0.995274400390047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:18,738] Trial 6858 finished with value: 0.9969618547526181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:21,213] Trial 6859 finished with value: 0.9971340298538062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:23,560] Trial 6860 finished with value: 0.9975945050289022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:26,621] Trial 6861 finished with value: 0.9974516978069442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:35,752] Trial 6862 finished with value: 0.996649077706235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:38,545] Trial 6863 finished with value: 0.9970311419371064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:40,835] Trial 6864 finished with value: 0.9973326240017654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:42,687] Trial 6865 finished with value: 0.9971209606278405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:44,991] Trial 6866 finished with value: 0.9972724721613497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:46,098] Trial 6867 finished with value: 0.9968609716560576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:47,009] Trial 6868 finished with value: 0.9944775507169844 and parameters: {'classifier': 'SVC', 'svc_c': 435.87560916316033, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:48,928] Trial 6869 finished with value: 0.9972621715917422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:51,547] Trial 6870 finished with value: 0.9974892961825049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:55,172] Trial 6871 finished with value: 0.9970321304777103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:56,332] Trial 6872 finished with value: 0.9939970534607955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:59,966] Trial 6873 finished with value: 0.9968240369201422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:01,706] Trial 6874 finished with value: 0.996216393290271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:04,853] Trial 6875 finished with value: 0.9974224085425111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:06,786] Trial 6876 finished with value: 0.9971308102335209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:07,607] Trial 6877 finished with value: 0.9892122868376956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:09,314] Trial 6878 finished with value: 0.9975826820870871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:13,016] Trial 6879 finished with value: 0.9971432539053301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:15,258] Trial 6880 finished with value: 0.9975246742375347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:16,452] Trial 6881 finished with value: 0.9955664032304058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:21,653] Trial 6882 finished with value: 0.9974385920189093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:22,746] Trial 6883 finished with value: 0.9965957185079898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:25,055] Trial 6884 finished with value: 0.9972925125552153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:27,782] Trial 6885 finished with value: 0.9975665129244851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:33,209] Trial 6886 finished with value: 0.9973499434413479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:35,256] Trial 6887 finished with value: 0.9973395362323713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:36,458] Trial 6888 finished with value: 0.9870062960990534 and parameters: {'classifier': 'SVC', 'svc_c': 1.768812765687097, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:39,473] Trial 6889 finished with value: 0.9974835898971692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:42,155] Trial 6890 finished with value: 0.9967369708898607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:44,389] Trial 6891 finished with value: 0.9973171995691622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:46,609] Trial 6892 finished with value: 0.9974514227345003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:47,664] Trial 6893 finished with value: 0.9963442319311907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:49,364] Trial 6894 finished with value: 0.997300236736708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:52,546] Trial 6895 finished with value: 0.9972330209584888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:54,997] Trial 6896 finished with value: 0.9974731045812023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:56,901] Trial 6897 finished with value: 0.9972360959808677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:58,901] Trial 6898 finished with value: 0.9975008975302501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:00,489] Trial 6899 finished with value: 0.9972046878302558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:02,923] Trial 6900 finished with value: 0.9974278011938451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:04,807] Trial 6901 finished with value: 0.9974974318142301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:07,558] Trial 6902 finished with value: 0.9973822175607648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:09,894] Trial 6903 finished with value: 0.9973664280470119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:13,130] Trial 6904 finished with value: 0.9972275700680946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:14,828] Trial 6905 finished with value: 0.9853469842151051 and parameters: {'classifier': 'SVC', 'svc_c': 0.0031430075087187288, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:17,476] Trial 6906 finished with value: 0.9974780687073098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:21,349] Trial 6907 finished with value: 0.9969605967889178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:23,576] Trial 6908 finished with value: 0.9974916831270498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:25,686] Trial 6909 finished with value: 0.9959867020231933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:27,593] Trial 6910 finished with value: 0.9973049847594035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:29,758] Trial 6911 finished with value: 0.997365422748793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:32,103] Trial 6912 finished with value: 0.9972390641417124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:34,999] Trial 6913 finished with value: 0.9973535278254037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:37,719] Trial 6914 finished with value: 0.9973977523778103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:39,772] Trial 6915 finished with value: 0.99721578397399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:42,282] Trial 6916 finished with value: 0.9968826488372874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:43,444] Trial 6917 finished with value: 0.9975703805376274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:45,476] Trial 6918 finished with value: 0.997677168440135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:47,223] Trial 6919 finished with value: 0.9974412280108141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:49,484] Trial 6920 finished with value: 0.9973930190497658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:52,759] Trial 6921 finished with value: 0.9974339546028212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:59,836] Trial 6922 finished with value: 0.9969038426819242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 34, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:02,399] Trial 6923 finished with value: 0.997371382048727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:04,223] Trial 6924 finished with value: 0.9853945088116545 and parameters: {'classifier': 'SVC', 'svc_c': 0.06551971597296108, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:06,290] Trial 6925 finished with value: 0.9973443646789243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:09,141] Trial 6926 finished with value: 0.9973508211531789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:10,702] Trial 6927 finished with value: 0.9969100227824806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:18,252] Trial 6928 finished with value: 0.9965714760469129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:27,073] Trial 6929 finished with value: 0.9943691026045371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:28,932] Trial 6930 finished with value: 0.9971762694222658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:31,409] Trial 6931 finished with value: 0.9974012887106743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:34,570] Trial 6932 finished with value: 0.9972422926486119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:44,468] Trial 6933 finished with value: 0.9966478274548459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:47,346] Trial 6934 finished with value: 0.9974750785838332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:48,847] Trial 6935 finished with value: 0.9972968696303667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:51,174] Trial 6936 finished with value: 0.9973828369577671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:53,013] Trial 6937 finished with value: 0.9973852385017495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:55,438] Trial 6938 finished with value: 0.9972830752884291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:58,706] Trial 6939 finished with value: 0.9968481381157929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:09,436] Trial 6940 finished with value: 0.9968738601346402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:11,931] Trial 6941 finished with value: 0.9974708445882873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:16,731] Trial 6942 finished with value: 0.9972987468641176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:19,217] Trial 6943 finished with value: 0.9951053495684704 and parameters: {'classifier': 'SVC', 'svc_c': 307252.3216810726, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:21,949] Trial 6944 finished with value: 0.9972888326083199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:27,018] Trial 6945 finished with value: 0.9973160266630536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:29,249] Trial 6946 finished with value: 0.997204645967956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:32,386] Trial 6947 finished with value: 0.9974048277412605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:33,125] Trial 6948 finished with value: 0.9932611072452732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:35,163] Trial 6949 finished with value: 0.9973934272944698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:45,689] Trial 6950 finished with value: 0.9968073533495359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:48,091] Trial 6951 finished with value: 0.997173981499992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:49,271] Trial 6952 finished with value: 0.9971209299055461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:51,051] Trial 6953 finished with value: 0.9975083042057165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:52,012] Trial 6954 finished with value: 0.9928437172951813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:57,402] Trial 6955 finished with value: 0.9972437884879288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:59,969] Trial 6956 finished with value: 0.9975330477766143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:08,061] Trial 6957 finished with value: 0.9963504930268869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:08,946] Trial 6958 finished with value: 0.9889798657614582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:11,077] Trial 6959 finished with value: 0.9971892372773549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:12,149] Trial 6960 finished with value: 0.9964502484438572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 53}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:13,875] Trial 6961 finished with value: 0.9974022381184383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:15,620] Trial 6962 finished with value: 0.9866209864132399 and parameters: {'classifier': 'SVC', 'svc_c': 7606543.4863831205, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:18,689] Trial 6963 finished with value: 0.997006170107178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:20,218] Trial 6964 finished with value: 0.9951333022226686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:27,080] Trial 6965 finished with value: 0.9970329436346378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:30,868] Trial 6966 finished with value: 0.996578417730297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:34,572] Trial 6967 finished with value: 0.997361749847713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:36,236] Trial 6968 finished with value: 0.9975374548389699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:50,158] Trial 6969 finished with value: 0.9962604921923018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 65, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:52,961] Trial 6970 finished with value: 0.9974902878016859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:55,709] Trial 6971 finished with value: 0.9973670679784404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:57,643] Trial 6972 finished with value: 0.997564342464207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:58,868] Trial 6973 finished with value: 0.9974106534246042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:01,109] Trial 6974 finished with value: 0.9972463869338891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:03,287] Trial 6975 finished with value: 0.9972638769329865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:04,547] Trial 6976 finished with value: 0.9969108997643398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:19,515] Trial 6977 finished with value: 0.9963405330685026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:21,053] Trial 6978 finished with value: 0.9971913395328699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:22,015] Trial 6979 finished with value: 0.9958578196811864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 35}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:22,790] Trial 6980 finished with value: 0.9924375474570901 and parameters: {'classifier': 'SVC', 'svc_c': 51.146810273998014, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:26,254] Trial 6981 finished with value: 0.9973731177948867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:28,178] Trial 6982 finished with value: 0.9975734192835782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:30,744] Trial 6983 finished with value: 0.9974296292338396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:32,128] Trial 6984 finished with value: 0.9942777557335581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:33,683] Trial 6985 finished with value: 0.9974990154088612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:35,981] Trial 6986 finished with value: 0.99763129078708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:37,633] Trial 6987 finished with value: 0.9972816133451973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:39,915] Trial 6988 finished with value: 0.9975790122328463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:42,478] Trial 6989 finished with value: 0.9971853370376439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:46,624] Trial 6990 finished with value: 0.9970533775150802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:48,452] Trial 6991 finished with value: 0.9974148063932725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:51,543] Trial 6992 finished with value: 0.9974764341098613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:54,072] Trial 6993 finished with value: 0.9973630753179427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:56,008] Trial 6994 finished with value: 0.9971035648268528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:57,973] Trial 6995 finished with value: 0.9974951103449882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:00,725] Trial 6996 finished with value: 0.9972621515016468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:02,560] Trial 6997 finished with value: 0.9975077029627973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:05,083] Trial 6998 finished with value: 0.9973608598215739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:11,855] Trial 6999 finished with value: 0.9969987169674152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:13,015] Trial 7000 finished with value: 0.9891143231525534 and parameters: {'classifier': 'SVC', 'svc_c': 6.4714091680048815, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:26,300] Trial 7001 finished with value: 0.99589131951859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:39,400] Trial 7002 finished with value: 0.9967201564321241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:41,783] Trial 7003 finished with value: 0.9973097241811261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:45,079] Trial 7004 finished with value: 0.9972998520097938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:52,852] Trial 7005 finished with value: 0.9962196116093023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:55,531] Trial 7006 finished with value: 0.9972788112370846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:05,742] Trial 7007 finished with value: 0.9967748346260659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:07,626] Trial 7008 finished with value: 0.9974154205535198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:14,727] Trial 7009 finished with value: 0.9965284103724598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:16,896] Trial 7010 finished with value: 0.9974647420234387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:18,145] Trial 7011 finished with value: 0.9974810979318883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:22,690] Trial 7012 finished with value: 0.9974724335466245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:36,136] Trial 7013 finished with value: 0.9957771822275391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 63, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:38,522] Trial 7014 finished with value: 0.9973591874560155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:39,451] Trial 7015 finished with value: 0.9954324369199529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:41,942] Trial 7016 finished with value: 0.9973894201932242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:45,078] Trial 7017 finished with value: 0.9974458235328644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:17,267] Trial 7018 finished with value: 0.9896104571679466 and parameters: {'classifier': 'SVC', 'svc_c': 3751945424.51104, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:17,974] Trial 7019 finished with value: 0.9892641491810106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 4}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:20,942] Trial 7020 finished with value: 0.9974509360019512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:22,308] Trial 7021 finished with value: 0.9977369719887541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:23,921] Trial 7022 finished with value: 0.9956667327226465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:26,541] Trial 7023 finished with value: 0.9971902911345726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:28,678] Trial 7024 finished with value: 0.9972861086071975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:30,624] Trial 7025 finished with value: 0.9974260822687766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:34,145] Trial 7026 finished with value: 0.9974220620280372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:36,643] Trial 7027 finished with value: 0.9975661056636564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:41,618] Trial 7028 finished with value: 0.9972247364442396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:44,139] Trial 7029 finished with value: 0.9973926078534369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:51,752] Trial 7030 finished with value: 0.9962370747898676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 37, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:53,347] Trial 7031 finished with value: 0.9972045672579454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 47}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:53,962] Trial 7032 finished with value: 0.9861898219574026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:56,182] Trial 7033 finished with value: 0.9974600851837515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:57,950] Trial 7034 finished with value: 0.997456897491801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:59,133] Trial 7035 finished with value: 0.9973002595245255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:00,457] Trial 7036 finished with value: 0.9963243205836566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:01,245] Trial 7037 finished with value: 0.9930888249969095 and parameters: {'classifier': 'SVC', 'svc_c': 1785.7118726252281, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:03,179] Trial 7038 finished with value: 0.9974675649833568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:04,372] Trial 7039 finished with value: 0.9967574771644703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 31}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:06,971] Trial 7040 finished with value: 0.9970696501115226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:09,081] Trial 7041 finished with value: 0.9973308514078952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:15,568] Trial 7042 finished with value: 0.9966427240945385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 37, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:21,702] Trial 7043 finished with value: 0.996964519245164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:24,361] Trial 7044 finished with value: 0.9976318516276428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:27,020] Trial 7045 finished with value: 0.9972057426078728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:29,379] Trial 7046 finished with value: 0.9970896267121944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:31,185] Trial 7047 finished with value: 0.9972097407590286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:34,255] Trial 7048 finished with value: 0.9972771212887256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:35,955] Trial 7049 finished with value: 0.9970855153836604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:38,723] Trial 7050 finished with value: 0.9971946095212146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:40,867] Trial 7051 finished with value: 0.996957240029134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:43,132] Trial 7052 finished with value: 0.9974815844105341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:46,193] Trial 7053 finished with value: 0.9971177023825217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:48,121] Trial 7054 finished with value: 0.9974019314033006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:50,014] Trial 7055 finished with value: 0.9850779023645696 and parameters: {'classifier': 'SVC', 'svc_c': 1.0348907192596159e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:06,642] Trial 7056 finished with value: 0.9961243112424035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:09,274] Trial 7057 finished with value: 0.9972167564869506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:12,218] Trial 7058 finished with value: 0.9975744878989227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:13,741] Trial 7059 finished with value: 0.9960912447861263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:15,967] Trial 7060 finished with value: 0.9975013344025463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:21,669] Trial 7061 finished with value: 0.9969591491912199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:24,409] Trial 7062 finished with value: 0.9970709543173543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:28,560] Trial 7063 finished with value: 0.9972757091740084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:30,438] Trial 7064 finished with value: 0.9974750289140082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:32,575] Trial 7065 finished with value: 0.9973248731604304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:40,817] Trial 7066 finished with value: 0.9965763005897035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:43,268] Trial 7067 finished with value: 0.9976244223230485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:46,024] Trial 7068 finished with value: 0.9963487474102383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 27}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:46,808] Trial 7069 finished with value: 0.993896130818802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 9}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:49,029] Trial 7070 finished with value: 0.9970409178473655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:50,954] Trial 7071 finished with value: 0.9975886344046816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:56,093] Trial 7072 finished with value: 0.9971094647134239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:00,206] Trial 7073 finished with value: 0.9969693146208174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:03,244] Trial 7074 finished with value: 0.9974072635304451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:15,661] Trial 7075 finished with value: 0.9965762680900859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:17,458] Trial 7076 finished with value: 0.985398604779041 and parameters: {'classifier': 'SVC', 'svc_c': 0.10934915751186022, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:19,377] Trial 7077 finished with value: 0.9972492948879234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:21,688] Trial 7078 finished with value: 0.9973895001092751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:24,070] Trial 7079 finished with value: 0.9973634764533553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:25,497] Trial 7080 finished with value: 0.9971000140849787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:28,446] Trial 7081 finished with value: 0.9974522027887901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:34,858] Trial 7082 finished with value: 0.9971066218855761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:36,015] Trial 7083 finished with value: 0.9968919721967237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:46,604] Trial 7084 finished with value: 0.9964920485057743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:48,544] Trial 7085 finished with value: 0.9973397947376275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:50,804] Trial 7086 finished with value: 0.9973695625144918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:52,467] Trial 7087 finished with value: 0.9975313202823107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:56,048] Trial 7088 finished with value: 0.9971533045389163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:57,969] Trial 7089 finished with value: 0.997549063676861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:00,462] Trial 7090 finished with value: 0.9972429437517837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:03,159] Trial 7091 finished with value: 0.9965012072406846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:36,981] Trial 7092 finished with value: 0.9897447841797181 and parameters: {'classifier': 'SVC', 'svc_c': 23742192.910203215, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:38,361] Trial 7093 finished with value: 0.9966837781252024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:40,013] Trial 7094 finished with value: 0.9973268514159409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:46,053] Trial 7095 finished with value: 0.9964738257418694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:46,905] Trial 7096 finished with value: 0.9945314791028621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:47,949] Trial 7097 finished with value: 0.9907144647860887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:49,885] Trial 7098 finished with value: 0.997220217283595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:00,295] Trial 7099 finished with value: 0.9969465348012063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:07,161] Trial 7100 finished with value: 0.9964973633674971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:13,358] Trial 7101 finished with value: 0.9963304453967784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:17,354] Trial 7102 finished with value: 0.9972501630783821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:19,477] Trial 7103 finished with value: 0.9973990582974889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:20,669] Trial 7104 finished with value: 0.9973662703730878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 41}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:22,210] Trial 7105 finished with value: 0.9972984570018086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:24,012] Trial 7106 finished with value: 0.9961301326728677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:27,964] Trial 7107 finished with value: 0.9974726052169661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:29,311] Trial 7108 finished with value: 0.9972492154479409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:30,158] Trial 7109 finished with value: 0.9963524278649402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 15}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:31,485] Trial 7110 finished with value: 0.9953712825425162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:35,095] Trial 7111 finished with value: 0.9968373391658244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:36,622] Trial 7112 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 115570890.2481658, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:38,141] Trial 7113 finished with value: 0.997450572190318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:40,664] Trial 7114 finished with value: 0.9974094922615215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:42,931] Trial 7115 finished with value: 0.9974279172593729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:44,884] Trial 7116 finished with value: 0.9974589769912363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:47,215] Trial 7117 finished with value: 0.9972763478359203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:49,372] Trial 7118 finished with value: 0.9974766806816643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:51,741] Trial 7119 finished with value: 0.9975833511539145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:53,107] Trial 7120 finished with value: 0.9944970269695448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:56,119] Trial 7121 finished with value: 0.9974014013485079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:58,087] Trial 7122 finished with value: 0.9972932382424696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:00,369] Trial 7123 finished with value: 0.9973514640679705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:02,791] Trial 7124 finished with value: 0.9974854441209374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:04,918] Trial 7125 finished with value: 0.9970097094551432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:09,326] Trial 7126 finished with value: 0.9972910141768657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:15,627] Trial 7127 finished with value: 0.9968726841182166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:29,326] Trial 7128 finished with value: 0.9967072617329117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:33,793] Trial 7129 finished with value: 0.9971207190071509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:34,521] Trial 7130 finished with value: 0.9932933473733914 and parameters: {'classifier': 'SVC', 'svc_c': 150.8777677818388, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:36,468] Trial 7131 finished with value: 0.9970498383575425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:38,523] Trial 7132 finished with value: 0.9973813333744008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:41,582] Trial 7133 finished with value: 0.9974548873079555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:43,604] Trial 7134 finished with value: 0.9974479344528281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:46,668] Trial 7135 finished with value: 0.9974015853648953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:47,668] Trial 7136 finished with value: 0.9967523142638482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:49,165] Trial 7137 finished with value: 0.9965392535968093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:50,919] Trial 7138 finished with value: 0.994441587351465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:53,259] Trial 7139 finished with value: 0.9974677508405428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:55,248] Trial 7140 finished with value: 0.9968871185185342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:57,353] Trial 7141 finished with value: 0.9973976734456343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:00,134] Trial 7142 finished with value: 0.9972933449453145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:13,107] Trial 7143 finished with value: 0.9968654910071297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:14,956] Trial 7144 finished with value: 0.9971902571432736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:18,235] Trial 7145 finished with value: 0.9971254085686209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:21,904] Trial 7146 finished with value: 0.9974964691717584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:24,323] Trial 7147 finished with value: 0.9974287339392078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:26,094] Trial 7148 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.850746738643436e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:28,449] Trial 7149 finished with value: 0.9972958350697967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:30,840] Trial 7150 finished with value: 0.9973347717377017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:33,719] Trial 7151 finished with value: 0.9972738520303528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:35,856] Trial 7152 finished with value: 0.9973653087462292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:49,237] Trial 7153 finished with value: 0.9963240293566177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:51,406] Trial 7154 finished with value: 0.9972303829353577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:02,768] Trial 7155 finished with value: 0.9964120871647698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 52, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:10,921] Trial 7156 finished with value: 0.9969439001105557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:11,827] Trial 7157 finished with value: 0.994165192864883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:15,219] Trial 7158 finished with value: 0.9969533615616274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:17,459] Trial 7159 finished with value: 0.9974368145374012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:20,385] Trial 7160 finished with value: 0.9973646801452339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:21,937] Trial 7161 finished with value: 0.9962967629077172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:23,749] Trial 7162 finished with value: 0.997637744690564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:26,678] Trial 7163 finished with value: 0.9968846655591417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:41,539] Trial 7164 finished with value: 0.9960877742776825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 73, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:44,178] Trial 7165 finished with value: 0.9973394187068999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:45,490] Trial 7166 finished with value: 0.9971051009733122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:47,488] Trial 7167 finished with value: 0.9972185675789026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:48,671] Trial 7168 finished with value: 0.9889554723866314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:50,365] Trial 7169 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9079685609054334e-07, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:52,949] Trial 7170 finished with value: 0.9976345703285348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:53,766] Trial 7171 finished with value: 0.9967709482875581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:03,727] Trial 7172 finished with value: 0.9971360233117744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:07,703] Trial 7173 finished with value: 0.9969162626455167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:11,262] Trial 7174 finished with value: 0.9957861292706065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 38, 'rf_n_estimators': 44}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:14,127] Trial 7175 finished with value: 0.9975184019700952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:15,903] Trial 7176 finished with value: 0.997255156244675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:17,801] Trial 7177 finished with value: 0.9973325372938021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:19,972] Trial 7178 finished with value: 0.9975561815373695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:21,097] Trial 7179 finished with value: 0.9961638754004771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 24}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:22,733] Trial 7180 finished with value: 0.9973401246849137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:25,373] Trial 7181 finished with value: 0.9974537068164872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:26,745] Trial 7182 finished with value: 0.9974503339021087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:29,024] Trial 7183 finished with value: 0.9975525519902712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:30,508] Trial 7184 finished with value: 0.9972860411324063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:33,081] Trial 7185 finished with value: 0.9972236056225965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:34,972] Trial 7186 finished with value: 0.9854777450286413 and parameters: {'classifier': 'SVC', 'svc_c': 0.33883760511116534, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:41,776] Trial 7187 finished with value: 0.995245363822833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 63, 'rf_n_estimators': 83}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:45,741] Trial 7188 finished with value: 0.9975302141210216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:47,028] Trial 7189 finished with value: 0.9969946316639655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:48,755] Trial 7190 finished with value: 0.9975871732866354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:50,582] Trial 7191 finished with value: 0.9972105323341788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:52,188] Trial 7192 finished with value: 0.9973586829819764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:57,575] Trial 7193 finished with value: 0.9966812141783473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:00,446] Trial 7194 finished with value: 0.9975241089536647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:02,469] Trial 7195 finished with value: 0.9974340530855482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:12,745] Trial 7196 finished with value: 0.9961657100419563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 48, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:14,909] Trial 7197 finished with value: 0.9973548579928436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:28,521] Trial 7198 finished with value: 0.9965041853037563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:30,963] Trial 7199 finished with value: 0.9977196773047394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:36,331] Trial 7200 finished with value: 0.997462875009294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:39,481] Trial 7201 finished with value: 0.9973649513139153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:42,063] Trial 7202 finished with value: 0.9970928045336556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:44,179] Trial 7203 finished with value: 0.9974649043945734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:55,267] Trial 7204 finished with value: 0.9967521347542436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:56,996] Trial 7205 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.776968248292742e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:07,076] Trial 7206 finished with value: 0.9970564246081007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:09,995] Trial 7207 finished with value: 0.9973001268600723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:12,384] Trial 7208 finished with value: 0.9972983217665851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:14,522] Trial 7209 finished with value: 0.9973005174902375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:18,065] Trial 7210 finished with value: 0.9972896113613556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:20,615] Trial 7211 finished with value: 0.9971858176130386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:22,334] Trial 7212 finished with value: 0.9976830490617966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:24,297] Trial 7213 finished with value: 0.9974418338874679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:25,793] Trial 7214 finished with value: 0.9942502980955029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:27,798] Trial 7215 finished with value: 0.9975816242308931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:31,737] Trial 7216 finished with value: 0.9973969729265407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:33,831] Trial 7217 finished with value: 0.9973983673315053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:36,821] Trial 7218 finished with value: 0.9968833628132537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:38,397] Trial 7219 finished with value: 0.9969166639713567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:39,919] Trial 7220 finished with value: 0.9955584632946183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:46,890] Trial 7221 finished with value: 0.9973120093739398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:49,504] Trial 7222 finished with value: 0.9973072792196863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:50,694] Trial 7223 finished with value: 0.9962384743998491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:52,413] Trial 7224 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.0123447962851497e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:53,858] Trial 7225 finished with value: 0.9962109567136729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:57,747] Trial 7226 finished with value: 0.9974647328194456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:58,768] Trial 7227 finished with value: 0.9893050945410794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:01,257] Trial 7228 finished with value: 0.9976978090295688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:04,433] Trial 7229 finished with value: 0.9974588521343084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:07,090] Trial 7230 finished with value: 0.9974175246180957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:08,720] Trial 7231 finished with value: 0.9966255792769229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:10,866] Trial 7232 finished with value: 0.9976295462812579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:11,843] Trial 7233 finished with value: 0.996809829763242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:13,531] Trial 7234 finished with value: 0.9973702438638895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:28,238] Trial 7235 finished with value: 0.9959886521271798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:31,188] Trial 7236 finished with value: 0.9973783691490566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:32,883] Trial 7237 finished with value: 0.9974798197194028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:35,721] Trial 7238 finished with value: 0.9971656968905291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:38,008] Trial 7239 finished with value: 0.9974978181915156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:39,148] Trial 7240 finished with value: 0.9971009007786376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:42,072] Trial 7241 finished with value: 0.997174583504621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:43,462] Trial 7242 finished with value: 0.9975240709633896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:45,361] Trial 7243 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.950530739818981e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:47,483] Trial 7244 finished with value: 0.9967914255537201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:49,000] Trial 7245 finished with value: 0.9966706063540577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:59,039] Trial 7246 finished with value: 0.9969819945178723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:00,741] Trial 7247 finished with value: 0.997035086990743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:04,424] Trial 7248 finished with value: 0.9974903635283332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:07,096] Trial 7249 finished with value: 0.9971938917366993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:09,578] Trial 7250 finished with value: 0.9975538116995567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:11,079] Trial 7251 finished with value: 0.9973180212635865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:14,186] Trial 7252 finished with value: 0.9974858780416082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:15,719] Trial 7253 finished with value: 0.9973988561270183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:17,698] Trial 7254 finished with value: 0.9973678077255878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:20,329] Trial 7255 finished with value: 0.9974498929673601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:22,639] Trial 7256 finished with value: 0.9974466076813441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:24,689] Trial 7257 finished with value: 0.9971827748998495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:27,134] Trial 7258 finished with value: 0.9977947725580326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:29,444] Trial 7259 finished with value: 0.9936623082283088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 32, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:31,611] Trial 7260 finished with value: 0.9972981338146969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:33,949] Trial 7261 finished with value: 0.9973115016943718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:35,120] Trial 7262 finished with value: 0.9872236942272171 and parameters: {'classifier': 'SVC', 'svc_c': 146533.49172924078, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:37,392] Trial 7263 finished with value: 0.9969474247321318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:39,586] Trial 7264 finished with value: 0.9971838166331864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:41,848] Trial 7265 finished with value: 0.9976611822148316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:44,237] Trial 7266 finished with value: 0.9973231554414022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:46,060] Trial 7267 finished with value: 0.9975100180527199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:48,425] Trial 7268 finished with value: 0.9973703489798389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:50,809] Trial 7269 finished with value: 0.9970432204008146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:52,936] Trial 7270 finished with value: 0.9975337759711632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:55,219] Trial 7271 finished with value: 0.9972957641990493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:57,433] Trial 7272 finished with value: 0.9973610781466394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:59,130] Trial 7273 finished with value: 0.9961341314905194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:01,133] Trial 7274 finished with value: 0.9975076261570611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:03,658] Trial 7275 finished with value: 0.9973471094366381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:05,542] Trial 7276 finished with value: 0.9973414093719323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:07,936] Trial 7277 finished with value: 0.9976058466653505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:09,759] Trial 7278 finished with value: 0.997024553020564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:12,225] Trial 7279 finished with value: 0.997388450219296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:14,107] Trial 7280 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.1557977315175593e-05, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:21,216] Trial 7281 finished with value: 0.996605861371935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:22,250] Trial 7282 finished with value: 0.9903935228456296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:24,078] Trial 7283 finished with value: 0.9971833170467849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:26,308] Trial 7284 finished with value: 0.9974987057420982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:28,281] Trial 7285 finished with value: 0.9973830117701614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:30,202] Trial 7286 finished with value: 0.9972804670037173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:32,696] Trial 7287 finished with value: 0.9973835410315063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:34,954] Trial 7288 finished with value: 0.9975243635234207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:36,852] Trial 7289 finished with value: 0.9974792278709043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:39,192] Trial 7290 finished with value: 0.9974528441801621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:41,383] Trial 7291 finished with value: 0.997477524275245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:43,642] Trial 7292 finished with value: 0.9974109321151697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:45,624] Trial 7293 finished with value: 0.9973435786579078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:47,208] Trial 7294 finished with value: 0.9974049836378621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:49,210] Trial 7295 finished with value: 0.9974107016027477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:51,230] Trial 7296 finished with value: 0.9969389488383008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:53,634] Trial 7297 finished with value: 0.99750677862798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:54,944] Trial 7298 finished with value: 0.9885350108101166 and parameters: {'classifier': 'SVC', 'svc_c': 31935.891659430843, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:58,928] Trial 7299 finished with value: 0.9972933398672493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:05,185] Trial 7300 finished with value: 0.9970084608858634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:07,455] Trial 7301 finished with value: 0.9975117761106284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:09,183] Trial 7302 finished with value: 0.996637189257379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:10,381] Trial 7303 finished with value: 0.9970333718107472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:12,404] Trial 7304 finished with value: 0.9976135022294871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:13,773] Trial 7305 finished with value: 0.9953229029902152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:16,041] Trial 7306 finished with value: 0.9972304393653572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:18,552] Trial 7307 finished with value: 0.9971704988994053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:29,999] Trial 7308 finished with value: 0.996537778450608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:32,071] Trial 7309 finished with value: 0.9972349546539773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:33,701] Trial 7310 finished with value: 0.997143939253704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:35,442] Trial 7311 finished with value: 0.9973899142889676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:37,829] Trial 7312 finished with value: 0.997518031239598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:38,682] Trial 7313 finished with value: 0.9966782615056018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:41,171] Trial 7314 finished with value: 0.9974214160029305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:43,603] Trial 7315 finished with value: 0.9973482736782978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:52,222] Trial 7316 finished with value: 0.9964604362169416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:54,136] Trial 7317 finished with value: 0.9973331280949497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:55,895] Trial 7318 finished with value: 0.9852897950448757 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012198162255874472, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:58,051] Trial 7319 finished with value: 0.9974322387563297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:00,341] Trial 7320 finished with value: 0.9971001430043588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:02,359] Trial 7321 finished with value: 0.9973416033540227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:04,444] Trial 7322 finished with value: 0.9974273909179153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:06,947] Trial 7323 finished with value: 0.9972325918937178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:08,666] Trial 7324 finished with value: 0.9974284993325956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:11,000] Trial 7325 finished with value: 0.9969553606372052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:12,611] Trial 7326 finished with value: 0.9965173846551426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:14,506] Trial 7327 finished with value: 0.9975085312904444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:16,626] Trial 7328 finished with value: 0.997511786869779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:18,853] Trial 7329 finished with value: 0.9968547185265763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:24,499] Trial 7330 finished with value: 0.9967949590301726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:26,915] Trial 7331 finished with value: 0.9975005494606188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:34,229] Trial 7332 finished with value: 0.996885925268427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:36,780] Trial 7333 finished with value: 0.9974931504974641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:38,723] Trial 7334 finished with value: 0.9976347605972901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:40,709] Trial 7335 finished with value: 0.9973165788709056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:41,674] Trial 7336 finished with value: 0.9915368222153852 and parameters: {'classifier': 'SVC', 'svc_c': 7229.477083494274, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:43,158] Trial 7337 finished with value: 0.9973093057802919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:44,931] Trial 7338 finished with value: 0.9973561015475343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:49,201] Trial 7339 finished with value: 0.9966881445947743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:51,142] Trial 7340 finished with value: 0.9975872065797003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:06,595] Trial 7341 finished with value: 0.9958614519577448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:11,595] Trial 7342 finished with value: 0.9973051291351447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:13,143] Trial 7343 finished with value: 0.9964757037055922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:15,441] Trial 7344 finished with value: 0.9975000123917486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:16,450] Trial 7345 finished with value: 0.9942773306677634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:27,565] Trial 7346 finished with value: 0.9965842266560255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:30,110] Trial 7347 finished with value: 0.9972605625433092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:31,871] Trial 7348 finished with value: 0.997400087970421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:33,257] Trial 7349 finished with value: 0.9973076907333945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:41,212] Trial 7350 finished with value: 0.9967753446542389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:43,417] Trial 7351 finished with value: 0.9972644682419404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:45,125] Trial 7352 finished with value: 0.9975256635398484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:46,327] Trial 7353 finished with value: 0.9971307772895729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:47,158] Trial 7354 finished with value: 0.9912768139152165 and parameters: {'classifier': 'SVC', 'svc_c': 14.346739317937844, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:49,457] Trial 7355 finished with value: 0.9974486996220393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:50,389] Trial 7356 finished with value: 0.9967546470635232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:52,406] Trial 7357 finished with value: 0.9971682312259166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:54,814] Trial 7358 finished with value: 0.997285202902532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:56,852] Trial 7359 finished with value: 0.997394979278145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:58,896] Trial 7360 finished with value: 0.9967181125743588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:00,795] Trial 7361 finished with value: 0.9976208034398871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:02,749] Trial 7362 finished with value: 0.9971815268066382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:03,775] Trial 7363 finished with value: 0.990966175242087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:08,390] Trial 7364 finished with value: 0.9934177173149279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 59, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:13,167] Trial 7365 finished with value: 0.9952565418503682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 42, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:15,406] Trial 7366 finished with value: 0.9972953629049472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:19,994] Trial 7367 finished with value: 0.9972634905874388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:22,001] Trial 7368 finished with value: 0.9973662134987576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:24,733] Trial 7369 finished with value: 0.9974340255687825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:26,731] Trial 7370 finished with value: 0.9972261486541704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:28,808] Trial 7371 finished with value: 0.9974127742467952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:31,017] Trial 7372 finished with value: 0.9974231667293826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:32,467] Trial 7373 finished with value: 0.9867833491055754 and parameters: {'classifier': 'SVC', 'svc_c': 1456487.5182431943, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:35,154] Trial 7374 finished with value: 0.997223167099929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:37,545] Trial 7375 finished with value: 0.9972229123714836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:39,475] Trial 7376 finished with value: 0.9974251425093362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:41,111] Trial 7377 finished with value: 0.9971592411779845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:44,481] Trial 7378 finished with value: 0.9967491159079609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:46,517] Trial 7379 finished with value: 0.9974659633298563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:47,702] Trial 7380 finished with value: 0.9972129249280712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:49,782] Trial 7381 finished with value: 0.9974096839584826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:52,092] Trial 7382 finished with value: 0.9974738786687656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:53,522] Trial 7383 finished with value: 0.9958189418236238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:56,045] Trial 7384 finished with value: 0.9971736671994943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:05,998] Trial 7385 finished with value: 0.9965558538871463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:07,328] Trial 7386 finished with value: 0.9972787653758083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:09,386] Trial 7387 finished with value: 0.9975180236859759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:11,672] Trial 7388 finished with value: 0.9970761663482571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:12,497] Trial 7389 finished with value: 0.9971094042209723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 18}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:14,543] Trial 7390 finished with value: 0.9975324823657928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:23,489] Trial 7391 finished with value: 0.995036267569554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 73, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:24,595] Trial 7392 finished with value: 0.9872224399451137 and parameters: {'classifier': 'SVC', 'svc_c': 0.9985436949120433, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:25,974] Trial 7393 finished with value: 0.9965977425930389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:28,295] Trial 7394 finished with value: 0.9976559930669602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:35,532] Trial 7395 finished with value: 0.9964281391510174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:37,281] Trial 7396 finished with value: 0.9970545193180395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:39,459] Trial 7397 finished with value: 0.9973827645318621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:41,910] Trial 7398 finished with value: 0.9972889618450792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:43,898] Trial 7399 finished with value: 0.9970783823524324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:46,525] Trial 7400 finished with value: 0.9975734112538874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:48,514] Trial 7401 finished with value: 0.9973814682287694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:50,854] Trial 7402 finished with value: 0.9973538041991019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:52,034] Trial 7403 finished with value: 0.9967951001369091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:53,904] Trial 7404 finished with value: 0.9972660218442492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:56,283] Trial 7405 finished with value: 0.9974812149495532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:58,579] Trial 7406 finished with value: 0.9974899150082249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:00,997] Trial 7407 finished with value: 0.9974679921438533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:03,491] Trial 7408 finished with value: 0.9973111252827892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:05,695] Trial 7409 finished with value: 0.9972789406007955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:07,652] Trial 7410 finished with value: 0.9853897563773898 and parameters: {'classifier': 'SVC', 'svc_c': 0.013070551034230491, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:08,776] Trial 7411 finished with value: 0.9974539508175199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:11,252] Trial 7412 finished with value: 0.9976541065340022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:12,785] Trial 7413 finished with value: 0.9973607860626769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:14,944] Trial 7414 finished with value: 0.9974963777031093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:17,248] Trial 7415 finished with value: 0.9973373962722221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:19,058] Trial 7416 finished with value: 0.9963572703079103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:21,307] Trial 7417 finished with value: 0.9974111267320183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:22,557] Trial 7418 finished with value: 0.996850062988143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 39}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:25,891] Trial 7419 finished with value: 0.9961970694431423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:31,106] Trial 7420 finished with value: 0.9972314505985649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:33,066] Trial 7421 finished with value: 0.9975082525046651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:34,196] Trial 7422 finished with value: 0.9970803549585954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:35,350] Trial 7423 finished with value: 0.993905004325138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:37,675] Trial 7424 finished with value: 0.9972985191763696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:38,652] Trial 7425 finished with value: 0.9968382680709001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:53,723] Trial 7426 finished with value: 0.9962965217313583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:55,283] Trial 7427 finished with value: 0.9973735989098259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:56,929] Trial 7428 finished with value: 0.9972293892214746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:58,642] Trial 7429 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.05806893138975e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:01,057] Trial 7430 finished with value: 0.9970653404845432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:03,598] Trial 7431 finished with value: 0.9971970953610793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:04,604] Trial 7432 finished with value: 0.9969618321234902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 29}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:06,690] Trial 7433 finished with value: 0.9976574977294156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:07,774] Trial 7434 finished with value: 0.9908916446696435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:11,004] Trial 7435 finished with value: 0.9945032083078796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:12,598] Trial 7436 finished with value: 0.9972671552366629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:15,295] Trial 7437 finished with value: 0.9974318545689598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:17,266] Trial 7438 finished with value: 0.9971266370795432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:19,656] Trial 7439 finished with value: 0.9974342450998884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:21,528] Trial 7440 finished with value: 0.9972026194073503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:23,051] Trial 7441 finished with value: 0.9964294041287953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:32,137] Trial 7442 finished with value: 0.9963887778616484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:36,610] Trial 7443 finished with value: 0.9970753378301823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:38,110] Trial 7444 finished with value: 0.9974077741299006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:39,759] Trial 7445 finished with value: 0.9972315064255444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:41,761] Trial 7446 finished with value: 0.9973747876531505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:43,966] Trial 7447 finished with value: 0.997609239479397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:46,059] Trial 7448 finished with value: 0.9976174937474201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:47,889] Trial 7449 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1900537384.5934439, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:50,762] Trial 7450 finished with value: 0.9971612865591691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:58,141] Trial 7451 finished with value: 0.9965099474478092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:02,786] Trial 7452 finished with value: 0.9971862822877419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:05,200] Trial 7453 finished with value: 0.9975050996926749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:08,043] Trial 7454 finished with value: 0.9973813122052165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:10,433] Trial 7455 finished with value: 0.9973720702217747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:14,760] Trial 7456 finished with value: 0.9968325256678258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 22, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:30,230] Trial 7457 finished with value: 0.996267208822184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:32,138] Trial 7458 finished with value: 0.9974623518098893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:34,494] Trial 7459 finished with value: 0.9971708414149028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:37,063] Trial 7460 finished with value: 0.9974005192885835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:38,595] Trial 7461 finished with value: 0.9972955031864984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:39,702] Trial 7462 finished with value: 0.9975245701371982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:41,772] Trial 7463 finished with value: 0.9976310970906307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:42,913] Trial 7464 finished with value: 0.9953904809931725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:44,061] Trial 7465 finished with value: 0.9967969226545077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:44,813] Trial 7466 finished with value: 0.9952190031420737 and parameters: {'classifier': 'SVC', 'svc_c': 2183.5606009604817, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:47,619] Trial 7467 finished with value: 0.9974417531144933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:50,175] Trial 7468 finished with value: 0.9972812658468483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:52,237] Trial 7469 finished with value: 0.9974557919335322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:54,559] Trial 7470 finished with value: 0.9972870772163956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:56,471] Trial 7471 finished with value: 0.9974998499571383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:59,230] Trial 7472 finished with value: 0.9974480844144408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:01,658] Trial 7473 finished with value: 0.9971573726086821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:02,895] Trial 7474 finished with value: 0.9969573196595439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:06,806] Trial 7475 finished with value: 0.9974346956829607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:09,481] Trial 7476 finished with value: 0.9974867000534117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:10,169] Trial 7477 finished with value: 0.9883748167689989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:11,750] Trial 7478 finished with value: 0.9974803817342682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:13,564] Trial 7479 finished with value: 0.9971586952225001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:15,864] Trial 7480 finished with value: 0.9974855627254975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:18,111] Trial 7481 finished with value: 0.9973728338993042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:20,346] Trial 7482 finished with value: 0.9970703367611508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:23,097] Trial 7483 finished with value: 0.9965144015140056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:27,282] Trial 7484 finished with value: 0.9969286703582769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:29,232] Trial 7485 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015764786973542668, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:30,079] Trial 7486 finished with value: 0.9887288742960156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:41,182] Trial 7487 finished with value: 0.9962178872253137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:43,580] Trial 7488 finished with value: 0.9974141998818608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:45,371] Trial 7489 finished with value: 0.9972296759417308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:47,745] Trial 7490 finished with value: 0.9973170301839499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:50,239] Trial 7491 finished with value: 0.9974432046159536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:52,601] Trial 7492 finished with value: 0.9975059493481959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:03,200] Trial 7493 finished with value: 0.9967435074388561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 51, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:05,479] Trial 7494 finished with value: 0.9974679220982915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:07,989] Trial 7495 finished with value: 0.9971814811357893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:21,019] Trial 7496 finished with value: 0.9964652286409695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:23,059] Trial 7497 finished with value: 0.9972886969922413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:30,947] Trial 7498 finished with value: 0.9960041203263574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:31,962] Trial 7499 finished with value: 0.9973518415269039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:34,273] Trial 7500 finished with value: 0.997046937671489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:36,390] Trial 7501 finished with value: 0.9972454165473684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:38,760] Trial 7502 finished with value: 0.9972303878229954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:41,284] Trial 7503 finished with value: 0.997337144876257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:44,025] Trial 7504 finished with value: 0.9943841030821723 and parameters: {'classifier': 'SVC', 'svc_c': 524089.0009593339, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:57,088] Trial 7505 finished with value: 0.9964747793072993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:58,597] Trial 7506 finished with value: 0.9970881657845755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:01,538] Trial 7507 finished with value: 0.9973118502400719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:03,733] Trial 7508 finished with value: 0.9976167654259195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:05,822] Trial 7509 finished with value: 0.9973699682836387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:18,017] Trial 7510 finished with value: 0.9959322417734623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:19,715] Trial 7511 finished with value: 0.9976978543513008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:20,687] Trial 7512 finished with value: 0.9963065485615138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:23,656] Trial 7513 finished with value: 0.997622021445562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:25,179] Trial 7514 finished with value: 0.996920505813318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:30,064] Trial 7515 finished with value: 0.9938948767588641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:31,581] Trial 7516 finished with value: 0.9971978799856277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:33,194] Trial 7517 finished with value: 0.9970988591107878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:37,564] Trial 7518 finished with value: 0.9972321508320175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:40,158] Trial 7519 finished with value: 0.9973401753703519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:42,265] Trial 7520 finished with value: 0.9974283852348184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:44,770] Trial 7521 finished with value: 0.997264463957323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:47,038] Trial 7522 finished with value: 0.9971570725267669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:49,203] Trial 7523 finished with value: 0.9974812889623536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:50,941] Trial 7524 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.010461151856791e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:52,073] Trial 7525 finished with value: 0.9971749331928854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:52,558] Trial 7526 finished with value: 0.9852168490192007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 2}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:55,639] Trial 7527 finished with value: 0.9973322384179274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:57,560] Trial 7528 finished with value: 0.9974308168028614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:59,923] Trial 7529 finished with value: 0.9972762257719282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 56}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:00,852] Trial 7530 finished with value: 0.9944151553238898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:03,154] Trial 7531 finished with value: 0.9974781658253068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:05,015] Trial 7532 finished with value: 0.9973434973453889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:07,225] Trial 7533 finished with value: 0.9969232367967801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:15,586] Trial 7534 finished with value: 0.9968597670120415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:18,153] Trial 7535 finished with value: 0.9975221360618606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:20,378] Trial 7536 finished with value: 0.9975211840198502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:23,341] Trial 7537 finished with value: 0.9975063364237154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:25,544] Trial 7538 finished with value: 0.9972260931445703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:27,699] Trial 7539 finished with value: 0.9974285231042884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:29,696] Trial 7540 finished with value: 0.9971829345415241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:31,651] Trial 7541 finished with value: 0.9851604972219223 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004850871274196809, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:42,396] Trial 7542 finished with value: 0.9964538207357706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 49, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:44,802] Trial 7543 finished with value: 0.9974634970088045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:49,487] Trial 7544 finished with value: 0.9969587653847051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:51,529] Trial 7545 finished with value: 0.9973507396502325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:53,077] Trial 7546 finished with value: 0.997216771498981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:54,640] Trial 7547 finished with value: 0.9975526944299999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:55,607] Trial 7548 finished with value: 0.9969724130022964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:57,804] Trial 7549 finished with value: 0.9973637874531104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:00,577] Trial 7550 finished with value: 0.9970762944107138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:03,224] Trial 7551 finished with value: 0.9972350689739199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:05,507] Trial 7552 finished with value: 0.9970534270262159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:07,775] Trial 7553 finished with value: 0.997567513874611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:08,762] Trial 7554 finished with value: 0.9897164786317268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:10,652] Trial 7555 finished with value: 0.9971853387197528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:13,285] Trial 7556 finished with value: 0.9975337172242966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:13,912] Trial 7557 finished with value: 0.9965586828455285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 13}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:16,965] Trial 7558 finished with value: 0.9975496576835372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:18,592] Trial 7559 finished with value: 0.9972109816477349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:20,191] Trial 7560 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 318150954.0756783, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:34,129] Trial 7561 finished with value: 0.9963114969138812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 61, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:36,422] Trial 7562 finished with value: 0.9973311324788038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:39,718] Trial 7563 finished with value: 0.9968123421994731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:41,524] Trial 7564 finished with value: 0.9972015509824331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:47,885] Trial 7565 finished with value: 0.9971914530276272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:49,842] Trial 7566 finished with value: 0.9973687125098539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:51,911] Trial 7567 finished with value: 0.9972587397718073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:54,300] Trial 7568 finished with value: 0.9970977227984869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:02,572] Trial 7569 finished with value: 0.9967828988157613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:05,100] Trial 7570 finished with value: 0.9973447837145165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:08,474] Trial 7571 finished with value: 0.9972249261099747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:12,830] Trial 7572 finished with value: 0.997346701985382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:15,590] Trial 7573 finished with value: 0.9973765201303054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:17,924] Trial 7574 finished with value: 0.9972620454018221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:18,881] Trial 7575 finished with value: 0.9972502257607493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:20,785] Trial 7576 finished with value: 0.9962115640820083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:22,082] Trial 7577 finished with value: 0.9972744874867362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:24,520] Trial 7578 finished with value: 0.9972842338172653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:26,224] Trial 7579 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.7330937403912203e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:35,366] Trial 7580 finished with value: 0.9969480808498931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:40,259] Trial 7581 finished with value: 0.9973186440565449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:41,120] Trial 7582 finished with value: 0.9897438151579273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:43,733] Trial 7583 finished with value: 0.9974159762842798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:45,753] Trial 7584 finished with value: 0.9975914775499085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:49,283] Trial 7585 finished with value: 0.9965658160671843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:51,752] Trial 7586 finished with value: 0.9970327663466865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:53,265] Trial 7587 finished with value: 0.9972587941071049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:54,116] Trial 7588 finished with value: 0.9955615587562097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:55,504] Trial 7589 finished with value: 0.9970772520703336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:56,614] Trial 7590 finished with value: 0.9959182418650979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:58,715] Trial 7591 finished with value: 0.9972467287194147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:01,369] Trial 7592 finished with value: 0.997461424459971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:03,841] Trial 7593 finished with value: 0.997658931965454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:05,364] Trial 7594 finished with value: 0.9972483820422285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:06,261] Trial 7595 finished with value: 0.9968921462791461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:09,181] Trial 7596 finished with value: 0.9976406261434455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:09,971] Trial 7597 finished with value: 0.9929956383746484 and parameters: {'classifier': 'SVC', 'svc_c': 947.3537437163692, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:12,243] Trial 7598 finished with value: 0.9975692301336953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:13,566] Trial 7599 finished with value: 0.9972064246872422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:15,749] Trial 7600 finished with value: 0.9974347362757444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:18,035] Trial 7601 finished with value: 0.9972757286293458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:22,222] Trial 7602 finished with value: 0.9968063776310464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:25,174] Trial 7603 finished with value: 0.9971968471706427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:32,389] Trial 7604 finished with value: 0.996325897957658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:35,006] Trial 7605 finished with value: 0.9972912325971449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:37,198] Trial 7606 finished with value: 0.9976562468115304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:40,266] Trial 7607 finished with value: 0.9973219625086741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:43,993] Trial 7608 finished with value: 0.9962013873219778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:46,310] Trial 7609 finished with value: 0.9973349591500454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:47,422] Trial 7610 finished with value: 0.9942241587549104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:50,440] Trial 7611 finished with value: 0.9968133607323998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:52,154] Trial 7612 finished with value: 0.9975653500158175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:56,042] Trial 7613 finished with value: 0.9970305479304301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:58,340] Trial 7614 finished with value: 0.9972326199182899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:00,581] Trial 7615 finished with value: 0.9972718915480704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:01,553] Trial 7616 finished with value: 0.9892090460164878 and parameters: {'classifier': 'SVC', 'svc_c': 3.0564055526534877, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:03,862] Trial 7617 finished with value: 0.9972169312041311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:05,064] Trial 7618 finished with value: 0.9971354907496869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:08,087] Trial 7619 finished with value: 0.9975295271222765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:09,732] Trial 7620 finished with value: 0.9972659240280182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:10,780] Trial 7621 finished with value: 0.997303593718657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:16,958] Trial 7622 finished with value: 0.9968200221700609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:18,675] Trial 7623 finished with value: 0.9973035221496757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:21,119] Trial 7624 finished with value: 0.997469304569803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:28,858] Trial 7625 finished with value: 0.9973905978282809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:30,861] Trial 7626 finished with value: 0.9974025674627042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:33,097] Trial 7627 finished with value: 0.9968988912827177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:34,439] Trial 7628 finished with value: 0.9969533135421735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:36,973] Trial 7629 finished with value: 0.9971192878179513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:39,715] Trial 7630 finished with value: 0.9975148284721415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:41,947] Trial 7631 finished with value: 0.9967713233344108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:44,870] Trial 7632 finished with value: 0.9972479848740545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:45,896] Trial 7633 finished with value: 0.9968313941162107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:48,107] Trial 7634 finished with value: 0.9972996098495597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:49,486] Trial 7635 finished with value: 0.9867359933546935 and parameters: {'classifier': 'SVC', 'svc_c': 47582889.74005179, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:02,770] Trial 7636 finished with value: 0.9965150233865646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:03,958] Trial 7637 finished with value: 0.9960392581889036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:06,335] Trial 7638 finished with value: 0.9973026015281937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:08,690] Trial 7639 finished with value: 0.9974214669105342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:10,253] Trial 7640 finished with value: 0.9974674003270927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:12,879] Trial 7641 finished with value: 0.9969858640352888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:16,341] Trial 7642 finished with value: 0.9970824389330758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:18,047] Trial 7643 finished with value: 0.9960125642283778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:18,959] Trial 7644 finished with value: 0.9900279165288423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:21,227] Trial 7645 finished with value: 0.9971902267066204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:24,157] Trial 7646 finished with value: 0.9973418011446619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:26,826] Trial 7647 finished with value: 0.9974101658351318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:28,751] Trial 7648 finished with value: 0.997476380377584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:32,853] Trial 7649 finished with value: 0.9973791174971769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:35,182] Trial 7650 finished with value: 0.9973435231483077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:37,344] Trial 7651 finished with value: 0.9974567764751597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:39,350] Trial 7652 finished with value: 0.9968946284691516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:40,137] Trial 7653 finished with value: 0.9921479787872824 and parameters: {'classifier': 'SVC', 'svc_c': 40.035973362769404, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:41,724] Trial 7654 finished with value: 0.9973440285427463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:46,877] Trial 7655 finished with value: 0.9971572811717705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:49,378] Trial 7656 finished with value: 0.9974957431671253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:58,616] Trial 7657 finished with value: 0.9966842124902041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:01,441] Trial 7658 finished with value: 0.9974721785642761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:04,825] Trial 7659 finished with value: 0.9974304108115489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:07,396] Trial 7660 finished with value: 0.9969375188868795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:09,829] Trial 7661 finished with value: 0.9976000425003081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:12,016] Trial 7662 finished with value: 0.9975780351496267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:27,904] Trial 7663 finished with value: 0.9950485880665445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:30,040] Trial 7664 finished with value: 0.9973892612815214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:31,795] Trial 7665 finished with value: 0.9967257153583554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:34,781] Trial 7666 finished with value: 0.9975678840973017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:36,574] Trial 7667 finished with value: 0.9970659815902737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:47,233] Trial 7668 finished with value: 0.9968852937475443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:58,533] Trial 7669 finished with value: 0.9965693997847441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:59,379] Trial 7670 finished with value: 0.997306300010027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 25}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:01,793] Trial 7671 finished with value: 0.99753551403419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:03,739] Trial 7672 finished with value: 0.9852053174631141 and parameters: {'classifier': 'SVC', 'svc_c': 1.1992382211782032e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:05,365] Trial 7673 finished with value: 0.9974702168124775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:09,090] Trial 7674 finished with value: 0.9967638362033489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:12,434] Trial 7675 finished with value: 0.9974661608665922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:13,599] Trial 7676 finished with value: 0.997010591768971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:18,616] Trial 7677 finished with value: 0.9973469307839569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:20,557] Trial 7678 finished with value: 0.996991566765979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:23,161] Trial 7679 finished with value: 0.997344051933584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:24,222] Trial 7680 finished with value: 0.9958054651464021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:26,558] Trial 7681 finished with value: 0.9974881254028363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:28,663] Trial 7682 finished with value: 0.9974940440147729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:30,351] Trial 7683 finished with value: 0.997298493627354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:32,838] Trial 7684 finished with value: 0.9972604278158922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:34,270] Trial 7685 finished with value: 0.9939941983186394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:37,344] Trial 7686 finished with value: 0.9974967059048104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:39,491] Trial 7687 finished with value: 0.9974356747021925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:41,665] Trial 7688 finished with value: 0.9974940390319217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:50,905] Trial 7689 finished with value: 0.9964698212748702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:52,814] Trial 7690 finished with value: 0.9971102464498229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:54,403] Trial 7691 finished with value: 0.9855614820698081 and parameters: {'classifier': 'SVC', 'svc_c': 0.19527576039288966, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:02,775] Trial 7692 finished with value: 0.9964798843814537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:04,763] Trial 7693 finished with value: 0.9976162123611441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:06,022] Trial 7694 finished with value: 0.997249894575685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:09,402] Trial 7695 finished with value: 0.9975117159038178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:11,534] Trial 7696 finished with value: 0.9974293675230546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:13,300] Trial 7697 finished with value: 0.9974325882541667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:15,712] Trial 7698 finished with value: 0.9974130325616238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:19,832] Trial 7699 finished with value: 0.9968706313103616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:21,800] Trial 7700 finished with value: 0.9971250135903625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:23,735] Trial 7701 finished with value: 0.9976375093222423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:36,770] Trial 7702 finished with value: 0.996715838394599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:39,809] Trial 7703 finished with value: 0.9975553185519276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:41,975] Trial 7704 finished with value: 0.9971225257827475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:44,562] Trial 7705 finished with value: 0.9971518093978332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:49,071] Trial 7706 finished with value: 0.997326122840537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:51,679] Trial 7707 finished with value: 0.9971979955750866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:53,719] Trial 7708 finished with value: 0.9973805564939017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:55,127] Trial 7709 finished with value: 0.9877175695826873 and parameters: {'classifier': 'SVC', 'svc_c': 58736.85217099753, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:57,169] Trial 7710 finished with value: 0.9974243442057497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:58,184] Trial 7711 finished with value: 0.9972438857963531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:01,192] Trial 7712 finished with value: 0.9976808734599772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:03,448] Trial 7713 finished with value: 0.9974750425613084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:04,944] Trial 7714 finished with value: 0.9968674639306717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:07,268] Trial 7715 finished with value: 0.997552756541085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:10,136] Trial 7716 finished with value: 0.9976255175347596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:12,683] Trial 7717 finished with value: 0.9971234241559562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:14,891] Trial 7718 finished with value: 0.9973987722119909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:16,941] Trial 7719 finished with value: 0.9940988305189956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 29, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:19,257] Trial 7720 finished with value: 0.9975306442014058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:19,946] Trial 7721 finished with value: 0.9972247721811235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 17}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:22,967] Trial 7722 finished with value: 0.9972473533531717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:23,933] Trial 7723 finished with value: 0.9962867833670438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 31}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:26,976] Trial 7724 finished with value: 0.997037320958574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:29,271] Trial 7725 finished with value: 0.9973833148989156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:31,436] Trial 7726 finished with value: 0.9977020847922011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:34,225] Trial 7727 finished with value: 0.9968888092603411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:35,113] Trial 7728 finished with value: 0.9961328306171678 and parameters: {'classifier': 'SVC', 'svc_c': 11838.11013214325, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:37,844] Trial 7729 finished with value: 0.9974916183817187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:40,732] Trial 7730 finished with value: 0.9969686845916162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:41,761] Trial 7731 finished with value: 0.9909825842480556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:42,815] Trial 7732 finished with value: 0.9932806097133451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 10}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:46,213] Trial 7733 finished with value: 0.996958409761452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:48,741] Trial 7734 finished with value: 0.9973423285334704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:51,201] Trial 7735 finished with value: 0.9969721634788679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:53,290] Trial 7736 finished with value: 0.9968698627134563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:55,211] Trial 7737 finished with value: 0.9975478593502242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:56,883] Trial 7738 finished with value: 0.9966543417555679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:59,566] Trial 7739 finished with value: 0.9975366849725483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:09,985] Trial 7740 finished with value: 0.99679626057002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:13,279] Trial 7741 finished with value: 0.997486573450899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:14,537] Trial 7742 finished with value: 0.9973220522952143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:15,961] Trial 7743 finished with value: 0.9972617985761157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:19,688] Trial 7744 finished with value: 0.9945957435730657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 33, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:20,588] Trial 7745 finished with value: 0.9971738798117364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:22,658] Trial 7746 finished with value: 0.9974599006278194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:24,622] Trial 7747 finished with value: 0.9853732049951681 and parameters: {'classifier': 'SVC', 'svc_c': 0.005171454176475848, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:37,289] Trial 7748 finished with value: 0.9968638229896647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:39,512] Trial 7749 finished with value: 0.9957035128314767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:41,366] Trial 7750 finished with value: 0.9975770221708341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:43,065] Trial 7751 finished with value: 0.9975311578794382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:45,381] Trial 7752 finished with value: 0.9972092320321096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:58,210] Trial 7753 finished with value: 0.996225816973233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:00,234] Trial 7754 finished with value: 0.997317390980482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:03,270] Trial 7755 finished with value: 0.9975322341118806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:04,788] Trial 7756 finished with value: 0.9966562181958715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:10,063] Trial 7757 finished with value: 0.9967297311240498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:13,076] Trial 7758 finished with value: 0.9971850589183607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:15,007] Trial 7759 finished with value: 0.9971075524727611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:17,313] Trial 7760 finished with value: 0.9972720248790198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:18,331] Trial 7761 finished with value: 0.9950271490783101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:20,518] Trial 7762 finished with value: 0.997445942994348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:29,831] Trial 7763 finished with value: 0.9970468410930367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:32,934] Trial 7764 finished with value: 0.9975756609954586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:46,738] Trial 7765 finished with value: 0.9916994824188651 and parameters: {'classifier': 'SVC', 'svc_c': 5533868.1591369165, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:49,038] Trial 7766 finished with value: 0.9974183941415466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:51,404] Trial 7767 finished with value: 0.9973784116778526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:53,708] Trial 7768 finished with value: 0.9974674913831493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:55,385] Trial 7769 finished with value: 0.9942507092600943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:57,598] Trial 7770 finished with value: 0.9971593986297433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:59,695] Trial 7771 finished with value: 0.9974642975340445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:02,687] Trial 7772 finished with value: 0.9972841885907472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:09,615] Trial 7773 finished with value: 0.9968084537980015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:22,517] Trial 7774 finished with value: 0.9962832932763112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:24,881] Trial 7775 finished with value: 0.9974118852362689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:28,669] Trial 7776 finished with value: 0.9973508275959743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:31,588] Trial 7777 finished with value: 0.9973229963075342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:33,891] Trial 7778 finished with value: 0.9974021105955263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:39,268] Trial 7779 finished with value: 0.9965938071559882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:40,433] Trial 7780 finished with value: 0.9966363973013737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:42,644] Trial 7781 finished with value: 0.997440723854154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:43,759] Trial 7782 finished with value: 0.9891664689153824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:47,537] Trial 7783 finished with value: 0.9973251490897979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 85}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:48,531] Trial 7784 finished with value: 0.9924101290788263 and parameters: {'classifier': 'SVC', 'svc_c': 222.31116475778248, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:51,107] Trial 7785 finished with value: 0.9972798750917429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:53,988] Trial 7786 finished with value: 0.9971892920569833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:55,957] Trial 7787 finished with value: 0.9968283919958051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:57,559] Trial 7788 finished with value: 0.9973566402350377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:58,888] Trial 7789 finished with value: 0.9975008663636249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:01,460] Trial 7790 finished with value: 0.9975387860854988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:06,205] Trial 7791 finished with value: 0.997603937027196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:08,466] Trial 7792 finished with value: 0.9975076573236863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:10,542] Trial 7793 finished with value: 0.9972867052163821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:11,511] Trial 7794 finished with value: 0.9976779673150039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 37}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:17,851] Trial 7795 finished with value: 0.9971650612437184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:20,003] Trial 7796 finished with value: 0.9971982573176096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:22,625] Trial 7797 finished with value: 0.9975563144557259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:24,928] Trial 7798 finished with value: 0.9971799881211462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:28,370] Trial 7799 finished with value: 0.9970952427983969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:30,579] Trial 7800 finished with value: 0.9974551964986501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:31,584] Trial 7801 finished with value: 0.9973471102300858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:34,083] Trial 7802 finished with value: 0.9972620346109334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:35,803] Trial 7803 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.987357893163386e-05, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:37,437] Trial 7804 finished with value: 0.9970928970813938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:39,029] Trial 7805 finished with value: 0.9974738856511052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:41,142] Trial 7806 finished with value: 0.9975884260135811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:43,440] Trial 7807 finished with value: 0.9974802649705068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:51,014] Trial 7808 finished with value: 0.9968236387363549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:52,584] Trial 7809 finished with value: 0.9974798847503753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:56,003] Trial 7810 finished with value: 0.9973537067637261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:57,821] Trial 7811 finished with value: 0.9975688689563084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:59,670] Trial 7812 finished with value: 0.9974258948246949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:03,622] Trial 7813 finished with value: 0.997137131662979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:05,997] Trial 7814 finished with value: 0.9973914051136953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:12,100] Trial 7815 finished with value: 0.9972961844089442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:15,511] Trial 7816 finished with value: 0.9975800572034497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:18,062] Trial 7817 finished with value: 0.9975176777110466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:20,596] Trial 7818 finished with value: 0.997349376062776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:22,692] Trial 7819 finished with value: 0.9972517201718606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:24,973] Trial 7820 finished with value: 0.9972315782166911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:26,974] Trial 7821 finished with value: 0.9852065474339803 and parameters: {'classifier': 'SVC', 'svc_c': 2.449520098379823e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:29,589] Trial 7822 finished with value: 0.9970096049422139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:30,793] Trial 7823 finished with value: 0.9971164432127807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:37,695] Trial 7824 finished with value: 0.9971270019067896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:39,687] Trial 7825 finished with value: 0.9970372455175679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:41,676] Trial 7826 finished with value: 0.9973535539139636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:46,302] Trial 7827 finished with value: 0.9971002173980139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:00,988] Trial 7828 finished with value: 0.9968862791460954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:10,733] Trial 7829 finished with value: 0.9967261857776201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:12,182] Trial 7830 finished with value: 0.9973159809287289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:14,582] Trial 7831 finished with value: 0.9974618782168342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:16,350] Trial 7832 finished with value: 0.9968303637133067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:18,211] Trial 7833 finished with value: 0.9972936993942653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:21,901] Trial 7834 finished with value: 0.9973848099765229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:28,247] Trial 7835 finished with value: 0.9969892690049539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:30,095] Trial 7836 finished with value: 0.9971684658325285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:36,958] Trial 7837 finished with value: 0.996850449555856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:39,490] Trial 7838 finished with value: 0.9974064234915102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:46,217] Trial 7839 finished with value: 0.997102838568316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:47,982] Trial 7840 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5636496468565793e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:50,935] Trial 7841 finished with value: 0.9974394892495534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:53,271] Trial 7842 finished with value: 0.9974918738083981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:56,226] Trial 7843 finished with value: 0.9972717748160466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:58,696] Trial 7844 finished with value: 0.9973404508553888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:00,058] Trial 7845 finished with value: 0.9913602749635398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:03,425] Trial 7846 finished with value: 0.9949316406376902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 28}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:09,959] Trial 7847 finished with value: 0.9924100944845072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 74, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:12,174] Trial 7848 finished with value: 0.9975603232708187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:14,953] Trial 7849 finished with value: 0.9974853666804432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:17,060] Trial 7850 finished with value: 0.997462191343029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:18,274] Trial 7851 finished with value: 0.9967176688784124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:20,890] Trial 7852 finished with value: 0.9972989609363035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:22,819] Trial 7853 finished with value: 0.9974816521074907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:36,084] Trial 7854 finished with value: 0.9962516898423545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:37,524] Trial 7855 finished with value: 0.995389707000823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 34}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:39,471] Trial 7856 finished with value: 0.9974240457424678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:41,926] Trial 7857 finished with value: 0.9975476554659067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:43,385] Trial 7858 finished with value: 0.9944157276853131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:45,178] Trial 7859 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.1561062702546302e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:49,456] Trial 7860 finished with value: 0.9972503920991226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:53,040] Trial 7861 finished with value: 0.9973298676914532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:54,536] Trial 7862 finished with value: 0.9971946305317093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:56,736] Trial 7863 finished with value: 0.9973750651694132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:59,307] Trial 7864 finished with value: 0.9975380394512254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:06,723] Trial 7865 finished with value: 0.9963726431981517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 45, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:09,182] Trial 7866 finished with value: 0.9976469082813743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:12,550] Trial 7867 finished with value: 0.9975110685457192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:14,977] Trial 7868 finished with value: 0.9971680661887977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:18,398] Trial 7869 finished with value: 0.9945245996892526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:21,024] Trial 7870 finished with value: 0.9971506129421973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:23,386] Trial 7871 finished with value: 0.9974962664300057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:25,523] Trial 7872 finished with value: 0.997675742932021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:27,974] Trial 7873 finished with value: 0.997490232196872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:29,670] Trial 7874 finished with value: 0.9973916472739291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:31,813] Trial 7875 finished with value: 0.9969958757899383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:34,663] Trial 7876 finished with value: 0.997327414541633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:38,268] Trial 7877 finished with value: 0.9973025039341282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:40,231] Trial 7878 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.034927067057378e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:46,947] Trial 7879 finished with value: 0.996454986786491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 42, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:49,518] Trial 7880 finished with value: 0.9974818316488333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:51,452] Trial 7881 finished with value: 0.9973302442617253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:53,822] Trial 7882 finished with value: 0.9975903831633831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:54,682] Trial 7883 finished with value: 0.9942066817366172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:57,361] Trial 7884 finished with value: 0.9973224238191593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:59,397] Trial 7885 finished with value: 0.9976738722362789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:05,942] Trial 7886 finished with value: 0.9967811505648662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:06,538] Trial 7887 finished with value: 0.9924481649614415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 5}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:08,503] Trial 7888 finished with value: 0.9976383973171554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:10,182] Trial 7889 finished with value: 0.9961495218366099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:12,016] Trial 7890 finished with value: 0.9972879335368772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:14,348] Trial 7891 finished with value: 0.9975766263356523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:15,733] Trial 7892 finished with value: 0.996777804595971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 49}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:18,748] Trial 7893 finished with value: 0.9974678582733595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:21,027] Trial 7894 finished with value: 0.9970154101863452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:27,958] Trial 7895 finished with value: 0.9973096241432419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:30,737] Trial 7896 finished with value: 0.9976259277789513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:32,662] Trial 7897 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 5079881475.055068, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:34,516] Trial 7898 finished with value: 0.996943639288432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:41,981] Trial 7899 finished with value: 0.9969047343266966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:45,444] Trial 7900 finished with value: 0.9970668735206876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:46,196] Trial 7901 finished with value: 0.9937022984995281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 22}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:47,571] Trial 7902 finished with value: 0.9954758022637286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:52,105] Trial 7903 finished with value: 0.9966336519406397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:54,329] Trial 7904 finished with value: 0.9972232715493824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:56,921] Trial 7905 finished with value: 0.9972978341771127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:59,570] Trial 7906 finished with value: 0.9974233427478173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:04,027] Trial 7907 finished with value: 0.9969791155088098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:05,492] Trial 7908 finished with value: 0.9972355255554568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:07,416] Trial 7909 finished with value: 0.9974339103284403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:11,650] Trial 7910 finished with value: 0.9973869126446306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:13,779] Trial 7911 finished with value: 0.9973526939436228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:15,617] Trial 7912 finished with value: 0.997469287399595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:17,011] Trial 7913 finished with value: 0.9971718388421209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:19,409] Trial 7914 finished with value: 0.9976718959485186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:24,850] Trial 7915 finished with value: 0.9961179111346725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 45, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:26,567] Trial 7916 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.909467308743661e-07, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:28,953] Trial 7917 finished with value: 0.9974008071831423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:30,663] Trial 7918 finished with value: 0.9968752973223042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:33,054] Trial 7919 finished with value: 0.9974912315918404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:35,741] Trial 7920 finished with value: 0.9974988326302521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:39,023] Trial 7921 finished with value: 0.997376721253425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:41,061] Trial 7922 finished with value: 0.997491359654297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:44,606] Trial 7923 finished with value: 0.9974504329561179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:46,906] Trial 7924 finished with value: 0.9975158943580259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:48,228] Trial 7925 finished with value: 0.9971492928674119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:50,822] Trial 7926 finished with value: 0.9973206477341193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:53,002] Trial 7927 finished with value: 0.9973889686897525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:54,377] Trial 7928 finished with value: 0.9972011731426448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:55,741] Trial 7929 finished with value: 0.9971187836295535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:58,136] Trial 7930 finished with value: 0.9975350884923269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:00,772] Trial 7931 finished with value: 0.997357975131426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:05,341] Trial 7932 finished with value: 0.9971719091415858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:07,347] Trial 7933 finished with value: 0.9973567152951888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:08,593] Trial 7934 finished with value: 0.9871486279823712 and parameters: {'classifier': 'SVC', 'svc_c': 189188.11477781105, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:11,791] Trial 7935 finished with value: 0.9969045156207762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:13,630] Trial 7936 finished with value: 0.9971952297751402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:16,620] Trial 7937 finished with value: 0.9971319326128804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:19,470] Trial 7938 finished with value: 0.9975113100077193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:25,070] Trial 7939 finished with value: 0.9952917247490052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:27,951] Trial 7940 finished with value: 0.9975885719127419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:30,224] Trial 7941 finished with value: 0.9974644187728513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:31,379] Trial 7942 finished with value: 0.9894148289909165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:32,979] Trial 7943 finished with value: 0.9975743974141484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:34,047] Trial 7944 finished with value: 0.9952577451931299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:35,112] Trial 7945 finished with value: 0.9953424506213295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:38,886] Trial 7946 finished with value: 0.9971832227217239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:40,987] Trial 7947 finished with value: 0.9973578527817925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:43,123] Trial 7948 finished with value: 0.9965063197097717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:45,101] Trial 7949 finished with value: 0.9974994188611409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:52,361] Trial 7950 finished with value: 0.9968055443205479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:54,028] Trial 7951 finished with value: 0.9972878329594485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:55,015] Trial 7952 finished with value: 0.995432661529124 and parameters: {'classifier': 'SVC', 'svc_c': 4081.303650211369, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:57,990] Trial 7953 finished with value: 0.9972003547489626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:00,776] Trial 7954 finished with value: 0.9976311975728458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:03,903] Trial 7955 finished with value: 0.9973619254535552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:06,016] Trial 7956 finished with value: 0.9972364225639355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:08,233] Trial 7957 finished with value: 0.9971328699602396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:18,908] Trial 7958 finished with value: 0.9969424054138033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:20,880] Trial 7959 finished with value: 0.99263748662583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:25,384] Trial 7960 finished with value: 0.9955583663987867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:27,721] Trial 7961 finished with value: 0.9976722280539821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:30,086] Trial 7962 finished with value: 0.9974674201950228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:31,664] Trial 7963 finished with value: 0.9974795127820997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:33,999] Trial 7964 finished with value: 0.9977374499299027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:40,852] Trial 7965 finished with value: 0.9970437358879076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:42,810] Trial 7966 finished with value: 0.9972648135503738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:45,290] Trial 7967 finished with value: 0.9972298357103573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:47,588] Trial 7968 finished with value: 0.9973892746431804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:49,598] Trial 7969 finished with value: 0.9973876971739655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:51,341] Trial 7970 finished with value: 0.9973423725222103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:56,891] Trial 7971 finished with value: 0.9973803380736225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:58,421] Trial 7972 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 904138499.1083022, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:11,767] Trial 7973 finished with value: 0.995575178952249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 59, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:14,059] Trial 7974 finished with value: 0.9973217885532032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:16,362] Trial 7975 finished with value: 0.9977341467754449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:18,977] Trial 7976 finished with value: 0.9972465997365588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:21,307] Trial 7977 finished with value: 0.9975673820036054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:24,407] Trial 7978 finished with value: 0.9974784212519859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:27,135] Trial 7979 finished with value: 0.9973947378796209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:29,607] Trial 7980 finished with value: 0.9976336489770808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:32,076] Trial 7981 finished with value: 0.9973542820767749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:37,803] Trial 7982 finished with value: 0.9961226868962992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:41,869] Trial 7983 finished with value: 0.9976161702449408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:48,713] Trial 7984 finished with value: 0.9970248711613484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:50,773] Trial 7985 finished with value: 0.9972694482052638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:53,933] Trial 7986 finished with value: 0.997387560796177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:55,007] Trial 7987 finished with value: 0.9969319445995012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:57,439] Trial 7988 finished with value: 0.9974579771201993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:12,757] Trial 7989 finished with value: 0.9963877045490935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:14,718] Trial 7990 finished with value: 0.9853856590135354 and parameters: {'classifier': 'SVC', 'svc_c': 0.03185543482752744, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:16,777] Trial 7991 finished with value: 0.9973823334358651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:19,697] Trial 7992 finished with value: 0.9975228838386986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:22,105] Trial 7993 finished with value: 0.9973509554045275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:26,479] Trial 7994 finished with value: 0.9971857106245525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:28,140] Trial 7995 finished with value: 0.9964964178317578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:29,829] Trial 7996 finished with value: 0.9961614358027435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:31,590] Trial 7997 finished with value: 0.996718773484544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:33,862] Trial 7998 finished with value: 0.9973471061358957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:36,180] Trial 7999 finished with value: 0.9969717999528757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:37,902] Trial 8000 finished with value: 0.9973129167924522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:39,211] Trial 8001 finished with value: 0.9973231893692253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:46,253] Trial 8002 finished with value: 0.9968261949708984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:48,268] Trial 8003 finished with value: 0.9973062219982504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:02,054] Trial 8004 finished with value: 0.9962624675914009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:04,604] Trial 8005 finished with value: 0.9974316842633483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:05,599] Trial 8006 finished with value: 0.9925723394926816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:07,676] Trial 8007 finished with value: 0.9972591726768654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:09,992] Trial 8008 finished with value: 0.9971579517937554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:12,083] Trial 8009 finished with value: 0.9975386168907138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:13,844] Trial 8010 finished with value: 0.9853089656931253 and parameters: {'classifier': 'SVC', 'svc_c': 0.0016241158661096287, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:17,356] Trial 8011 finished with value: 0.9966844413522548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:19,768] Trial 8012 finished with value: 0.99752749738788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:20,871] Trial 8013 finished with value: 0.9964176174951463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:23,147] Trial 8014 finished with value: 0.9972143424699706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:26,448] Trial 8015 finished with value: 0.9977073022185481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:29,094] Trial 8016 finished with value: 0.9973389622205767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:31,018] Trial 8017 finished with value: 0.997145142183873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:32,214] Trial 8018 finished with value: 0.9963899978985493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:34,637] Trial 8019 finished with value: 0.9973660910539106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:36,577] Trial 8020 finished with value: 0.9973354164932919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:38,691] Trial 8021 finished with value: 0.9971275337389051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:40,509] Trial 8022 finished with value: 0.9974129719422207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:45,696] Trial 8023 finished with value: 0.9969028841336427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:47,196] Trial 8024 finished with value: 0.9963161880305087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:50,711] Trial 8025 finished with value: 0.9972966330877423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:52,815] Trial 8026 finished with value: 0.997143126985438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:29,399] Trial 8027 finished with value: 0.9896333217912466 and parameters: {'classifier': 'SVC', 'svc_c': 18214512.98148613, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:32,195] Trial 8028 finished with value: 0.9972825603726182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:36,015] Trial 8029 finished with value: 0.9969790239132087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:39,238] Trial 8030 finished with value: 0.9973974831768792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:41,677] Trial 8031 finished with value: 0.9973256676237301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:44,542] Trial 8032 finished with value: 0.9975111329736714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:46,929] Trial 8033 finished with value: 0.9972539693104113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:49,206] Trial 8034 finished with value: 0.9974710328892922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:51,050] Trial 8035 finished with value: 0.9969992593682537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:57,868] Trial 8036 finished with value: 0.9968243712155215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:09,525] Trial 8037 finished with value: 0.9966517028120377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:12,324] Trial 8038 finished with value: 0.9975200812862552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:14,110] Trial 8039 finished with value: 0.9970513105521182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:16,493] Trial 8040 finished with value: 0.997779960222713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:18,293] Trial 8041 finished with value: 0.9974583740344704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:20,372] Trial 8042 finished with value: 0.9973938409028799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:22,149] Trial 8043 finished with value: 0.9974200587630556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:24,060] Trial 8044 finished with value: 0.997491970196423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:25,945] Trial 8045 finished with value: 0.9976079085185093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:28,108] Trial 8046 finished with value: 0.9973651910620683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:28,898] Trial 8047 finished with value: 0.992701345834693 and parameters: {'classifier': 'SVC', 'svc_c': 385.03128446842663, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:30,511] Trial 8048 finished with value: 0.9971894124071282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:32,462] Trial 8049 finished with value: 0.9974424270054826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:34,573] Trial 8050 finished with value: 0.9974243374773133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:36,680] Trial 8051 finished with value: 0.9974233206899719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:41,242] Trial 8052 finished with value: 0.9968685016332944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:43,285] Trial 8053 finished with value: 0.9973369726028953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:45,452] Trial 8054 finished with value: 0.9975446640411758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:47,592] Trial 8055 finished with value: 0.9975300914857472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:49,257] Trial 8056 finished with value: 0.9974811493790363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:51,146] Trial 8057 finished with value: 0.9974588744460572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:53,118] Trial 8058 finished with value: 0.9976193863423184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:55,522] Trial 8059 finished with value: 0.9975434276592526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:57,548] Trial 8060 finished with value: 0.997460781640393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:59,686] Trial 8061 finished with value: 0.9973733949937705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:04,847] Trial 8062 finished with value: 0.9969346634908204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:06,737] Trial 8063 finished with value: 0.9975756764200816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:08,486] Trial 8064 finished with value: 0.997545832281812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:10,406] Trial 8065 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.27712787117843e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:12,498] Trial 8066 finished with value: 0.9972726855670394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:14,732] Trial 8067 finished with value: 0.9973261279503399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:16,588] Trial 8068 finished with value: 0.9976789994000169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:18,875] Trial 8069 finished with value: 0.9973805380224393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:20,934] Trial 8070 finished with value: 0.997657151817962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:23,032] Trial 8071 finished with value: 0.9976178290901506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:24,614] Trial 8072 finished with value: 0.9974379331399502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:25,743] Trial 8073 finished with value: 0.9970166846854956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:28,127] Trial 8074 finished with value: 0.9974707097339185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:30,004] Trial 8075 finished with value: 0.9971923062377938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:32,278] Trial 8076 finished with value: 0.9974679151794278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:33,802] Trial 8077 finished with value: 0.9974976272880022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:37,531] Trial 8078 finished with value: 0.9972850516396651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:38,414] Trial 8079 finished with value: 0.9959439751509024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:42,941] Trial 8080 finished with value: 0.9970293531886414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:44,688] Trial 8081 finished with value: 0.997530272328344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:48,580] Trial 8082 finished with value: 0.9970870765395912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:50,562] Trial 8083 finished with value: 0.9971373000960541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:58,492] Trial 8084 finished with value: 0.9968669593931567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:59,899] Trial 8085 finished with value: 0.9862529952148716 and parameters: {'classifier': 'SVC', 'svc_c': 0.8411173840911014, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:01,671] Trial 8086 finished with value: 0.9975396514830216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:03,052] Trial 8087 finished with value: 0.9973452358210085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:04,853] Trial 8088 finished with value: 0.9973997738603507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:06,766] Trial 8089 finished with value: 0.9975544372854509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:08,008] Trial 8090 finished with value: 0.9968403569330183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:16,950] Trial 8091 finished with value: 0.9965953881798489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:19,216] Trial 8092 finished with value: 0.997522216200077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:21,156] Trial 8093 finished with value: 0.9974897823755094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:23,089] Trial 8094 finished with value: 0.9973175980385904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:25,299] Trial 8095 finished with value: 0.9971646805157803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:27,230] Trial 8096 finished with value: 0.9969894212199581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:33,933] Trial 8097 finished with value: 0.9965803261624112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 32, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:35,888] Trial 8098 finished with value: 0.9976933519800091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:38,042] Trial 8099 finished with value: 0.9974090245399791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:40,313] Trial 8100 finished with value: 0.9975489995980261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:42,526] Trial 8101 finished with value: 0.9974161417657293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:44,539] Trial 8102 finished with value: 0.9973549828815097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:45,610] Trial 8103 finished with value: 0.9911499660682922 and parameters: {'classifier': 'SVC', 'svc_c': 12.22465455598069, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:46,657] Trial 8104 finished with value: 0.9966612963245426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:48,720] Trial 8105 finished with value: 0.9976063469817239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:50,350] Trial 8106 finished with value: 0.9973554568554198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:56,836] Trial 8107 finished with value: 0.9970312791083424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:59,190] Trial 8108 finished with value: 0.9974967319616325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:00,513] Trial 8109 finished with value: 0.9940334033622898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:02,756] Trial 8110 finished with value: 0.9969171279160879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:03,870] Trial 8111 finished with value: 0.9893520007245019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:05,108] Trial 8112 finished with value: 0.9971769883810837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:07,390] Trial 8113 finished with value: 0.9969478653812391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:12,224] Trial 8114 finished with value: 0.997060400542721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:14,636] Trial 8115 finished with value: 0.9973115381294897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:17,851] Trial 8116 finished with value: 0.9975362209008654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:19,364] Trial 8117 finished with value: 0.996623649548673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:21,572] Trial 8118 finished with value: 0.997344342113272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:22,717] Trial 8119 finished with value: 0.9928891018046301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:24,868] Trial 8120 finished with value: 0.9973047850010138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:26,978] Trial 8121 finished with value: 0.9973699117584256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:28,761] Trial 8122 finished with value: 0.9853927055272279 and parameters: {'classifier': 'SVC', 'svc_c': 0.09515849556334897, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:30,133] Trial 8123 finished with value: 0.995492148872971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:32,282] Trial 8124 finished with value: 0.9974799990703179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:34,735] Trial 8125 finished with value: 0.9974508200633752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:46,043] Trial 8126 finished with value: 0.9963335104534545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 53, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:48,092] Trial 8127 finished with value: 0.9973640933430626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:49,647] Trial 8128 finished with value: 0.9974399597005559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:51,605] Trial 8129 finished with value: 0.9975540206619393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:01,299] Trial 8130 finished with value: 0.9966720314178411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:12,416] Trial 8131 finished with value: 0.996215195565119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 57, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:13,873] Trial 8132 finished with value: 0.9968415753830239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:16,152] Trial 8133 finished with value: 0.9973696678843446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:20,021] Trial 8134 finished with value: 0.9970294912802767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:20,907] Trial 8135 finished with value: 0.9964378598373175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:23,403] Trial 8136 finished with value: 0.997350468830668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:24,255] Trial 8137 finished with value: 0.9888956469071183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:26,293] Trial 8138 finished with value: 0.9974105240291554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:29,183] Trial 8139 finished with value: 0.9952550336650052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:32,337] Trial 8140 finished with value: 0.9969784342863637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:37,245] Trial 8141 finished with value: 0.9929292076335704 and parameters: {'classifier': 'SVC', 'svc_c': 1584707.4883041335, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:39,580] Trial 8142 finished with value: 0.9972962211931792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:42,162] Trial 8143 finished with value: 0.9974004317554348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:44,400] Trial 8144 finished with value: 0.9970741600046984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:45,897] Trial 8145 finished with value: 0.9963984939776896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:47,815] Trial 8146 finished with value: 0.9970804330021098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:56,720] Trial 8147 finished with value: 0.9947988292062143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 74, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:58,350] Trial 8148 finished with value: 0.9972912646206935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:59,729] Trial 8149 finished with value: 0.9972491486079078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:02,020] Trial 8150 finished with value: 0.9973998776750461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:05,390] Trial 8151 finished with value: 0.9971461123164908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:15,793] Trial 8152 finished with value: 0.9966596702011152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:18,032] Trial 8153 finished with value: 0.9974156046333832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:19,620] Trial 8154 finished with value: 0.9974820226792982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:21,802] Trial 8155 finished with value: 0.997384922074812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:23,521] Trial 8156 finished with value: 0.9972414719380626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:26,041] Trial 8157 finished with value: 0.997679048784201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:31,978] Trial 8158 finished with value: 0.9969434884381578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:33,978] Trial 8159 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.9935619968874765e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:35,256] Trial 8160 finished with value: 0.9938914542381362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:42,582] Trial 8161 finished with value: 0.996915323425621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:43,619] Trial 8162 finished with value: 0.996810494862831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:45,820] Trial 8163 finished with value: 0.9971779310604113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:48,076] Trial 8164 finished with value: 0.9975128119724523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:49,985] Trial 8165 finished with value: 0.9963310181707946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:51,905] Trial 8166 finished with value: 0.9973614049201346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:53,880] Trial 8167 finished with value: 0.9975382618387432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:56,004] Trial 8168 finished with value: 0.9975714548657951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:57,176] Trial 8169 finished with value: 0.9943231622056391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:59,638] Trial 8170 finished with value: 0.9972580035158299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:48:03,134] Trial 8171 finished with value: 0.9972118201632503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:48:04,572] Trial 8172 finished with value: 0.9972250458570997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:48:06,738] Trial 8173 finished with value: 0.9971025579417384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:48:08,595] Trial 8174 finished with value: 0.9973190606165803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:48:10,447] Trial 8175 finished with value: 0.9975119977681741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:48:13,076] Trial 8176 finished with value: 0.997232430919051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:10,888] Trial 8177 finished with value: 0.9901883140734228 and parameters: {'classifier': 'SVC', 'svc_c': 207972710.06196922, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:13,900] Trial 8178 finished with value: 0.997432006815702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:15,387] Trial 8179 finished with value: 0.9969705007298955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:16,228] Trial 8180 finished with value: 0.9945274898065826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:18,015] Trial 8181 finished with value: 0.9972115226838434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:20,563] Trial 8182 finished with value: 0.9972444673300317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:22,328] Trial 8183 finished with value: 0.996615544036222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:24,488] Trial 8184 finished with value: 0.997408667774161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:32,989] Trial 8185 finished with value: 0.9966623110171823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:35,580] Trial 8186 finished with value: 0.9975564748591103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:37,281] Trial 8187 finished with value: 0.9965634268375099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:43,712] Trial 8188 finished with value: 0.9970778414750132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:45,173] Trial 8189 finished with value: 0.9956002283813611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:45,993] Trial 8190 finished with value: 0.9908218956986016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 52}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:49,135] Trial 8191 finished with value: 0.9972550285630732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:50,937] Trial 8192 finished with value: 0.9972251537977229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:53,471] Trial 8193 finished with value: 0.9973098337721206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:55,726] Trial 8194 finished with value: 0.9969653906094136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:57,910] Trial 8195 finished with value: 0.9972210976931483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:59,450] Trial 8196 finished with value: 0.9974818560235462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:01,241] Trial 8197 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.7835073288450742e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:02,974] Trial 8198 finished with value: 0.9970906509579441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:05,125] Trial 8199 finished with value: 0.99736585520952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:09,217] Trial 8200 finished with value: 0.9975215115233175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:11,239] Trial 8201 finished with value: 0.997131504690674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:13,743] Trial 8202 finished with value: 0.9973525552489672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:15,717] Trial 8203 finished with value: 0.9970960111096611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:17,851] Trial 8204 finished with value: 0.9969800215943301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:19,197] Trial 8205 finished with value: 0.9971138897394353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:21,577] Trial 8206 finished with value: 0.9974234587816072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:22,770] Trial 8207 finished with value: 0.9972352988198457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:24,614] Trial 8208 finished with value: 0.9973186552600263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:26,676] Trial 8209 finished with value: 0.9973270948139531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:29,199] Trial 8210 finished with value: 0.9972836272106399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:31,659] Trial 8211 finished with value: 0.9973348441636066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:34,741] Trial 8212 finished with value: 0.9974004657784715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:36,782] Trial 8213 finished with value: 0.9972331076664519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:40,803] Trial 8214 finished with value: 0.9969620951990051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:43,766] Trial 8215 finished with value: 0.9969462519212371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:45,501] Trial 8216 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7009847907732055e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:48,616] Trial 8217 finished with value: 0.997077828240306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 79}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:51,069] Trial 8218 finished with value: 0.9967961677049028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:52,990] Trial 8219 finished with value: 0.9969799978543753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:54,749] Trial 8220 finished with value: 0.9974483219409404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:55,870] Trial 8221 finished with value: 0.9939821102700831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 7}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:58,543] Trial 8222 finished with value: 0.9976312512416473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:00,978] Trial 8223 finished with value: 0.9972447016827405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:02,627] Trial 8224 finished with value: 0.995481087069653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 14}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:15,839] Trial 8225 finished with value: 0.9965068244059762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:17,595] Trial 8226 finished with value: 0.9974038634484179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:20,418] Trial 8227 finished with value: 0.9973783800351589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:22,005] Trial 8228 finished with value: 0.9973240854255669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:24,532] Trial 8229 finished with value: 0.9974447766897243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:28,786] Trial 8230 finished with value: 0.9973454327229865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:34,920] Trial 8231 finished with value: 0.9969896702038423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:36,417] Trial 8232 finished with value: 0.9971354629155421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:37,840] Trial 8233 finished with value: 0.9954819130804329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:39,463] Trial 8234 finished with value: 0.9967165077153296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:42,596] Trial 8235 finished with value: 0.9973399484125754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:43,417] Trial 8236 finished with value: 0.9917941458694366 and parameters: {'classifier': 'SVC', 'svc_c': 93.25574976340519, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:45,381] Trial 8237 finished with value: 0.9975407690382196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:48,068] Trial 8238 finished with value: 0.9974113356626632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:49,311] Trial 8239 finished with value: 0.9970616462238513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 38}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:51,586] Trial 8240 finished with value: 0.9975582768740207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:52,900] Trial 8241 finished with value: 0.9969714260803256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:54,163] Trial 8242 finished with value: 0.9969204620150057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:56,379] Trial 8243 finished with value: 0.9973809221463336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:58,974] Trial 8244 finished with value: 0.9975770729832241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:01,632] Trial 8245 finished with value: 0.997440538314347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:03,511] Trial 8246 finished with value: 0.9972880973362176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:07,173] Trial 8247 finished with value: 0.9968171931799406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 56}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:09,444] Trial 8248 finished with value: 0.9974443177913203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:12,400] Trial 8249 finished with value: 0.9962877204922377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 26}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:13,988] Trial 8250 finished with value: 0.9962789178883872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:17,158] Trial 8251 finished with value: 0.993872967859172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 69, 'rf_n_estimators': 20}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:18,869] Trial 8252 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.774348466531523e-07, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:20,405] Trial 8253 finished with value: 0.9972553191870919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:21,440] Trial 8254 finished with value: 0.9933623769095469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:23,916] Trial 8255 finished with value: 0.9975766277003822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:31,970] Trial 8256 finished with value: 0.9968839965557902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 38, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:34,767] Trial 8257 finished with value: 0.997416217682804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:36,759] Trial 8258 finished with value: 0.9972504833138686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:40,299] Trial 8259 finished with value: 0.9973789441447263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:41,903] Trial 8260 finished with value: 0.9970575559058125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:44,531] Trial 8261 finished with value: 0.9967932585130903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:56,201] Trial 8262 finished with value: 0.996091394081243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 57, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:05,981] Trial 8263 finished with value: 0.9970365867655603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:10,753] Trial 8264 finished with value: 0.9972813768977865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:14,291] Trial 8265 finished with value: 0.9975325814515399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:16,297] Trial 8266 finished with value: 0.99755588910429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:18,991] Trial 8267 finished with value: 0.9972751423349809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:20,919] Trial 8268 finished with value: 0.9973434245068912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:24,022] Trial 8269 finished with value: 0.9966887164801289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:25,754] Trial 8270 finished with value: 0.9974882683186336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:28,294] Trial 8271 finished with value: 0.9976336642747522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:29,355] Trial 8272 finished with value: 0.9909685483171665 and parameters: {'classifier': 'SVC', 'svc_c': 23.05932315032523, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:31,486] Trial 8273 finished with value: 0.9975712747214325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:32,777] Trial 8274 finished with value: 0.9968615410658556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:36,189] Trial 8275 finished with value: 0.9976560238844684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:38,519] Trial 8276 finished with value: 0.9974238790549778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:40,243] Trial 8277 finished with value: 0.9976418694442325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:43,077] Trial 8278 finished with value: 0.9973357157500214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:44,579] Trial 8279 finished with value: 0.9967958923785555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:46,031] Trial 8280 finished with value: 0.9953816665828201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:47,844] Trial 8281 finished with value: 0.9970255018887837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:50,457] Trial 8282 finished with value: 0.9975257841438969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:52,172] Trial 8283 finished with value: 0.9969317566793511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:53,434] Trial 8284 finished with value: 0.9904735299526966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:54:01,280] Trial 8285 finished with value: 0.9969855469418554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:54:07,514] Trial 8286 finished with value: 0.9966168300244949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:54:10,540] Trial 8287 finished with value: 0.9971431779882555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:54:13,677] Trial 8288 finished with value: 0.9973718200318501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:54:14,633] Trial 8289 finished with value: 0.997219145716625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:06,477] Trial 8290 finished with value: 0.9896094753240412 and parameters: {'classifier': 'SVC', 'svc_c': 9166996481.924911, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:09,084] Trial 8291 finished with value: 0.9976389779939105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:12,250] Trial 8292 finished with value: 0.9974032008878616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:17,774] Trial 8293 finished with value: 0.9971216189037794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:19,862] Trial 8294 finished with value: 0.9975842994508518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:22,537] Trial 8295 finished with value: 0.9974127254338935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:24,877] Trial 8296 finished with value: 0.9974918919942191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:29,493] Trial 8297 finished with value: 0.997176229527716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:43,555] Trial 8298 finished with value: 0.996056250378922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:46,226] Trial 8299 finished with value: 0.9972765938364412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:48,684] Trial 8300 finished with value: 0.9972859972706182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:50,106] Trial 8301 finished with value: 0.997504146127245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:51,526] Trial 8302 finished with value: 0.9961775743700026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:54,256] Trial 8303 finished with value: 0.997348697950645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:57,404] Trial 8304 finished with value: 0.993624748287354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:59,704] Trial 8305 finished with value: 0.9975190305393525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:02,167] Trial 8306 finished with value: 0.997250264639686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:04,324] Trial 8307 finished with value: 0.9973175676654128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:15,965] Trial 8308 finished with value: 0.996357273894294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:17,238] Trial 8309 finished with value: 0.997034857113079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:19,924] Trial 8310 finished with value: 0.9973744882377312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:23,834] Trial 8311 finished with value: 0.9969014929659447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:25,319] Trial 8312 finished with value: 0.9868018815045053 and parameters: {'classifier': 'SVC', 'svc_c': 647625.202161601, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:27,814] Trial 8313 finished with value: 0.9975514790903092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:30,218] Trial 8314 finished with value: 0.9973626524738015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:33,072] Trial 8315 finished with value: 0.9974484369591171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:35,636] Trial 8316 finished with value: 0.9974369193994477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:36,661] Trial 8317 finished with value: 0.9971343404409687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:37,670] Trial 8318 finished with value: 0.9917742778758845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:39,408] Trial 8319 finished with value: 0.9969983146577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:41,196] Trial 8320 finished with value: 0.997330524253545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:43,673] Trial 8321 finished with value: 0.9973541748026475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:52,242] Trial 8322 finished with value: 0.9968017903925901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:54,703] Trial 8323 finished with value: 0.9971827418924257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:57,675] Trial 8324 finished with value: 0.9973959928282201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:00:05,209] Trial 8325 finished with value: 0.997122008708759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:00:07,353] Trial 8326 finished with value: 0.9972158500205754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:01:41,804] Trial 8327 finished with value: 0.9902309883560011 and parameters: {'classifier': 'SVC', 'svc_c': 84157699.7459434, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:01:43,961] Trial 8328 finished with value: 0.9973121625410813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:01:45,971] Trial 8329 finished with value: 0.9972110825425426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:01:51,079] Trial 8330 finished with value: 0.9974331004087796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:01:54,595] Trial 8331 finished with value: 0.9971481196756623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:01:59,311] Trial 8332 finished with value: 0.9973111582267372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:03,616] Trial 8333 finished with value: 0.996054385173838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 53, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:05,246] Trial 8334 finished with value: 0.997275220505447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:07,373] Trial 8335 finished with value: 0.9972706909030308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:08,562] Trial 8336 finished with value: 0.9971418685774068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:11,232] Trial 8337 finished with value: 0.9970290350478569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:24,556] Trial 8338 finished with value: 0.9964455175278939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:26,011] Trial 8339 finished with value: 0.9947945987653138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 11}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:28,058] Trial 8340 finished with value: 0.9975242925574596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:29,528] Trial 8341 finished with value: 0.9953437187411603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:33,735] Trial 8342 finished with value: 0.9973087471613825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:37,342] Trial 8343 finished with value: 0.9972152813407492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:40,234] Trial 8344 finished with value: 0.9975847797088676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:42,586] Trial 8345 finished with value: 0.9974001762335415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:44,348] Trial 8346 finished with value: 0.98520572704081 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002150835072615108, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:47,580] Trial 8347 finished with value: 0.9974897267072197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:48,874] Trial 8348 finished with value: 0.9970043805970032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 45}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:51,322] Trial 8349 finished with value: 0.9972432409455493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:52,789] Trial 8350 finished with value: 0.9975448012124121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:54,660] Trial 8351 finished with value: 0.9966166633052668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:56,057] Trial 8352 finished with value: 0.9971872884746226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:59,212] Trial 8353 finished with value: 0.997204330747059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:01,252] Trial 8354 finished with value: 0.9975135341685367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:02,556] Trial 8355 finished with value: 0.9892219383036194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 42, 'rf_n_estimators': 41}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:04,853] Trial 8356 finished with value: 0.9968402875856904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:06,890] Trial 8357 finished with value: 0.9974502837244769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:09,560] Trial 8358 finished with value: 0.9973551563926497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:12,993] Trial 8359 finished with value: 0.9972669116482229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:15,514] Trial 8360 finished with value: 0.9974272920543333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:22,887] Trial 8361 finished with value: 0.9969899816796662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:31,842] Trial 8362 finished with value: 0.9944249492930181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:34,059] Trial 8363 finished with value: 0.9974594675640721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:35,782] Trial 8364 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.949652839242039e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:38,354] Trial 8365 finished with value: 0.9974128004623065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:40,897] Trial 8366 finished with value: 0.996954370160589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:42,887] Trial 8367 finished with value: 0.9971030276310309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:45,264] Trial 8368 finished with value: 0.9974235100700656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:51,108] Trial 8369 finished with value: 0.9965836900632238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:04,612] Trial 8370 finished with value: 0.9965631302150267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:07,092] Trial 8371 finished with value: 0.997356880586211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:09,762] Trial 8372 finished with value: 0.99331005274794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:11,545] Trial 8373 finished with value: 0.9970778977463234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:13,686] Trial 8374 finished with value: 0.9973367276179875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:18,305] Trial 8375 finished with value: 0.9973994307100952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:19,737] Trial 8376 finished with value: 0.9973252227852191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:22,595] Trial 8377 finished with value: 0.9974524993160596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:23,803] Trial 8378 finished with value: 0.9970530550579403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:30,438] Trial 8379 finished with value: 0.9962422421337965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 45, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:31,680] Trial 8380 finished with value: 0.997484374426504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:34,025] Trial 8381 finished with value: 0.9974076009044016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:36,168] Trial 8382 finished with value: 0.9975480335913364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:37,087] Trial 8383 finished with value: 0.9962900005752484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 16}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:38,094] Trial 8384 finished with value: 0.9888187086652761 and parameters: {'classifier': 'SVC', 'svc_c': 5.122103931552937, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:40,119] Trial 8385 finished with value: 0.9974471129805691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:42,066] Trial 8386 finished with value: 0.9976405156003137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:44,914] Trial 8387 finished with value: 0.997186299489688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:47,667] Trial 8388 finished with value: 0.9974320766708363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:50,163] Trial 8389 finished with value: 0.9976549579668461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:01,951] Trial 8390 finished with value: 0.9967795507521644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:05,029] Trial 8391 finished with value: 0.9973014209415115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:07,159] Trial 8392 finished with value: 0.997323545817664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:08,867] Trial 8393 finished with value: 0.9972860323727438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:11,454] Trial 8394 finished with value: 0.9973017392727236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:16,166] Trial 8395 finished with value: 0.9973924453236126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:18,433] Trial 8396 finished with value: 0.9974403069450014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:20,565] Trial 8397 finished with value: 0.9972085784216432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:23,309] Trial 8398 finished with value: 0.997463059533488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:35,482] Trial 8399 finished with value: 0.996767982380105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:36,262] Trial 8400 finished with value: 0.9972438718316737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 23}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:38,759] Trial 8401 finished with value: 0.9951073406460956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 37, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:39,944] Trial 8402 finished with value: 0.9963040896353945 and parameters: {'classifier': 'SVC', 'svc_c': 77304.6611303056, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:41,849] Trial 8403 finished with value: 0.9973129689060963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:43,284] Trial 8404 finished with value: 0.9965312104493463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:45,525] Trial 8405 finished with value: 0.9973825995582192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:48,312] Trial 8406 finished with value: 0.9970521428470039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:52,741] Trial 8407 finished with value: 0.9941396132540267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 55, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:55,058] Trial 8408 finished with value: 0.9973511033031763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:03,287] Trial 8409 finished with value: 0.996756093550394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:05,425] Trial 8410 finished with value: 0.9973017168974988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:07,348] Trial 8411 finished with value: 0.9974182335794728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:10,109] Trial 8412 finished with value: 0.9972800559343397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:13,192] Trial 8413 finished with value: 0.9975695444976688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:14,326] Trial 8414 finished with value: 0.9964617890769855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:17,996] Trial 8415 finished with value: 0.9974019784388796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:21,506] Trial 8416 finished with value: 0.997178988313585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:23,656] Trial 8417 finished with value: 0.9974208786484193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:24,839] Trial 8418 finished with value: 0.9969858351220551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:26,078] Trial 8419 finished with value: 0.9972159189553104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:28,068] Trial 8420 finished with value: 0.9852198212107594 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006057111859778342, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:30,107] Trial 8421 finished with value: 0.9970564115003447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:31,252] Trial 8422 finished with value: 0.988775582910964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:32,384] Trial 8423 finished with value: 0.9971897854862307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:35,068] Trial 8424 finished with value: 0.9973289339622152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:39,250] Trial 8425 finished with value: 0.99721664426171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:42,000] Trial 8426 finished with value: 0.9971440103148788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:43,844] Trial 8427 finished with value: 0.9974132088339621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:46,039] Trial 8428 finished with value: 0.997520446272191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:48,024] Trial 8429 finished with value: 0.9973026451360786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:49,469] Trial 8430 finished with value: 0.9937174874368578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:52,317] Trial 8431 finished with value: 0.9975411242806178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:55,760] Trial 8432 finished with value: 0.9975551569742406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:58,049] Trial 8433 finished with value: 0.997463474919221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:00,791] Trial 8434 finished with value: 0.9974734000928588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:03,414] Trial 8435 finished with value: 0.9971887539407619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:08,900] Trial 8436 finished with value: 0.9968376362326383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:10,814] Trial 8437 finished with value: 0.9972801136655933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:15,951] Trial 8438 finished with value: 0.9970454971830828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:17,708] Trial 8439 finished with value: 0.9853478029896419 and parameters: {'classifier': 'SVC', 'svc_c': 0.002888019376690294, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:19,945] Trial 8440 finished with value: 0.9975514010150568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:20,880] Trial 8441 finished with value: 0.9973238612924643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 29}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:23,647] Trial 8442 finished with value: 0.9976024522009328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:27,181] Trial 8443 finished with value: 0.9969237968121574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:30,601] Trial 8444 finished with value: 0.9970981979149616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:32,659] Trial 8445 finished with value: 0.9974726928770666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:35,043] Trial 8446 finished with value: 0.9967994057649124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:37,072] Trial 8447 finished with value: 0.9975902766192278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:39,342] Trial 8448 finished with value: 0.997649486002481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:41,795] Trial 8449 finished with value: 0.997205216393367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:43,997] Trial 8450 finished with value: 0.997529976340619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:46,138] Trial 8451 finished with value: 0.9973541002503028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:55,214] Trial 8452 finished with value: 0.9966780296284498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:57,235] Trial 8453 finished with value: 0.9972304514575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:00,404] Trial 8454 finished with value: 0.9971506223683558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:01,256] Trial 8455 finished with value: 0.9933851185484551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:03,472] Trial 8456 finished with value: 0.9973773744830364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:06,121] Trial 8457 finished with value: 0.9972846145134656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:08,134] Trial 8458 finished with value: 0.9853832000874162 and parameters: {'classifier': 'SVC', 'svc_c': 0.010047456659787991, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:08,987] Trial 8459 finished with value: 0.9886185474898735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:11,637] Trial 8460 finished with value: 0.9975743770701498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:14,326] Trial 8461 finished with value: 0.9973042343483192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:17,652] Trial 8462 finished with value: 0.9965383035542871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:19,634] Trial 8463 finished with value: 0.9976887137069976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:22,859] Trial 8464 finished with value: 0.9974620375728674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:25,634] Trial 8465 finished with value: 0.9971363475144992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:28,088] Trial 8466 finished with value: 0.9973802705670932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:30,158] Trial 8467 finished with value: 0.9972471713362724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:31,450] Trial 8468 finished with value: 0.9969552259732639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:42,001] Trial 8469 finished with value: 0.9960596202147235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 67, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:44,125] Trial 8470 finished with value: 0.9975639345368824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:52,919] Trial 8471 finished with value: 0.9968367107869943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 44, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:55,359] Trial 8472 finished with value: 0.9973818014133222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:57,795] Trial 8473 finished with value: 0.997507519200313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:10,593] Trial 8474 finished with value: 0.9969393075083931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:11,757] Trial 8475 finished with value: 0.9953079650362576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:12,733] Trial 8476 finished with value: 0.996301925237057 and parameters: {'classifier': 'SVC', 'svc_c': 19505.939836874742, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:15,160] Trial 8477 finished with value: 0.9974364485993282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:17,508] Trial 8478 finished with value: 0.9975660266045289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:20,011] Trial 8479 finished with value: 0.99751142708886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:22,716] Trial 8480 finished with value: 0.9974285481772354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:23,686] Trial 8481 finished with value: 0.9966133492647066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 36}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:24,771] Trial 8482 finished with value: 0.9970267664539687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:28,874] Trial 8483 finished with value: 0.9972771059910541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:31,657] Trial 8484 finished with value: 0.9974340914884164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:44,831] Trial 8485 finished with value: 0.9958874535558189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:47,383] Trial 8486 finished with value: 0.9970041507828151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:48,475] Trial 8487 finished with value: 0.9917670200829422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:51,482] Trial 8488 finished with value: 0.9972167199248813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:53,788] Trial 8489 finished with value: 0.9973751477197105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:56,601] Trial 8490 finished with value: 0.9975728864358496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:58,895] Trial 8491 finished with value: 0.997134039184751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:01,233] Trial 8492 finished with value: 0.9975055242189251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:03,565] Trial 8493 finished with value: 0.9975596786739178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:05,160] Trial 8494 finished with value: 0.9967550962501276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:07,761] Trial 8495 finished with value: 0.997575542168733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:09,594] Trial 8496 finished with value: 0.9974048945178179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:11,249] Trial 8497 finished with value: 0.9867037216156195 and parameters: {'classifier': 'SVC', 'svc_c': 5239892.174002633, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:13,592] Trial 8498 finished with value: 0.9974868456351933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:16,508] Trial 8499 finished with value: 0.9965610271978019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:18,279] Trial 8500 finished with value: 0.9971611995020891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:22,917] Trial 8501 finished with value: 0.99732543511182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:25,747] Trial 8502 finished with value: 0.9973684077624664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:27,078] Trial 8503 finished with value: 0.9971392197951253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:30,607] Trial 8504 finished with value: 0.9963589949458022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:32,685] Trial 8505 finished with value: 0.9974179553967137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:34,508] Trial 8506 finished with value: 0.9976161625326293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:36,558] Trial 8507 finished with value: 0.9974265756345481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:42,855] Trial 8508 finished with value: 0.9970689037311526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:50,113] Trial 8509 finished with value: 0.9967063699929254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:52,719] Trial 8510 finished with value: 0.9970480602095385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:58,697] Trial 8511 finished with value: 0.9965255609113891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:01,083] Trial 8512 finished with value: 0.9972947216722649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:03,602] Trial 8513 finished with value: 0.9975096377691125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:05,691] Trial 8514 finished with value: 0.9974788020751376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:07,613] Trial 8515 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.679293045979102e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:09,518] Trial 8516 finished with value: 0.9969119222962427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:14,550] Trial 8517 finished with value: 0.9963221542810445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 42, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:22,003] Trial 8518 finished with value: 0.9969691023576922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:24,213] Trial 8519 finished with value: 0.9975238017941964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:31,993] Trial 8520 finished with value: 0.9964896700352505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:40,490] Trial 8521 finished with value: 0.9964416815257074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:42,678] Trial 8522 finished with value: 0.9973474786119777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:45,717] Trial 8523 finished with value: 0.9972143156831766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:46,598] Trial 8524 finished with value: 0.9956509853250969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 73}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:49,049] Trial 8525 finished with value: 0.9974627472642164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:52,823] Trial 8526 finished with value: 0.9976639359861114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:54,972] Trial 8527 finished with value: 0.9968740080332888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:56,793] Trial 8528 finished with value: 0.9971471866763962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:58,797] Trial 8529 finished with value: 0.9973245068097644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:01,648] Trial 8530 finished with value: 0.9975664595095869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:03,948] Trial 8531 finished with value: 0.9972518526141484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:04,944] Trial 8532 finished with value: 0.9891496405564421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:06,678] Trial 8533 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1034301435.7644781, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:09,912] Trial 8534 finished with value: 0.9971347109175626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:11,452] Trial 8535 finished with value: 0.9955276219830337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:13,167] Trial 8536 finished with value: 0.9975539286537457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:16,001] Trial 8537 finished with value: 0.9975256547167103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:16,519] Trial 8538 finished with value: 0.977916323682083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 2}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:19,023] Trial 8539 finished with value: 0.9973942087452276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:20,927] Trial 8540 finished with value: 0.9973730548586159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:28,345] Trial 8541 finished with value: 0.9965016919737454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 36, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:30,085] Trial 8542 finished with value: 0.9969898847838347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:31,509] Trial 8543 finished with value: 0.9955829818437522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:38,291] Trial 8544 finished with value: 0.9967922949502195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:39,627] Trial 8545 finished with value: 0.9970542375806347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:42,266] Trial 8546 finished with value: 0.9975764750727852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:44,617] Trial 8547 finished with value: 0.9970110182947094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:48,152] Trial 8548 finished with value: 0.9959587924373356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 34}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:50,860] Trial 8549 finished with value: 0.9973243513574936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:52,924] Trial 8550 finished with value: 0.9976187994449335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:54,231] Trial 8551 finished with value: 0.9863552478338775 and parameters: {'classifier': 'SVC', 'svc_c': 0.5094073291314378, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:57,653] Trial 8552 finished with value: 0.99697473732795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:59,056] Trial 8553 finished with value: 0.9960305870117278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:01,776] Trial 8554 finished with value: 0.9972403788210533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:04,023] Trial 8555 finished with value: 0.9974463151213131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:05,349] Trial 8556 finished with value: 0.9972453317119417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:13,946] Trial 8557 finished with value: 0.9967529295666604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:16,406] Trial 8558 finished with value: 0.9975264058895043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:20,475] Trial 8559 finished with value: 0.9971170529931971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:22,963] Trial 8560 finished with value: 0.9969000588251197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:25,128] Trial 8561 finished with value: 0.9973048102643882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:26,496] Trial 8562 finished with value: 0.9968071174416696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 39}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:28,741] Trial 8563 finished with value: 0.99709711181203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:30,745] Trial 8564 finished with value: 0.9965699795728379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:33,759] Trial 8565 finished with value: 0.9972623062239455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:36,238] Trial 8566 finished with value: 0.9974439886692198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:41,372] Trial 8567 finished with value: 0.997516265469378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:45,141] Trial 8568 finished with value: 0.997416729043969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:47,989] Trial 8569 finished with value: 0.9973500078058241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:50,000] Trial 8570 finished with value: 0.9852048261285685 and parameters: {'classifier': 'SVC', 'svc_c': 1.162309289094301e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:52,235] Trial 8571 finished with value: 0.9976691548406641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:53,301] Trial 8572 finished with value: 0.9952307809525842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:55,774] Trial 8573 finished with value: 0.9974268846348152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:57,872] Trial 8574 finished with value: 0.9972378954567455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:59,710] Trial 8575 finished with value: 0.9975944104499379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:00,680] Trial 8576 finished with value: 0.9901834219923655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:02,455] Trial 8577 finished with value: 0.997503338334024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:04,220] Trial 8578 finished with value: 0.9971234409135713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:05,745] Trial 8579 finished with value: 0.9974907499373566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:09,219] Trial 8580 finished with value: 0.9974403498229144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:15,745] Trial 8581 finished with value: 0.9962698600800225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:17,744] Trial 8582 finished with value: 0.9972028800707844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:20,542] Trial 8583 finished with value: 0.9974000865422151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:22,970] Trial 8584 finished with value: 0.9972011994216322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:25,391] Trial 8585 finished with value: 0.997204756447612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:27,840] Trial 8586 finished with value: 0.9973896061138862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:30,218] Trial 8587 finished with value: 0.9973419984274948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:34,189] Trial 8588 finished with value: 0.9967495232957412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:34,946] Trial 8589 finished with value: 0.9946178066237744 and parameters: {'classifier': 'SVC', 'svc_c': 505.1895479183357, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:36,157] Trial 8590 finished with value: 0.9971707944427997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:38,518] Trial 8591 finished with value: 0.9973136106148474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:39,738] Trial 8592 finished with value: 0.9966663100569993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:41,155] Trial 8593 finished with value: 0.9971083325270508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:53,935] Trial 8594 finished with value: 0.9966825277468617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:55,119] Trial 8595 finished with value: 0.9972238938027963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:58,410] Trial 8596 finished with value: 0.997459406881193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:00,728] Trial 8597 finished with value: 0.997475549257001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:03,159] Trial 8598 finished with value: 0.9974294109087741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:06,067] Trial 8599 finished with value: 0.9972245038371158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:08,907] Trial 8600 finished with value: 0.9974124862570227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:10,637] Trial 8601 finished with value: 0.9971896805924464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:11,545] Trial 8602 finished with value: 0.987181658574813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:13,637] Trial 8603 finished with value: 0.9968320000563402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:19,257] Trial 8604 finished with value: 0.9967118111397822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:30,969] Trial 8605 finished with value: 0.9968332729368571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:32,656] Trial 8606 finished with value: 0.9967905786276593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:35,169] Trial 8607 finished with value: 0.9974093272878785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:36,802] Trial 8608 finished with value: 0.9866167255991621 and parameters: {'classifier': 'SVC', 'svc_c': 12260917.310585907, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:39,061] Trial 8609 finished with value: 0.9973133286870155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:48,322] Trial 8610 finished with value: 0.9969702548563264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:50,984] Trial 8611 finished with value: 0.9967516416423753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:53,530] Trial 8612 finished with value: 0.9976851640442125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:56,453] Trial 8613 finished with value: 0.9975591677253455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:58,172] Trial 8614 finished with value: 0.9972912995958675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:00,598] Trial 8615 finished with value: 0.9973769785843786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:03,958] Trial 8616 finished with value: 0.9973679207125382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:05,154] Trial 8617 finished with value: 0.9972511127400496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:08,213] Trial 8618 finished with value: 0.9973030540790163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:10,661] Trial 8619 finished with value: 0.9975833266205121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:13,010] Trial 8620 finished with value: 0.9971000934297475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:25,429] Trial 8621 finished with value: 0.9959386250601021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:30,875] Trial 8622 finished with value: 0.9971228290067154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:32,716] Trial 8623 finished with value: 0.9976101164612562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:34,724] Trial 8624 finished with value: 0.99750871048267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:37,810] Trial 8625 finished with value: 0.9971614899039425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:40,470] Trial 8626 finished with value: 0.9975919201350282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:41,225] Trial 8627 finished with value: 0.9951865483387493 and parameters: {'classifier': 'SVC', 'svc_c': 2417.814593297946, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:42,975] Trial 8628 finished with value: 0.9972665190185697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:49,050] Trial 8629 finished with value: 0.9969072297196715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:51,386] Trial 8630 finished with value: 0.997249999850324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:58,851] Trial 8631 finished with value: 0.9969770922806843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:01,192] Trial 8632 finished with value: 0.9976108596678354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:02,844] Trial 8633 finished with value: 0.9972612721077067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:05,480] Trial 8634 finished with value: 0.9971913586708281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:07,025] Trial 8635 finished with value: 0.9963598343817169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:12,251] Trial 8636 finished with value: 0.9968542735928514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:13,839] Trial 8637 finished with value: 0.9968676526442696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:16,119] Trial 8638 finished with value: 0.9974807594153673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:19,674] Trial 8639 finished with value: 0.9971805537223952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:22,450] Trial 8640 finished with value: 0.9972644161600343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:25,242] Trial 8641 finished with value: 0.9975526484735099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:26,291] Trial 8642 finished with value: 0.9967219029374345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 18}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:32,177] Trial 8643 finished with value: 0.9961542193008187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:33,463] Trial 8644 finished with value: 0.9951247882750863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:35,250] Trial 8645 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 9.152823758121576e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:39,481] Trial 8646 finished with value: 0.9970030417651145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:41,395] Trial 8647 finished with value: 0.9972048045940175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:43,396] Trial 8648 finished with value: 0.9974595604291894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:46,435] Trial 8649 finished with value: 0.9970936510471237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:53,260] Trial 8650 finished with value: 0.9968837965117593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:56,136] Trial 8651 finished with value: 0.9973636724666717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:58,290] Trial 8652 finished with value: 0.997441431514277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:02,853] Trial 8653 finished with value: 0.9968561122333068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:04,903] Trial 8654 finished with value: 0.9976921432100653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:08,251] Trial 8655 finished with value: 0.9972418268630818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:16,539] Trial 8656 finished with value: 0.9958830516984802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 39, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:19,217] Trial 8657 finished with value: 0.9973593389727857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:21,972] Trial 8658 finished with value: 0.9970995228456468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:24,508] Trial 8659 finished with value: 0.9974934686065106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:36,098] Trial 8660 finished with value: 0.9969269697777188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:38,736] Trial 8661 finished with value: 0.9974183315226552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:40,395] Trial 8662 finished with value: 0.9973353979900921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:42,312] Trial 8663 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.821470328944326e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:53,819] Trial 8664 finished with value: 0.9967248139065696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:55,893] Trial 8665 finished with value: 0.997563574470322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:57,772] Trial 8666 finished with value: 0.9975009314580731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:00,473] Trial 8667 finished with value: 0.9971667874050297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:01,651] Trial 8668 finished with value: 0.9936688605827819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:04,696] Trial 8669 finished with value: 0.9974722565443148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:13,254] Trial 8670 finished with value: 0.9968330377907005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:15,833] Trial 8671 finished with value: 0.9970860481996512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:19,220] Trial 8672 finished with value: 0.9975487778135287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:21,383] Trial 8673 finished with value: 0.9974234250124736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:23,043] Trial 8674 finished with value: 0.9909015032254137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:30,370] Trial 8675 finished with value: 0.9965541535287535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:32,210] Trial 8676 finished with value: 0.9973865471191505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:34,703] Trial 8677 finished with value: 0.9974379269827961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:36,899] Trial 8678 finished with value: 0.997443090264273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:39,779] Trial 8679 finished with value: 0.9974746340309634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:40,799] Trial 8680 finished with value: 0.9972062322603094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:43,750] Trial 8681 finished with value: 0.9974519871931847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:44,844] Trial 8682 finished with value: 0.9969782098041442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:46,200] Trial 8683 finished with value: 0.9877553451827232 and parameters: {'classifier': 'SVC', 'svc_c': 2.864831590529059, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:48,435] Trial 8684 finished with value: 0.9977466044436714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:52,399] Trial 8685 finished with value: 0.9971093949217655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:54,534] Trial 8686 finished with value: 0.9974669830688233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:08,207] Trial 8687 finished with value: 0.9962382507428152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:16,196] Trial 8688 finished with value: 0.9965316797577842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:18,888] Trial 8689 finished with value: 0.9975543210929715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:21,812] Trial 8690 finished with value: 0.997374155624461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:24,217] Trial 8691 finished with value: 0.9973986170136234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:26,877] Trial 8692 finished with value: 0.9973831948344117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:27,695] Trial 8693 finished with value: 0.9952401887983303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 8}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:31,615] Trial 8694 finished with value: 0.9970435191814754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:33,263] Trial 8695 finished with value: 0.9965657205995586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:35,326] Trial 8696 finished with value: 0.9974665598755651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:39,652] Trial 8697 finished with value: 0.996646209837178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 26, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:41,354] Trial 8698 finished with value: 0.9961454421825078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:42,975] Trial 8699 finished with value: 0.9970136889761472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:44,533] Trial 8700 finished with value: 0.9975027039249916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:46,473] Trial 8701 finished with value: 0.9853871334932407 and parameters: {'classifier': 'SVC', 'svc_c': 0.026958880178148965, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:48,215] Trial 8702 finished with value: 0.9971792235232173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:49,645] Trial 8703 finished with value: 0.9975699826077435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:02,184] Trial 8704 finished with value: 0.9964352950970148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:04,838] Trial 8705 finished with value: 0.9976270597748972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:07,067] Trial 8706 finished with value: 0.9975050255529232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:09,516] Trial 8707 finished with value: 0.9972891174560395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:10,678] Trial 8708 finished with value: 0.9971221090005464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:12,972] Trial 8709 finished with value: 0.9974551459084257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:13,972] Trial 8710 finished with value: 0.99655383370586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 26}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:15,865] Trial 8711 finished with value: 0.997245469835315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:19,003] Trial 8712 finished with value: 0.9969906545233046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:21,343] Trial 8713 finished with value: 0.9973651267928059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:24,324] Trial 8714 finished with value: 0.9968558530932924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:26,349] Trial 8715 finished with value: 0.9974838253607047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:28,909] Trial 8716 finished with value: 0.9976461854187937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:30,906] Trial 8717 finished with value: 0.9973728767454793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:32,748] Trial 8718 finished with value: 0.9970120698985355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:43,525] Trial 8719 finished with value: 0.9960045070210222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:45,183] Trial 8720 finished with value: 0.9955683568890382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:46,016] Trial 8721 finished with value: 0.9917166332032071 and parameters: {'classifier': 'SVC', 'svc_c': 75.53744842766183, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:49,365] Trial 8722 finished with value: 0.9972462543963877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:53,236] Trial 8723 finished with value: 0.9907447042199958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 65, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:55,881] Trial 8724 finished with value: 0.9972248779000933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:57,677] Trial 8725 finished with value: 0.9975258496509379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:00,334] Trial 8726 finished with value: 0.9973577764521252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:04,571] Trial 8727 finished with value: 0.9972748347311818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:06,832] Trial 8728 finished with value: 0.9974790052294834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:08,985] Trial 8729 finished with value: 0.9974204336512186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:12,292] Trial 8730 finished with value: 0.9975760485153088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:13,223] Trial 8731 finished with value: 0.9965343651021352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:18,959] Trial 8732 finished with value: 0.9945875650951655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:20,775] Trial 8733 finished with value: 0.9974794708563239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:23,554] Trial 8734 finished with value: 0.9975824699509136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:24,572] Trial 8735 finished with value: 0.9954352777800507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:27,002] Trial 8736 finished with value: 0.9975012907629236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:27,955] Trial 8737 finished with value: 0.9898005556493583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:29,868] Trial 8738 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1219865407153842e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:32,329] Trial 8739 finished with value: 0.9974684055300981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:34,991] Trial 8740 finished with value: 0.9973373853226439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:37,022] Trial 8741 finished with value: 0.99740055680279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:38,925] Trial 8742 finished with value: 0.9973866290664274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:40,981] Trial 8743 finished with value: 0.9973879859889235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:42,800] Trial 8744 finished with value: 0.9973051151069895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:45,482] Trial 8745 finished with value: 0.9970300587540623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:47,384] Trial 8746 finished with value: 0.9972945991004663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:50,189] Trial 8747 finished with value: 0.9974287234022224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:52,882] Trial 8748 finished with value: 0.9974519964289157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:54,948] Trial 8749 finished with value: 0.9956649684441081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:57,457] Trial 8750 finished with value: 0.9974981266522384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:59,948] Trial 8751 finished with value: 0.9975217220725957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:13,673] Trial 8752 finished with value: 0.9962579806129942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:15,869] Trial 8753 finished with value: 0.9976233672280527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:16,906] Trial 8754 finished with value: 0.9971117151532289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:18,947] Trial 8755 finished with value: 0.9955336932543055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 30}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:23,936] Trial 8756 finished with value: 0.9974800147488443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:25,364] Trial 8757 finished with value: 0.9867368125100854 and parameters: {'classifier': 'SVC', 'svc_c': 38107328.8531195, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:34,783] Trial 8758 finished with value: 0.9967132571823223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:37,386] Trial 8759 finished with value: 0.9974756635769437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:42,114] Trial 8760 finished with value: 0.9971380973522898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:43,705] Trial 8761 finished with value: 0.9943768567466145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:46,108] Trial 8762 finished with value: 0.9973577542673279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:54,825] Trial 8763 finished with value: 0.9970737461741229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:56,539] Trial 8764 finished with value: 0.9975911745798438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:11,492] Trial 8765 finished with value: 0.9960890878144588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:12,799] Trial 8766 finished with value: 0.9973813069684617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:15,059] Trial 8767 finished with value: 0.9975939929695029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:17,861] Trial 8768 finished with value: 0.9974366319809574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:19,370] Trial 8769 finished with value: 0.9965471229792285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 47}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:36,030] Trial 8770 finished with value: 0.9961876881620246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:38,798] Trial 8771 finished with value: 0.9974953336846432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:41,180] Trial 8772 finished with value: 0.9974250446613676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:43,343] Trial 8773 finished with value: 0.9974887278517959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:49,927] Trial 8774 finished with value: 0.9971854295536441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:51,801] Trial 8775 finished with value: 0.9854489042208406 and parameters: {'classifier': 'SVC', 'svc_c': 0.17325366870079187, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:53,005] Trial 8776 finished with value: 0.9970066609656549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:05,120] Trial 8777 finished with value: 0.9959217324636374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 54, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:08,249] Trial 8778 finished with value: 0.9973303623902169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:10,711] Trial 8779 finished with value: 0.9973675372234023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:15,660] Trial 8780 finished with value: 0.9973455254611521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:18,177] Trial 8781 finished with value: 0.9972965778003072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:20,207] Trial 8782 finished with value: 0.9972207790762951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:21,632] Trial 8783 finished with value: 0.9972652470901898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:24,592] Trial 8784 finished with value: 0.9974255183178987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:26,286] Trial 8785 finished with value: 0.9969622234836271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:28,609] Trial 8786 finished with value: 0.9973558555787513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:31,786] Trial 8787 finished with value: 0.9974386409270246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:33,940] Trial 8788 finished with value: 0.997621962793909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:47,187] Trial 8789 finished with value: 0.9966729975197445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:49,385] Trial 8790 finished with value: 0.9975226816999658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:52,019] Trial 8791 finished with value: 0.9975356078197066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:55,328] Trial 8792 finished with value: 0.9975808118991516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:59,581] Trial 8793 finished with value: 0.9971639438154721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:01,567] Trial 8794 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 2325038572.7293735, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:02,808] Trial 8795 finished with value: 0.9972839478269812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:05,471] Trial 8796 finished with value: 0.9976500781366209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:06,489] Trial 8797 finished with value: 0.9951952232292602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:08,639] Trial 8798 finished with value: 0.9972464046436417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:09,652] Trial 8799 finished with value: 0.9894027159963651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:11,339] Trial 8800 finished with value: 0.9964951197830801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:14,284] Trial 8801 finished with value: 0.997239473782884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:17,012] Trial 8802 finished with value: 0.996963831865564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:20,477] Trial 8803 finished with value: 0.9973306804040497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:32,875] Trial 8804 finished with value: 0.9966954813516306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:37,562] Trial 8805 finished with value: 0.9971988906158153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:40,081] Trial 8806 finished with value: 0.9975364418919151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:41,831] Trial 8807 finished with value: 0.9965649545416859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:46,028] Trial 8808 finished with value: 0.9973824210642276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:48,011] Trial 8809 finished with value: 0.997274045060306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:49,238] Trial 8810 finished with value: 0.9970587316683325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:51,265] Trial 8811 finished with value: 0.9973194130977808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:54,450] Trial 8812 finished with value: 0.9975512483239838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:56,195] Trial 8813 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.931739853746213e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:58,079] Trial 8814 finished with value: 0.9971885712256289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:59,791] Trial 8815 finished with value: 0.9975197890118652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:02,084] Trial 8816 finished with value: 0.9974407397231078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:07,713] Trial 8817 finished with value: 0.9968303307058829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:10,491] Trial 8818 finished with value: 0.9976378914149103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:12,692] Trial 8819 finished with value: 0.9966732099098213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:14,830] Trial 8820 finished with value: 0.9972812138601558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:19,697] Trial 8821 finished with value: 0.9972942116440917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:22,238] Trial 8822 finished with value: 0.9974420123497215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:24,500] Trial 8823 finished with value: 0.9974133761879482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:27,474] Trial 8824 finished with value: 0.9971511175431882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:29,716] Trial 8825 finished with value: 0.9974128755859336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:31,884] Trial 8826 finished with value: 0.9975019437386319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:34,780] Trial 8827 finished with value: 0.9976325818534181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:36,877] Trial 8828 finished with value: 0.9973281374042137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:39,136] Trial 8829 finished with value: 0.9974244000009911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:41,240] Trial 8830 finished with value: 0.9973147824736049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:42,854] Trial 8831 finished with value: 0.9867336991483141 and parameters: {'classifier': 'SVC', 'svc_c': 148310894.7272473, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:44,825] Trial 8832 finished with value: 0.9965367628375689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:57,005] Trial 8833 finished with value: 0.996665644766983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:58,389] Trial 8834 finished with value: 0.9972018523338647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 41}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:01,108] Trial 8835 finished with value: 0.9972897395825018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:10,509] Trial 8836 finished with value: 0.9970179719750224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:14,568] Trial 8837 finished with value: 0.9974812335479669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:22,779] Trial 8838 finished with value: 0.9967387247266276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:24,851] Trial 8839 finished with value: 0.9973392771875704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:27,061] Trial 8840 finished with value: 0.9974666835899283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:29,295] Trial 8841 finished with value: 0.9974779270927666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:31,714] Trial 8842 finished with value: 0.9974455541732435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:34,039] Trial 8843 finished with value: 0.9973650647451967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:36,830] Trial 8844 finished with value: 0.9971916474857861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:38,198] Trial 8845 finished with value: 0.9936817551867806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:44,928] Trial 8846 finished with value: 0.9969731907397191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:46,217] Trial 8847 finished with value: 0.997060883847576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 56}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:48,862] Trial 8848 finished with value: 0.9973317492732976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:52,911] Trial 8849 finished with value: 0.9971219627522689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:00,440] Trial 8850 finished with value: 0.9926501689032277 and parameters: {'classifier': 'SVC', 'svc_c': 2326791.236446113, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:02,902] Trial 8851 finished with value: 0.9974031617550216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:04,646] Trial 8852 finished with value: 0.9974391369270426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:06,377] Trial 8853 finished with value: 0.9973179214161297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:09,752] Trial 8854 finished with value: 0.9973452038291978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:12,492] Trial 8855 finished with value: 0.9974085582783805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:13,397] Trial 8856 finished with value: 0.9961277447127094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:23,938] Trial 8857 finished with value: 0.9963223170647719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:25,164] Trial 8858 finished with value: 0.9971609532794027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:27,515] Trial 8859 finished with value: 0.997441278188446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:29,597] Trial 8860 finished with value: 0.9975057625388725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:32,477] Trial 8861 finished with value: 0.9974994367613208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:36,744] Trial 8862 finished with value: 0.9965264657908692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:38,778] Trial 8863 finished with value: 0.9974735450081443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:48,962] Trial 8864 finished with value: 0.9964207605635992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:54,303] Trial 8865 finished with value: 0.9970274985205424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:56,082] Trial 8866 finished with value: 0.99740988723978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:02,319] Trial 8867 finished with value: 0.9969229674688972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:13,569] Trial 8868 finished with value: 0.9964186968696417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:16,504] Trial 8869 finished with value: 0.9975140546067435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:18,357] Trial 8870 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.405036283799096e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:19,652] Trial 8871 finished with value: 0.9971493295881708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:21,995] Trial 8872 finished with value: 0.9971209603104615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:23,512] Trial 8873 finished with value: 0.9962555567255248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:39,595] Trial 8874 finished with value: 0.9964981675425966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:42,364] Trial 8875 finished with value: 0.9971958162599323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:43,362] Trial 8876 finished with value: 0.9902028976736433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:46,445] Trial 8877 finished with value: 0.9973860341393519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:48,553] Trial 8878 finished with value: 0.9973667719907153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:51,025] Trial 8879 finished with value: 0.9976104619918548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:52,884] Trial 8880 finished with value: 0.9975183082797923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:56,205] Trial 8881 finished with value: 0.9972717897646012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:57,946] Trial 8882 finished with value: 0.9969649371381918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:59,307] Trial 8883 finished with value: 0.9971556409567127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:01,495] Trial 8884 finished with value: 0.9972901701389545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:09,865] Trial 8885 finished with value: 0.9962807420880947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:12,984] Trial 8886 finished with value: 0.9976354629889203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:15,916] Trial 8887 finished with value: 0.9973019320487735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:17,885] Trial 8888 finished with value: 0.9951979277115696 and parameters: {'classifier': 'SVC', 'svc_c': 233307.50974645227, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:20,528] Trial 8889 finished with value: 0.9973518875468699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:23,241] Trial 8890 finished with value: 0.9973060233824255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:25,650] Trial 8891 finished with value: 0.9974457098476798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:27,478] Trial 8892 finished with value: 0.9968274515063932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:29,668] Trial 8893 finished with value: 0.9973147003676384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:31,055] Trial 8894 finished with value: 0.9970753537308742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:37,765] Trial 8895 finished with value: 0.9967655669031812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:40,945] Trial 8896 finished with value: 0.9975025687849817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:49,705] Trial 8897 finished with value: 0.9953597150908561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 69, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:52,098] Trial 8898 finished with value: 0.9975803205646058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:55,123] Trial 8899 finished with value: 0.997520708395569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:57,344] Trial 8900 finished with value: 0.9972628557975515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:59,343] Trial 8901 finished with value: 0.9975281438573173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:02,010] Trial 8902 finished with value: 0.9975726953101708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:04,635] Trial 8903 finished with value: 0.9972565105011867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:06,945] Trial 8904 finished with value: 0.9973868495814086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:09,718] Trial 8905 finished with value: 0.9976312645398305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:11,734] Trial 8906 finished with value: 0.9853954920520279 and parameters: {'classifier': 'SVC', 'svc_c': 0.07507380688422452, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:13,934] Trial 8907 finished with value: 0.9974817403706112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:17,310] Trial 8908 finished with value: 0.9973506504984503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:19,453] Trial 8909 finished with value: 0.9972700153299323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:21,288] Trial 8910 finished with value: 0.9969538488971966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:24,941] Trial 8911 finished with value: 0.9970463495045877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:28,083] Trial 8912 finished with value: 0.9972107012115844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:28,819] Trial 8913 finished with value: 0.9948564818133683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 12}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:31,275] Trial 8914 finished with value: 0.9972636481661493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:33,222] Trial 8915 finished with value: 0.9972104952643027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:34,087] Trial 8916 finished with value: 0.996749160436245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 20}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:35,747] Trial 8917 finished with value: 0.9973874504117349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:37,555] Trial 8918 finished with value: 0.99742506100639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:39,199] Trial 8919 finished with value: 0.997031304720834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:41,130] Trial 8920 finished with value: 0.9968467823358614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:43,636] Trial 8921 finished with value: 0.9972870941644384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:45,243] Trial 8922 finished with value: 0.995740623268448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:49,254] Trial 8923 finished with value: 0.9973605976029823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:51,015] Trial 8924 finished with value: 0.9948187264303794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:53,000] Trial 8925 finished with value: 0.9973792533988967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:54,104] Trial 8926 finished with value: 0.9960515483761924 and parameters: {'classifier': 'SVC', 'svc_c': 10074.278256229665, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:56,376] Trial 8927 finished with value: 0.9971952897597852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:58,812] Trial 8928 finished with value: 0.9974395552961389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:04,073] Trial 8929 finished with value: 0.9968296630037856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:04,870] Trial 8930 finished with value: 0.9931040622075967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 5}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:06,826] Trial 8931 finished with value: 0.9968065828166183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 45}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:08,971] Trial 8932 finished with value: 0.9975284738363414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:11,106] Trial 8933 finished with value: 0.99748394707558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:13,764] Trial 8934 finished with value: 0.9973665401453014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:14,783] Trial 8935 finished with value: 0.9971494302608134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:18,558] Trial 8936 finished with value: 0.9975740023406763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:26,069] Trial 8937 finished with value: 0.9968883339217008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:28,601] Trial 8938 finished with value: 0.9973848211800043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:31,414] Trial 8939 finished with value: 0.9972254240460051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:33,009] Trial 8940 finished with value: 0.9961965424034508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:35,347] Trial 8941 finished with value: 0.9966037249029558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:43,416] Trial 8942 finished with value: 0.9965283760003061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 38, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:45,517] Trial 8943 finished with value: 0.9975811522564713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:50,646] Trial 8944 finished with value: 0.997421658067951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:52,416] Trial 8945 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.8190335555835205e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:55,044] Trial 8946 finished with value: 0.9967715449602187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:57,214] Trial 8947 finished with value: 0.997353943084185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:58,906] Trial 8948 finished with value: 0.9953988249525222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:02,193] Trial 8949 finished with value: 0.9972893523165548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:04,728] Trial 8950 finished with value: 0.9974743145571868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:06,495] Trial 8951 finished with value: 0.9970686023479832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:09,298] Trial 8952 finished with value: 0.9973632210901519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:11,944] Trial 8953 finished with value: 0.9975863479106136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:14,198] Trial 8954 finished with value: 0.9972998989818967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:15,148] Trial 8955 finished with value: 0.9872355433845438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:17,422] Trial 8956 finished with value: 0.9974560009276529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:18,822] Trial 8957 finished with value: 0.9970155562124575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:20,185] Trial 8958 finished with value: 0.9974274993663451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:22,751] Trial 8959 finished with value: 0.9974122287039036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:23,683] Trial 8960 finished with value: 0.9967461947192193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:25,761] Trial 8961 finished with value: 0.9974482132703453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:26,862] Trial 8962 finished with value: 0.9879837799143063 and parameters: {'classifier': 'SVC', 'svc_c': 1.5646582188914138, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:37,682] Trial 8963 finished with value: 0.996966498040219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:40,614] Trial 8964 finished with value: 0.9973987989035712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:43,061] Trial 8965 finished with value: 0.9971952024488019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:45,468] Trial 8966 finished with value: 0.997479321656421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:48,162] Trial 8967 finished with value: 0.9976282559448918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:50,427] Trial 8968 finished with value: 0.9972188393506042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:02,023] Trial 8969 finished with value: 0.9966336742206506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:03,583] Trial 8970 finished with value: 0.9973344887625187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:10,251] Trial 8971 finished with value: 0.9965637907760949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:19,415] Trial 8972 finished with value: 0.9968604495357418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:34,767] Trial 8973 finished with value: 0.9959170858118181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:36,051] Trial 8974 finished with value: 0.9972451292875678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 52}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:37,486] Trial 8975 finished with value: 0.9943277072009403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:42,714] Trial 8976 finished with value: 0.9965798743732983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:45,483] Trial 8977 finished with value: 0.9975585522003682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:49,217] Trial 8978 finished with value: 0.9974293096648493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:50,927] Trial 8979 finished with value: 0.9970684842829676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:52,621] Trial 8980 finished with value: 0.9963630471466144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:54,603] Trial 8981 finished with value: 0.9852067110111552 and parameters: {'classifier': 'SVC', 'svc_c': 1.1955584061232795e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:56,721] Trial 8982 finished with value: 0.997399741233782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:02,137] Trial 8983 finished with value: 0.9969691425061452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:03,111] Trial 8984 finished with value: 0.9968434261790983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 23}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:05,423] Trial 8985 finished with value: 0.9971480599131826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:07,919] Trial 8986 finished with value: 0.9971514776097484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:10,117] Trial 8987 finished with value: 0.9975980736074804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:12,490] Trial 8988 finished with value: 0.9970138767376079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:16,190] Trial 8989 finished with value: 0.9970254496481878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:18,993] Trial 8990 finished with value: 0.997639221709302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:21,336] Trial 8991 finished with value: 0.9973856397641138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:24,660] Trial 8992 finished with value: 0.9971999684986287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:26,330] Trial 8993 finished with value: 0.9974016017099179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:28,307] Trial 8994 finished with value: 0.9972987066839267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:30,491] Trial 8995 finished with value: 0.9973017372414975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:32,594] Trial 8996 finished with value: 0.9972149784658985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:34,594] Trial 8997 finished with value: 0.9974788704703285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:37,657] Trial 8998 finished with value: 0.9955016838925125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:47,175] Trial 8999 finished with value: 0.9965023567242174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:49,158] Trial 9000 finished with value: 0.9852716035110719 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009169239445903979, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:51,496] Trial 9001 finished with value: 0.9970009152935759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:52,517] Trial 9002 finished with value: 0.9966451784503988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:53,720] Trial 9003 finished with value: 0.9969794063232559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:55,754] Trial 9004 finished with value: 0.9963871558006733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:58,006] Trial 9005 finished with value: 0.9975052765045573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:59,214] Trial 9006 finished with value: 0.9968682749928973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:07,323] Trial 9007 finished with value: 0.9965170659430758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:11,049] Trial 9008 finished with value: 0.9973945008926658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:15,179] Trial 9009 finished with value: 0.9967751537507255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:17,981] Trial 9010 finished with value: 0.997371638268854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:20,584] Trial 9011 finished with value: 0.9974022217099403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:25,466] Trial 9012 finished with value: 0.9955621917687741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 37}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:27,574] Trial 9013 finished with value: 0.9973918057095633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:29,501] Trial 9014 finished with value: 0.9974292311770041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:30,591] Trial 9015 finished with value: 0.9894020153503198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:33,527] Trial 9016 finished with value: 0.9973825992725781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:35,676] Trial 9017 finished with value: 0.9974396374973192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:37,673] Trial 9018 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1361987082438986e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:39,460] Trial 9019 finished with value: 0.9971004672388215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:42,079] Trial 9020 finished with value: 0.9973883505305287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:44,004] Trial 9021 finished with value: 0.9973622977392097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:49,002] Trial 9022 finished with value: 0.9971348243805819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:51,125] Trial 9023 finished with value: 0.9976478058611354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:53,767] Trial 9024 finished with value: 0.9969973856256725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:54,933] Trial 9025 finished with value: 0.9971749525530091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:57,704] Trial 9026 finished with value: 0.9971199312722875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:00,290] Trial 9027 finished with value: 0.9974679673882855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:06,704] Trial 9028 finished with value: 0.9970130361591284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:09,394] Trial 9029 finished with value: 0.9972913426324701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:11,421] Trial 9030 finished with value: 0.9976531879120084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:13,825] Trial 9031 finished with value: 0.9974397632746466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:18,785] Trial 9032 finished with value: 0.9970833805650524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:24,178] Trial 9033 finished with value: 0.9962213840444828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:26,912] Trial 9034 finished with value: 0.9973850357599966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:28,175] Trial 9035 finished with value: 0.9937750419421398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:32,831] Trial 9036 finished with value: 0.9973288194835831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:34,355] Trial 9037 finished with value: 0.9971982498909394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:29,736] Trial 9038 finished with value: 0.9897276244452861 and parameters: {'classifier': 'SVC', 'svc_c': 414616649.7237258, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:31,877] Trial 9039 finished with value: 0.996279691722047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:33,899] Trial 9040 finished with value: 0.9973386464601353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:36,791] Trial 9041 finished with value: 0.9973825556329552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:40,088] Trial 9042 finished with value: 0.9970588589056035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:45,707] Trial 9043 finished with value: 0.9968955217325574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:50,099] Trial 9044 finished with value: 0.9972882101644786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:56,336] Trial 9045 finished with value: 0.9971608898670637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:58,008] Trial 9046 finished with value: 0.9975689198639118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:00,076] Trial 9047 finished with value: 0.9972760143974645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:02,030] Trial 9048 finished with value: 0.9973148602632161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:04,515] Trial 9049 finished with value: 0.9967224214713665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:05,777] Trial 9050 finished with value: 0.9972190381251188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:08,615] Trial 9051 finished with value: 0.9976576174765405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:10,938] Trial 9052 finished with value: 0.9974949769505631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:13,460] Trial 9053 finished with value: 0.9972263108983533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:15,436] Trial 9054 finished with value: 0.9973988301654101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:16,654] Trial 9055 finished with value: 0.9967153603264988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:18,412] Trial 9056 finished with value: 0.9852119533200216 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003688981998723404, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:20,769] Trial 9057 finished with value: 0.9973668154081726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:24,940] Trial 9058 finished with value: 0.9969506775185306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 85}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:27,965] Trial 9059 finished with value: 0.9971348257453118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:37,598] Trial 9060 finished with value: 0.9960591009508194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 62, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:40,206] Trial 9061 finished with value: 0.9973097636948208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:51,891] Trial 9062 finished with value: 0.9961872638896777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:53,621] Trial 9063 finished with value: 0.9974145329394618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:55,020] Trial 9064 finished with value: 0.996956844923924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:58,100] Trial 9065 finished with value: 0.9975458449134993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:00,279] Trial 9066 finished with value: 0.9970980516984219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:02,269] Trial 9067 finished with value: 0.9975669644914328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:15,391] Trial 9068 finished with value: 0.996438665345409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:19,024] Trial 9069 finished with value: 0.9972281019002099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:21,734] Trial 9070 finished with value: 0.9976556533126608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:23,902] Trial 9071 finished with value: 0.9969134021079163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:26,222] Trial 9072 finished with value: 0.9969669369754793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:29,838] Trial 9073 finished with value: 0.9974672738832693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:30,922] Trial 9074 finished with value: 0.990788779286858 and parameters: {'classifier': 'SVC', 'svc_c': 8.873661437420225, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:33,269] Trial 9075 finished with value: 0.9975170014714522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:35,166] Trial 9076 finished with value: 0.9972868837738497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:37,813] Trial 9077 finished with value: 0.9974835857712413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:39,997] Trial 9078 finished with value: 0.9975228691757853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:42,946] Trial 9079 finished with value: 0.9974615457622532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:45,604] Trial 9080 finished with value: 0.9975494875048775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:49,630] Trial 9081 finished with value: 0.9970982867176267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:52,149] Trial 9082 finished with value: 0.9976361285645777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:53,068] Trial 9083 finished with value: 0.9901755445802554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:55,508] Trial 9084 finished with value: 0.9974861123625791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:56,658] Trial 9085 finished with value: 0.9958997480277253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:58,741] Trial 9086 finished with value: 0.9973929632545245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:02,823] Trial 9087 finished with value: 0.997552890633744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:05,481] Trial 9088 finished with value: 0.9975088022369604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:07,970] Trial 9089 finished with value: 0.9975440406451974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:10,161] Trial 9090 finished with value: 0.9974549956611716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:13,634] Trial 9091 finished with value: 0.9971615121522155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:15,131] Trial 9092 finished with value: 0.9974095886495465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:17,154] Trial 9093 finished with value: 0.9852073662085171 and parameters: {'classifier': 'SVC', 'svc_c': 1.3447149571905495e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:19,626] Trial 9094 finished with value: 0.9973663379748307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:21,293] Trial 9095 finished with value: 0.995661386884726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:27,051] Trial 9096 finished with value: 0.9964150474863511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 49}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:30,296] Trial 9097 finished with value: 0.9974002049563478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:34,262] Trial 9098 finished with value: 0.9966910532787802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:36,726] Trial 9099 finished with value: 0.9973783462342873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:54,475] Trial 9100 finished with value: 0.9963434690788467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:56,846] Trial 9101 finished with value: 0.9975862872594724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:59,273] Trial 9102 finished with value: 0.997574227076799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:01,420] Trial 9103 finished with value: 0.9973907186862325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:03,290] Trial 9104 finished with value: 0.9970798518810241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:06,349] Trial 9105 finished with value: 0.9971655621313742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:08,861] Trial 9106 finished with value: 0.9973951609141894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:11,189] Trial 9107 finished with value: 0.9973801036574378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:13,452] Trial 9108 finished with value: 0.9973716696893824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:16,522] Trial 9109 finished with value: 0.9966292660792062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:30,282] Trial 9110 finished with value: 0.9963623795397307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:30,903] Trial 9111 finished with value: 0.995998062765862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 16}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:31,652] Trial 9112 finished with value: 0.9950682392584508 and parameters: {'classifier': 'SVC', 'svc_c': 1088.9065835388199, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:33,965] Trial 9113 finished with value: 0.9973384702830109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:35,901] Trial 9114 finished with value: 0.9976796347929245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:38,910] Trial 9115 finished with value: 0.9971716805969141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:41,669] Trial 9116 finished with value: 0.997508880248737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:43,572] Trial 9117 finished with value: 0.997191335057825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:49,939] Trial 9118 finished with value: 0.9962496505231101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:52,590] Trial 9119 finished with value: 0.9973281734267386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:55,883] Trial 9120 finished with value: 0.9970543687216683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:56,797] Trial 9121 finished with value: 0.9970732040589253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:59,598] Trial 9122 finished with value: 0.9971897107751966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:01,667] Trial 9123 finished with value: 0.9973261938064981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:04,067] Trial 9124 finished with value: 0.9973400124596729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:06,713] Trial 9125 finished with value: 0.9974219627201247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:09,264] Trial 9126 finished with value: 0.997246004269939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:12,001] Trial 9127 finished with value: 0.9974817482733503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:13,509] Trial 9128 finished with value: 0.9970727076463146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:15,352] Trial 9129 finished with value: 0.9970498322956022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:20,542] Trial 9130 finished with value: 0.9970291686009715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:21,671] Trial 9131 finished with value: 0.988524192690452 and parameters: {'classifier': 'SVC', 'svc_c': 32846.75446574773, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:23,734] Trial 9132 finished with value: 0.9973238923956137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:24,913] Trial 9133 finished with value: 0.9945184641487184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:26,344] Trial 9134 finished with value: 0.9964859885649355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:29,582] Trial 9135 finished with value: 0.9968018311440634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:32,127] Trial 9136 finished with value: 0.9973629569355479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:33,580] Trial 9137 finished with value: 0.9953844405394089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:36,649] Trial 9138 finished with value: 0.9972595345524863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:44,847] Trial 9139 finished with value: 0.9969668706432527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:46,929] Trial 9140 finished with value: 0.9969649440570555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:49,835] Trial 9141 finished with value: 0.9974576705320132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:52,227] Trial 9142 finished with value: 0.9972737121931323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:53,816] Trial 9143 finished with value: 0.9973121982144892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:54,820] Trial 9144 finished with value: 0.9964485288522926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:57,090] Trial 9145 finished with value: 0.9972599268012847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:58,187] Trial 9146 finished with value: 0.9970382931224177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:00,333] Trial 9147 finished with value: 0.9975276197375135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:02,309] Trial 9148 finished with value: 0.9976653557496641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:05,049] Trial 9149 finished with value: 0.9974666073872126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:06,841] Trial 9150 finished with value: 0.9853754971068458 and parameters: {'classifier': 'SVC', 'svc_c': 0.00599054469359831, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:08,373] Trial 9151 finished with value: 0.9911396820658723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:13,571] Trial 9152 finished with value: 0.9956087457566373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:15,282] Trial 9153 finished with value: 0.9974001817559376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:18,512] Trial 9154 finished with value: 0.9974742503831379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:30,520] Trial 9155 finished with value: 0.9967059134748645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:33,480] Trial 9156 finished with value: 0.997319570422588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:35,656] Trial 9157 finished with value: 0.9975011948509672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:38,066] Trial 9158 finished with value: 0.9973150073049416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:39,952] Trial 9159 finished with value: 0.9975341441308899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:43,130] Trial 9160 finished with value: 0.9973682289193578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:45,574] Trial 9161 finished with value: 0.9972128824944891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:47,963] Trial 9162 finished with value: 0.997006151286599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:51,183] Trial 9163 finished with value: 0.997480917977953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:53,341] Trial 9164 finished with value: 0.9973684021131187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:54,534] Trial 9165 finished with value: 0.9944173786595218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:57,222] Trial 9166 finished with value: 0.9972716102867344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:05,210] Trial 9167 finished with value: 0.9938520071612033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 74, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:07,188] Trial 9168 finished with value: 0.9852050716847586 and parameters: {'classifier': 'SVC', 'svc_c': 5.948857139052073e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:10,415] Trial 9169 finished with value: 0.9955621202315307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:12,740] Trial 9170 finished with value: 0.9973416063691238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:15,413] Trial 9171 finished with value: 0.9974355744738806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:16,892] Trial 9172 finished with value: 0.9973522101626994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:18,899] Trial 9173 finished with value: 0.997407414158554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:22,495] Trial 9174 finished with value: 0.9973390725098051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:25,141] Trial 9175 finished with value: 0.9975561057789845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:27,426] Trial 9176 finished with value: 0.9974534360286605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:37,006] Trial 9177 finished with value: 0.9965152818283451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:39,753] Trial 9178 finished with value: 0.9974159547342406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:43,635] Trial 9179 finished with value: 0.9972783892181288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:46,290] Trial 9180 finished with value: 0.9972297809624667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:49,189] Trial 9181 finished with value: 0.9967986120315845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:51,097] Trial 9182 finished with value: 0.9974473399066074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:53,940] Trial 9183 finished with value: 0.9973748207240498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:56,421] Trial 9184 finished with value: 0.9974717441040607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:58,757] Trial 9185 finished with value: 0.9973906554960587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:00,122] Trial 9186 finished with value: 0.997324727134318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 29}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:01,146] Trial 9187 finished with value: 0.9954986935151325 and parameters: {'classifier': 'SVC', 'svc_c': 4627.247299752327, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:03,556] Trial 9188 finished with value: 0.9967992515186821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:04,701] Trial 9189 finished with value: 0.9961570556858715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:06,732] Trial 9190 finished with value: 0.9975229559154863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:09,623] Trial 9191 finished with value: 0.9974527387468335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:11,840] Trial 9192 finished with value: 0.9970441091256994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:16,366] Trial 9193 finished with value: 0.9971704232997096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:21,816] Trial 9194 finished with value: 0.9969410953364587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:24,355] Trial 9195 finished with value: 0.9971365617453746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:25,980] Trial 9196 finished with value: 0.9971531672407284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:28,129] Trial 9197 finished with value: 0.997346812401562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:30,047] Trial 9198 finished with value: 0.9973782023663529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:34,895] Trial 9199 finished with value: 0.9971235907799705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:37,014] Trial 9200 finished with value: 0.9971030973274756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:41,691] Trial 9201 finished with value: 0.996163419612388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:42,644] Trial 9202 finished with value: 0.9902553727172624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:43,395] Trial 9203 finished with value: 0.9898403695847637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 42}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:45,617] Trial 9204 finished with value: 0.9972102148916283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:48,275] Trial 9205 finished with value: 0.9973687103199382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:49,354] Trial 9206 finished with value: 0.9913551322164892 and parameters: {'classifier': 'SVC', 'svc_c': 39.247495980728665, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:52,445] Trial 9207 finished with value: 0.9972395347514044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:54,555] Trial 9208 finished with value: 0.9977454773671014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:57,084] Trial 9209 finished with value: 0.9973491146693698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:59,923] Trial 9210 finished with value: 0.9972934276225636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:02,416] Trial 9211 finished with value: 0.9972974070483538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:04,064] Trial 9212 finished with value: 0.9969094280458325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:05,255] Trial 9213 finished with value: 0.9972609775799253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:07,530] Trial 9214 finished with value: 0.9974092375330761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:10,040] Trial 9215 finished with value: 0.9973309447490811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:18,227] Trial 9216 finished with value: 0.9968437837701017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:21,471] Trial 9217 finished with value: 0.9973896032574744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:23,782] Trial 9218 finished with value: 0.9976266932972796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:25,568] Trial 9219 finished with value: 0.9968268317602739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:38,148] Trial 9220 finished with value: 0.9961383406670219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 56, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:40,425] Trial 9221 finished with value: 0.9968731208318236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:43,346] Trial 9222 finished with value: 0.9974883030716422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:46,013] Trial 9223 finished with value: 0.9973730282939876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:46,752] Trial 9224 finished with value: 0.9935609523956165 and parameters: {'classifier': 'SVC', 'svc_c': 193.27534092415692, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:49,432] Trial 9225 finished with value: 0.9974082780009196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:53,943] Trial 9226 finished with value: 0.9972960526331526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:00,067] Trial 9227 finished with value: 0.9939283855463575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:02,737] Trial 9228 finished with value: 0.9975408277533484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:05,717] Trial 9229 finished with value: 0.9972019378675253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:07,564] Trial 9230 finished with value: 0.997203228013464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:09,618] Trial 9231 finished with value: 0.9973298205606606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:11,275] Trial 9232 finished with value: 0.9976600000729922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:13,879] Trial 9233 finished with value: 0.9972012243041517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:16,452] Trial 9234 finished with value: 0.997524474510883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:19,009] Trial 9235 finished with value: 0.9976751408004404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:22,818] Trial 9236 finished with value: 0.9970338400083584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:25,190] Trial 9237 finished with value: 0.9975049565229743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:26,516] Trial 9238 finished with value: 0.9970829265225483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:30,021] Trial 9239 finished with value: 0.9974607012482734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:31,636] Trial 9240 finished with value: 0.9974171383994997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:33,967] Trial 9241 finished with value: 0.9973279940758234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:35,450] Trial 9242 finished with value: 0.9969165106137877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:36,792] Trial 9243 finished with value: 0.9867163578095756 and parameters: {'classifier': 'SVC', 'svc_c': 810387.7299941352, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:43,241] Trial 9244 finished with value: 0.9962943352116991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:44,408] Trial 9245 finished with value: 0.9969690532591495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:52,050] Trial 9246 finished with value: 0.9971261449832879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:58,075] Trial 9247 finished with value: 0.9966091963277762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:02,929] Trial 9248 finished with value: 0.9972915780007919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:04,635] Trial 9249 finished with value: 0.9976370613734162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:06,985] Trial 9250 finished with value: 0.9969548480382618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:12,324] Trial 9251 finished with value: 0.9971497340560638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:15,659] Trial 9252 finished with value: 0.9967556875273438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:17,986] Trial 9253 finished with value: 0.9975452044107885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:19,682] Trial 9254 finished with value: 0.991954954070802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 57, 'rf_n_estimators': 25}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:22,061] Trial 9255 finished with value: 0.9976467378805491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:25,055] Trial 9256 finished with value: 0.9972740430608177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:27,052] Trial 9257 finished with value: 0.997275764842298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:32,497] Trial 9258 finished with value: 0.997016113434899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:34,272] Trial 9259 finished with value: 0.9975628872811494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:38,073] Trial 9260 finished with value: 0.9970778668653392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:39,775] Trial 9261 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.1480569103105505e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:43,040] Trial 9262 finished with value: 0.9975910693686806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:44,215] Trial 9263 finished with value: 0.9965691538794371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 39}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:46,705] Trial 9264 finished with value: 0.9975670875392999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:49,691] Trial 9265 finished with value: 0.9973866450305949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:51,694] Trial 9266 finished with value: 0.9975491654285925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:53,588] Trial 9267 finished with value: 0.9974619289022724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:56,248] Trial 9268 finished with value: 0.9973247239605274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:06,697] Trial 9269 finished with value: 0.996376065909307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 50, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:08,820] Trial 9270 finished with value: 0.9974347275795578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:12,206] Trial 9271 finished with value: 0.9972672592417856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:14,942] Trial 9272 finished with value: 0.9972547948768606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:17,433] Trial 9273 finished with value: 0.9973365167513304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:19,614] Trial 9274 finished with value: 0.9974230316528484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:22,857] Trial 9275 finished with value: 0.9972496944364405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:24,962] Trial 9276 finished with value: 0.9973545871098035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:27,260] Trial 9277 finished with value: 0.9974460204665802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:29,110] Trial 9278 finished with value: 0.9974986161777232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:32,439] Trial 9279 finished with value: 0.9971111877644206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:34,060] Trial 9280 finished with value: 0.9857566493172082 and parameters: {'classifier': 'SVC', 'svc_c': 0.44936045763045646, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:35,745] Trial 9281 finished with value: 0.9962731496506559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:39,170] Trial 9282 finished with value: 0.9922793414150203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 51, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:45,091] Trial 9283 finished with value: 0.9969376790046228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:59,771] Trial 9284 finished with value: 0.9966899181407817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:01,179] Trial 9285 finished with value: 0.9943096973666568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:03,554] Trial 9286 finished with value: 0.9972914462567379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:04,583] Trial 9287 finished with value: 0.9969605498168147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:11,181] Trial 9288 finished with value: 0.9970536845793349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:12,952] Trial 9289 finished with value: 0.9966243438153989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:15,422] Trial 9290 finished with value: 0.9975112121597505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:16,278] Trial 9291 finished with value: 0.9965688356751768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 35}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:19,145] Trial 9292 finished with value: 0.9974442358123051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:20,952] Trial 9293 finished with value: 0.9974361625138304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:25,125] Trial 9294 finished with value: 0.9970189999975835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:27,417] Trial 9295 finished with value: 0.9969534738186061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:28,727] Trial 9296 finished with value: 0.9897531500064861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:31,955] Trial 9297 finished with value: 0.9972653364958752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:34,828] Trial 9298 finished with value: 0.9975914517787277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:36,553] Trial 9299 finished with value: 0.9850756087294726 and parameters: {'classifier': 'SVC', 'svc_c': 2.379940891156315e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:38,994] Trial 9300 finished with value: 0.9971258953329079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:54,831] Trial 9301 finished with value: 0.9957866895398871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:56,966] Trial 9302 finished with value: 0.9974652775054137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:59,541] Trial 9303 finished with value: 0.9975872654535186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:05,710] Trial 9304 finished with value: 0.9968057975255736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:07,487] Trial 9305 finished with value: 0.9961158446477792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:10,459] Trial 9306 finished with value: 0.9966843283970421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:12,581] Trial 9307 finished with value: 0.9973871401102136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:14,211] Trial 9308 finished with value: 0.9972666579353905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:16,596] Trial 9309 finished with value: 0.9971159526716828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:25,683] Trial 9310 finished with value: 0.9963456612795917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:27,969] Trial 9311 finished with value: 0.9973427631841133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:30,563] Trial 9312 finished with value: 0.9969018782958793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:33,367] Trial 9313 finished with value: 0.997450387634386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:35,005] Trial 9314 finished with value: 0.995223676041142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:37,011] Trial 9315 finished with value: 0.9974921811900318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:38,812] Trial 9316 finished with value: 0.9972902572277725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:40,602] Trial 9317 finished with value: 0.9852049897057436 and parameters: {'classifier': 'SVC', 'svc_c': 1.7066598013668315e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:42,906] Trial 9318 finished with value: 0.997537387205489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:45,134] Trial 9319 finished with value: 0.9972287034287701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:47,958] Trial 9320 finished with value: 0.9975128536760628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:49,862] Trial 9321 finished with value: 0.9961456873578433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:52,134] Trial 9322 finished with value: 0.9973542814102786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:55,111] Trial 9323 finished with value: 0.9970684443249421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:57,444] Trial 9324 finished with value: 0.9974924971409008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:58,816] Trial 9325 finished with value: 0.9971136308215861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:01,290] Trial 9326 finished with value: 0.9975921700710494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:05,230] Trial 9327 finished with value: 0.9969930883130008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:07,788] Trial 9328 finished with value: 0.9975441474115182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:10,826] Trial 9329 finished with value: 0.9972714302375852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:18,409] Trial 9330 finished with value: 0.9972310692676066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:20,801] Trial 9331 finished with value: 0.9974429605197072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:23,450] Trial 9332 finished with value: 0.9973355734689823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:37,941] Trial 9333 finished with value: 0.9967408864907191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:40,189] Trial 9334 finished with value: 0.9971058961348461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:50,710] Trial 9335 finished with value: 0.9964600890042338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:52,474] Trial 9336 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.4967049977170706e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:55,050] Trial 9337 finished with value: 0.9972317607731348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:55,877] Trial 9338 finished with value: 0.996090144877205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 9}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:05,960] Trial 9339 finished with value: 0.9964942439755236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:07,918] Trial 9340 finished with value: 0.9975543302334889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:10,545] Trial 9341 finished with value: 0.9975780424176078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:12,213] Trial 9342 finished with value: 0.9971122789454174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:15,517] Trial 9343 finished with value: 0.9972457416387545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:18,471] Trial 9344 finished with value: 0.9963386676095151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:19,522] Trial 9345 finished with value: 0.9961679903153944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:21,760] Trial 9346 finished with value: 0.9972785807564005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:23,053] Trial 9347 finished with value: 0.9971533451317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:24,396] Trial 9348 finished with value: 0.9969737988697639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:26,261] Trial 9349 finished with value: 0.9974296669384737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:29,594] Trial 9350 finished with value: 0.9974241408292386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:31,198] Trial 9351 finished with value: 0.9974493339993339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:33,693] Trial 9352 finished with value: 0.9975504956912462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:34,873] Trial 9353 finished with value: 0.997445745774991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:37,330] Trial 9354 finished with value: 0.997525689469719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:39,178] Trial 9355 finished with value: 0.9853891004183182 and parameters: {'classifier': 'SVC', 'svc_c': 0.018984689328665025, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:41,798] Trial 9356 finished with value: 0.9971434956212334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:44,714] Trial 9357 finished with value: 0.9974741081973124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:45,915] Trial 9358 finished with value: 0.9891613043643893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:48,217] Trial 9359 finished with value: 0.9973741068115592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:51,094] Trial 9360 finished with value: 0.9976020394177083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:52,697] Trial 9361 finished with value: 0.9945904860300038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:55,528] Trial 9362 finished with value: 0.9970897423016533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:57,761] Trial 9363 finished with value: 0.9974433833321106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:59,779] Trial 9364 finished with value: 0.9975271108836429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:02,449] Trial 9365 finished with value: 0.9975688102729174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:06,787] Trial 9366 finished with value: 0.9974498450113819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:08,878] Trial 9367 finished with value: 0.9976680353177159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:10,137] Trial 9368 finished with value: 0.9949496869388296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 13}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:13,025] Trial 9369 finished with value: 0.9976348147104223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:15,625] Trial 9370 finished with value: 0.997435040674015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:17,491] Trial 9371 finished with value: 0.9972033268135698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:19,236] Trial 9372 finished with value: 0.997434937716243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:21,187] Trial 9373 finished with value: 0.9853404290676959 and parameters: {'classifier': 'SVC', 'svc_c': 0.0026357919883612424, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:23,869] Trial 9374 finished with value: 0.9974624724774136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:37,371] Trial 9375 finished with value: 0.9967334441418448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:38,917] Trial 9376 finished with value: 0.9973686207555633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:41,818] Trial 9377 finished with value: 0.9976717877222541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:43,878] Trial 9378 finished with value: 0.9975541023870512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:46,570] Trial 9379 finished with value: 0.9975725108494525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:48,599] Trial 9380 finished with value: 0.9974442418107697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:53,052] Trial 9381 finished with value: 0.9966211776417495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:54,582] Trial 9382 finished with value: 0.9972088077280247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:56,637] Trial 9383 finished with value: 0.9974144038296542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:59,568] Trial 9384 finished with value: 0.9970517075933406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:01,828] Trial 9385 finished with value: 0.996679581929504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 64}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:03,925] Trial 9386 finished with value: 0.9974027680462795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:07,269] Trial 9387 finished with value: 0.9967552187267126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:10,072] Trial 9388 finished with value: 0.9972935227728102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:11,688] Trial 9389 finished with value: 0.9956073928331177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:19,012] Trial 9390 finished with value: 0.9968248596619174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:21,258] Trial 9391 finished with value: 0.9975772580787003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:22,674] Trial 9392 finished with value: 0.9873205507671948 and parameters: {'classifier': 'SVC', 'svc_c': 103902.6465707806, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:25,097] Trial 9393 finished with value: 0.9975082685323086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:27,445] Trial 9394 finished with value: 0.9974782794787534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:29,533] Trial 9395 finished with value: 0.9973355870528069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:35,703] Trial 9396 finished with value: 0.996996922030058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:38,795] Trial 9397 finished with value: 0.9973665902594572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:40,568] Trial 9398 finished with value: 0.9968397908557006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:42,969] Trial 9399 finished with value: 0.9974508003858727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:47,732] Trial 9400 finished with value: 0.9972759317202157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:50,079] Trial 9401 finished with value: 0.9975764506663344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:53,329] Trial 9402 finished with value: 0.99709090689243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:55,784] Trial 9403 finished with value: 0.9973932486417886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:57,656] Trial 9404 finished with value: 0.9969979630016853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:06,212] Trial 9405 finished with value: 0.9960943435484602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:07,331] Trial 9406 finished with value: 0.9961737164686602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 31}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:12,661] Trial 9407 finished with value: 0.995152745182164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:15,229] Trial 9408 finished with value: 0.9972113655177255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:17,566] Trial 9409 finished with value: 0.9974128111262436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:20,263] Trial 9410 finished with value: 0.9972166951375755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:22,199] Trial 9411 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.8008419112188742e-05, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:24,214] Trial 9412 finished with value: 0.9975134567597806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:26,568] Trial 9413 finished with value: 0.9971905382141822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:27,939] Trial 9414 finished with value: 0.9973805211061348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:42,296] Trial 9415 finished with value: 0.9966729528962466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:55,475] Trial 9416 finished with value: 0.9961174508398006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 58, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:56,936] Trial 9417 finished with value: 0.9967961747507181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:03,888] Trial 9418 finished with value: 0.9968784948847437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:04,832] Trial 9419 finished with value: 0.9855683715760722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:08,617] Trial 9420 finished with value: 0.9976933896211673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:10,629] Trial 9421 finished with value: 0.9969817600699497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:13,123] Trial 9422 finished with value: 0.997081832739043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:15,967] Trial 9423 finished with value: 0.9977437336229892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:18,327] Trial 9424 finished with value: 0.9974384756360025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:19,417] Trial 9425 finished with value: 0.9969169419319502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:27,755] Trial 9426 finished with value: 0.9962094412285913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:31,480] Trial 9427 finished with value: 0.9970852223792988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:34,388] Trial 9428 finished with value: 0.9971821805440563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:36,159] Trial 9429 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.0138785625353943e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:38,251] Trial 9430 finished with value: 0.9974628775800644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:40,504] Trial 9431 finished with value: 0.9973942333421056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:42,646] Trial 9432 finished with value: 0.9976153272861183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:49,111] Trial 9433 finished with value: 0.997089651182121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:52,628] Trial 9434 finished with value: 0.997225318073132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:53,651] Trial 9435 finished with value: 0.9928005525032431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:55,936] Trial 9436 finished with value: 0.9974855669149013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:56,632] Trial 9437 finished with value: 0.9962407903149574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 19}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:58,524] Trial 9438 finished with value: 0.9975434569533411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:00,813] Trial 9439 finished with value: 0.996920218013973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:02,947] Trial 9440 finished with value: 0.997605354632571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:05,357] Trial 9441 finished with value: 0.9973339737197563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:08,041] Trial 9442 finished with value: 0.9974641979722288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:10,423] Trial 9443 finished with value: 0.9975173723606389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:12,569] Trial 9444 finished with value: 0.9973996059033444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:15,993] Trial 9445 finished with value: 0.9970213939879438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:18,477] Trial 9446 finished with value: 0.997494623675915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:26,307] Trial 9447 finished with value: 0.9973067619235323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:58,639] Trial 9448 finished with value: 0.9902785601785569 and parameters: {'classifier': 'SVC', 'svc_c': 11964603.373970108, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:00,927] Trial 9449 finished with value: 0.9974236611107673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:03,183] Trial 9450 finished with value: 0.9966072345125018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:05,598] Trial 9451 finished with value: 0.9975773756676477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:07,692] Trial 9452 finished with value: 0.9971930063760324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:13,339] Trial 9453 finished with value: 0.9972046280677763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:15,674] Trial 9454 finished with value: 0.9975869622295507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:17,939] Trial 9455 finished with value: 0.9974867882530566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:21,720] Trial 9456 finished with value: 0.9974790162425373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:24,487] Trial 9457 finished with value: 0.9976611432724191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:26,892] Trial 9458 finished with value: 0.9976021302833372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:28,035] Trial 9459 finished with value: 0.99701386912051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:44,523] Trial 9460 finished with value: 0.9964588431326761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 65, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:45,778] Trial 9461 finished with value: 0.9972296235741837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:48,843] Trial 9462 finished with value: 0.997362468425676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:50,420] Trial 9463 finished with value: 0.9970483148110322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:53,277] Trial 9464 finished with value: 0.9975353270344393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:55,775] Trial 9465 finished with value: 0.9975442847414437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:58,096] Trial 9466 finished with value: 0.9975119331180565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:59,896] Trial 9467 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001686578330017574, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:03,574] Trial 9468 finished with value: 0.997542018464423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:06,770] Trial 9469 finished with value: 0.9972845111748389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:07,898] Trial 9470 finished with value: 0.997122214878206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 27}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:10,368] Trial 9471 finished with value: 0.9972469666267693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:11,881] Trial 9472 finished with value: 0.9963184518637106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:13,925] Trial 9473 finished with value: 0.9975154959520734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:15,389] Trial 9474 finished with value: 0.9953995308353223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:19,796] Trial 9475 finished with value: 0.9969820658012125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:22,918] Trial 9476 finished with value: 0.9973330358011147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:24,321] Trial 9477 finished with value: 0.994035616732219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:32,710] Trial 9478 finished with value: 0.9961866103109491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 39, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:38,942] Trial 9479 finished with value: 0.997191426970805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:41,187] Trial 9480 finished with value: 0.9972852172798042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:43,416] Trial 9481 finished with value: 0.9975012476628452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:51,690] Trial 9482 finished with value: 0.9969393814894554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:54,194] Trial 9483 finished with value: 0.9969499900119789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:57,001] Trial 9484 finished with value: 0.9976093552592834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:58,762] Trial 9485 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.313055088227851e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:11,695] Trial 9486 finished with value: 0.9965700703432532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:13,611] Trial 9487 finished with value: 0.9973272667064602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:15,341] Trial 9488 finished with value: 0.9971823244754666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:17,779] Trial 9489 finished with value: 0.9976529689839229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:19,828] Trial 9490 finished with value: 0.9970922398845438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:20,842] Trial 9491 finished with value: 0.9964284392011945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:25,151] Trial 9492 finished with value: 0.9971916248249201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:27,629] Trial 9493 finished with value: 0.9975222709479675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:29,254] Trial 9494 finished with value: 0.997019539668962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 53}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:43,470] Trial 9495 finished with value: 0.9957069811182672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 63, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:45,848] Trial 9496 finished with value: 0.9975913986494706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:48,221] Trial 9497 finished with value: 0.9973615530726866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:49,321] Trial 9498 finished with value: 0.9970456908160562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:51,563] Trial 9499 finished with value: 0.997297440944439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:52,762] Trial 9500 finished with value: 0.9974225898929143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:55,537] Trial 9501 finished with value: 0.9975294639321027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:57,271] Trial 9502 finished with value: 0.9959347617633152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:58,428] Trial 9503 finished with value: 0.9893606778049283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:01,620] Trial 9504 finished with value: 0.9973463900969652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:03,104] Trial 9505 finished with value: 0.9869038059535482 and parameters: {'classifier': 'SVC', 'svc_c': 386105.0548571257, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:03,687] Trial 9506 finished with value: 0.9917413677922774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 4}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:04,869] Trial 9507 finished with value: 0.9970309713775918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:07,125] Trial 9508 finished with value: 0.997337800740115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:09,539] Trial 9509 finished with value: 0.9971780355098647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:12,576] Trial 9510 finished with value: 0.9974046105587598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:21,813] Trial 9511 finished with value: 0.9968879227571096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:23,621] Trial 9512 finished with value: 0.9960915250001113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:26,011] Trial 9513 finished with value: 0.9973117851138856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:28,480] Trial 9514 finished with value: 0.9967608945753949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:33,251] Trial 9515 finished with value: 0.9967440536482434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:35,152] Trial 9516 finished with value: 0.9966391322203364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:37,855] Trial 9517 finished with value: 0.9971503644661196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:39,877] Trial 9518 finished with value: 0.9974418283333341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:41,538] Trial 9519 finished with value: 0.9957897499628287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:43,892] Trial 9520 finished with value: 0.9972295943753088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:45,854] Trial 9521 finished with value: 0.9975090231327964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:00,876] Trial 9522 finished with value: 0.9966687892319035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:01,738] Trial 9523 finished with value: 0.9913923497371601 and parameters: {'classifier': 'SVC', 'svc_c': 16.936196208281565, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:05,850] Trial 9524 finished with value: 0.9972719114477383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:10,936] Trial 9525 finished with value: 0.9970856146280972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:14,826] Trial 9526 finished with value: 0.9973371293564203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:18,781] Trial 9527 finished with value: 0.9972206680570949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:21,990] Trial 9528 finished with value: 0.996434382917816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:24,018] Trial 9529 finished with value: 0.9974915615708643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:26,469] Trial 9530 finished with value: 0.9973253567509263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:29,348] Trial 9531 finished with value: 0.996628352408326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:32,493] Trial 9532 finished with value: 0.997304338766035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:34,901] Trial 9533 finished with value: 0.9975748107686554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:37,107] Trial 9534 finished with value: 0.9972503310671263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:39,858] Trial 9535 finished with value: 0.9972008770597061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:41,926] Trial 9536 finished with value: 0.9970601595250518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:44,469] Trial 9537 finished with value: 0.9971352528740706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:46,151] Trial 9538 finished with value: 0.9971533048562953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:48,543] Trial 9539 finished with value: 0.9972388351209719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:51,368] Trial 9540 finished with value: 0.9975995905525057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:52,964] Trial 9541 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 616981458.1872298, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:55,657] Trial 9542 finished with value: 0.9972554555014046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:56,847] Trial 9543 finished with value: 0.9939166570248174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:03,532] Trial 9544 finished with value: 0.9964574631049835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:05,822] Trial 9545 finished with value: 0.9976049834894809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:19,244] Trial 9546 finished with value: 0.9960783945517223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:21,621] Trial 9547 finished with value: 0.9977537581680153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:24,858] Trial 9548 finished with value: 0.9974822470980421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:27,708] Trial 9549 finished with value: 0.9973891478185021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:30,812] Trial 9550 finished with value: 0.9972474649753922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:33,849] Trial 9551 finished with value: 0.9974736689446729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:36,684] Trial 9552 finished with value: 0.9976871314453586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:39,722] Trial 9553 finished with value: 0.9975336741559562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:42,411] Trial 9554 finished with value: 0.9970738418004381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:45,403] Trial 9555 finished with value: 0.9974075015012754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:48,538] Trial 9556 finished with value: 0.9974490807308322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:51,382] Trial 9557 finished with value: 0.9972695443076475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:54,098] Trial 9558 finished with value: 0.9973765018492706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:57,298] Trial 9559 finished with value: 0.9976027506007389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:08:00,105] Trial 9560 finished with value: 0.9972623736035233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:08:57,389] Trial 9561 finished with value: 0.9898977584816446 and parameters: {'classifier': 'SVC', 'svc_c': 48652568.75468458, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:00,129] Trial 9562 finished with value: 0.9974592057263356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:03,762] Trial 9563 finished with value: 0.9976540184930469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:06,730] Trial 9564 finished with value: 0.9976218475853048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:09,369] Trial 9565 finished with value: 0.9971692797511654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:12,056] Trial 9566 finished with value: 0.9974980774902197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:14,685] Trial 9567 finished with value: 0.9977660972634194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:17,158] Trial 9568 finished with value: 0.9974202669319908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:20,577] Trial 9569 finished with value: 0.9975973406205071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:22,244] Trial 9570 finished with value: 0.9974299584511538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:25,165] Trial 9571 finished with value: 0.9973849342939065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:26,995] Trial 9572 finished with value: 0.9975246343429851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:29,700] Trial 9573 finished with value: 0.997403452125137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:32,392] Trial 9574 finished with value: 0.9974523197429791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:35,638] Trial 9575 finished with value: 0.9973806769075226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:41,209] Trial 9576 finished with value: 0.9972339873142954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:44,090] Trial 9577 finished with value: 0.9974500872350918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:54,320] Trial 9578 finished with value: 0.9971122546659181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:01,994] Trial 9579 finished with value: 0.9970548755760508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:03,340] Trial 9580 finished with value: 0.9883431605549021 and parameters: {'classifier': 'SVC', 'svc_c': 3.9402779138456383, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:10,682] Trial 9581 finished with value: 0.9970693543142249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:13,352] Trial 9582 finished with value: 0.9974382704504308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:15,908] Trial 9583 finished with value: 0.9975292034590962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:18,937] Trial 9584 finished with value: 0.9974501423955751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:31,026] Trial 9585 finished with value: 0.9966964047343105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:34,041] Trial 9586 finished with value: 0.9972037407393591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:36,996] Trial 9587 finished with value: 0.9977046934895059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:38,046] Trial 9588 finished with value: 0.996755851739277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:40,762] Trial 9589 finished with value: 0.9974162286323821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:44,863] Trial 9590 finished with value: 0.996984254256884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:49,706] Trial 9591 finished with value: 0.9971566639964221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:52,619] Trial 9592 finished with value: 0.997278052066338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:55,369] Trial 9593 finished with value: 0.997587068424589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:58,096] Trial 9594 finished with value: 0.9973764927087533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:11:01,324] Trial 9595 finished with value: 0.997196723614969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:11:03,813] Trial 9596 finished with value: 0.9974733188438157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:11:07,488] Trial 9597 finished with value: 0.9973958125569057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:11:10,632] Trial 9598 finished with value: 0.9970635454837101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:11:15,611] Trial 9599 finished with value: 0.9974726987803174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:07,303] Trial 9600 finished with value: 0.9896101309022579 and parameters: {'classifier': 'SVC', 'svc_c': 9678290932.209932, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:09,925] Trial 9601 finished with value: 0.9974773042998084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:12,814] Trial 9602 finished with value: 0.9974594962551403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:16,724] Trial 9603 finished with value: 0.9974193313619543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:23,875] Trial 9604 finished with value: 0.9968980665097161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:26,935] Trial 9605 finished with value: 0.9977272642832582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:38,613] Trial 9606 finished with value: 0.9967444594173904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:41,946] Trial 9607 finished with value: 0.9974400555490365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:43,256] Trial 9608 finished with value: 0.996894204355494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:45,487] Trial 9609 finished with value: 0.9975304024220266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:48,339] Trial 9610 finished with value: 0.9975310127419874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:50,812] Trial 9611 finished with value: 0.9974917381288436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:54,023] Trial 9612 finished with value: 0.9974512513497998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:55,279] Trial 9613 finished with value: 0.9973001703727435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:57,705] Trial 9614 finished with value: 0.9974140935916087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:01,306] Trial 9615 finished with value: 0.9972896333239875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:11,689] Trial 9616 finished with value: 0.9971320421721371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:22,583] Trial 9617 finished with value: 0.9969929249579912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:24,104] Trial 9618 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2329572967.88298, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:39,262] Trial 9619 finished with value: 0.9963448973164208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:41,784] Trial 9620 finished with value: 0.9974879744573483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:44,622] Trial 9621 finished with value: 0.9972686289546582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:52,521] Trial 9622 finished with value: 0.9970051190428965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:59,426] Trial 9623 finished with value: 0.9970680292248503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:01,763] Trial 9624 finished with value: 0.9971845023306773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:05,515] Trial 9625 finished with value: 0.9972262426935904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:13,587] Trial 9626 finished with value: 0.9972732829379338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:16,217] Trial 9627 finished with value: 0.9974665179180514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:19,383] Trial 9628 finished with value: 0.9975204683617748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:22,411] Trial 9629 finished with value: 0.9972806340720622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:24,924] Trial 9630 finished with value: 0.9974079102220478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:27,489] Trial 9631 finished with value: 0.9974527847033235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:30,314] Trial 9632 finished with value: 0.9974779954879573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:42,435] Trial 9633 finished with value: 0.996656112667329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:44,961] Trial 9634 finished with value: 0.997555365714458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:54,262] Trial 9635 finished with value: 0.9967275164211286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:56,209] Trial 9636 finished with value: 0.9975291572169649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:57,324] Trial 9637 finished with value: 0.9876068866772232 and parameters: {'classifier': 'SVC', 'svc_c': 1.2724902677725098, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:00,429] Trial 9638 finished with value: 0.9973219285173752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:02,922] Trial 9639 finished with value: 0.9974383478274492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:04,635] Trial 9640 finished with value: 0.9972542555545988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:08,694] Trial 9641 finished with value: 0.9973629401144568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:10,075] Trial 9642 finished with value: 0.9970035506189848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:12,442] Trial 9643 finished with value: 0.9971721428277985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:15,918] Trial 9644 finished with value: 0.9973596158225527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:18,743] Trial 9645 finished with value: 0.9975098864673555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:28,815] Trial 9646 finished with value: 0.9969494362172316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:32,159] Trial 9647 finished with value: 0.9971421583127641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:34,418] Trial 9648 finished with value: 0.9970875600983492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:36,291] Trial 9649 finished with value: 0.9975879775569485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:38,724] Trial 9650 finished with value: 0.9977450652503728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:41,589] Trial 9651 finished with value: 0.9973263486874865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:43,769] Trial 9652 finished with value: 0.9975906854669518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:47,784] Trial 9653 finished with value: 0.9971127766275444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:56,472] Trial 9654 finished with value: 0.9969031562544615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:58,524] Trial 9655 finished with value: 0.9853927059715586 and parameters: {'classifier': 'SVC', 'svc_c': 0.08462332559287378, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:09,115] Trial 9656 finished with value: 0.9967847836031343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:12,126] Trial 9657 finished with value: 0.9974328883043441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:14,494] Trial 9658 finished with value: 0.9971960526438672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:17,092] Trial 9659 finished with value: 0.9974621708720788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:19,682] Trial 9660 finished with value: 0.9971563777204966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:21,000] Trial 9661 finished with value: 0.9973005072388935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:23,433] Trial 9662 finished with value: 0.997680415259807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:26,079] Trial 9663 finished with value: 0.9973280665969421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:34,875] Trial 9664 finished with value: 0.9969432274573448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:38,000] Trial 9665 finished with value: 0.9975041683437803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:39,877] Trial 9666 finished with value: 0.9972405079943368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:41,611] Trial 9667 finished with value: 0.9974808241924364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:44,269] Trial 9668 finished with value: 0.9976501704939316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:45,331] Trial 9669 finished with value: 0.9967027718663556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:55,571] Trial 9670 finished with value: 0.9968105912191181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:56,786] Trial 9671 finished with value: 0.9970868617056955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:12,873] Trial 9672 finished with value: 0.9960806683188893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 71, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:22,130] Trial 9673 finished with value: 0.9968314978356925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:24,052] Trial 9674 finished with value: 0.9976122360774067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:31,117] Trial 9675 finished with value: 0.992805233527216 and parameters: {'classifier': 'SVC', 'svc_c': 2673156.4978428646, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:33,535] Trial 9676 finished with value: 0.9975499484027698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:37,405] Trial 9677 finished with value: 0.9973511128245486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:46,287] Trial 9678 finished with value: 0.9971667686796644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:49,384] Trial 9679 finished with value: 0.9972867765949361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:51,718] Trial 9680 finished with value: 0.9969359415446163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:53,211] Trial 9681 finished with value: 0.9973429024500513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:55,687] Trial 9682 finished with value: 0.9975708185842264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:58,771] Trial 9683 finished with value: 0.9973704330535558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:01,989] Trial 9684 finished with value: 0.997502820403112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:08,497] Trial 9685 finished with value: 0.9970867001280085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:10,829] Trial 9686 finished with value: 0.9973528818320351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:15,303] Trial 9687 finished with value: 0.9971797092084153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:18,162] Trial 9688 finished with value: 0.9975124172163592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:31,665] Trial 9689 finished with value: 0.9965495125580199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:34,018] Trial 9690 finished with value: 0.997394850358765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:36,962] Trial 9691 finished with value: 0.9974866500344696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:39,058] Trial 9692 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.602137727931461e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:43,199] Trial 9693 finished with value: 0.997390195772469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:45,501] Trial 9694 finished with value: 0.9970656675119415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:47,519] Trial 9695 finished with value: 0.9963562135625432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:48,835] Trial 9696 finished with value: 0.9901784433620341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:51,058] Trial 9697 finished with value: 0.9974249658878812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:53,320] Trial 9698 finished with value: 0.9973749218410232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:55,099] Trial 9699 finished with value: 0.9974758435626171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:57,554] Trial 9700 finished with value: 0.9974502522087348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:59,400] Trial 9701 finished with value: 0.9972392642809568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:02,732] Trial 9702 finished with value: 0.9975834888012192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:05,585] Trial 9703 finished with value: 0.9973111211568613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:07,518] Trial 9704 finished with value: 0.9974180014801556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:21,803] Trial 9705 finished with value: 0.9961085639718056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:25,053] Trial 9706 finished with value: 0.9969507831740246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:27,998] Trial 9707 finished with value: 0.9974337752836441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:31,673] Trial 9708 finished with value: 0.9974700848145203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:34,391] Trial 9709 finished with value: 0.9973564072787969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:36,489] Trial 9710 finished with value: 0.9965074609097105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:38,439] Trial 9711 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.89889357657946e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:41,237] Trial 9712 finished with value: 0.9974675097593977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:47,527] Trial 9713 finished with value: 0.9969060847746597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:49,924] Trial 9714 finished with value: 0.997353402175028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:53,237] Trial 9715 finished with value: 0.9973994231564732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:55,288] Trial 9716 finished with value: 0.9973521556369743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:00,640] Trial 9717 finished with value: 0.9935743214495938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:02,580] Trial 9718 finished with value: 0.9974057176721861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:03,979] Trial 9719 finished with value: 0.9967968263299586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:15,105] Trial 9720 finished with value: 0.9970019346516882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:16,768] Trial 9721 finished with value: 0.9961730971033959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:19,456] Trial 9722 finished with value: 0.9973408924566334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:21,694] Trial 9723 finished with value: 0.9964098285683224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:24,679] Trial 9724 finished with value: 0.9972876011775101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:30,589] Trial 9725 finished with value: 0.9971438949475852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:32,336] Trial 9726 finished with value: 0.9962079026383129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:35,111] Trial 9727 finished with value: 0.9971308801521309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:39,287] Trial 9728 finished with value: 0.9972526273682076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:41,654] Trial 9729 finished with value: 0.9974141026369123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:43,475] Trial 9730 finished with value: 0.9853027385252521 and parameters: {'classifier': 'SVC', 'svc_c': 0.001492341894187376, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:45,138] Trial 9731 finished with value: 0.997350072360728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:47,682] Trial 9732 finished with value: 0.9975517323588107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:56,232] Trial 9733 finished with value: 0.9967421843172314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:58,210] Trial 9734 finished with value: 0.9973608178323222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:01,997] Trial 9735 finished with value: 0.9964674829845371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:02,692] Trial 9736 finished with value: 0.9863586247789703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:05,231] Trial 9737 finished with value: 0.9973545221740449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:08,752] Trial 9738 finished with value: 0.9973139226936917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:12,488] Trial 9739 finished with value: 0.9973770613251035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:15,138] Trial 9740 finished with value: 0.9977099727730344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:17,354] Trial 9741 finished with value: 0.9975530104126067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:20,428] Trial 9742 finished with value: 0.9972362990082617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:22,940] Trial 9743 finished with value: 0.9974807162200752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:25,487] Trial 9744 finished with value: 0.9945417646921774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:27,813] Trial 9745 finished with value: 0.9974741664681105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:43,580] Trial 9746 finished with value: 0.9963908368901332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:45,811] Trial 9747 finished with value: 0.9975016359444053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:46,798] Trial 9748 finished with value: 0.9950849672938654 and parameters: {'classifier': 'SVC', 'svc_c': 981.3079744630242, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:49,138] Trial 9749 finished with value: 0.9972596620753985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:51,635] Trial 9750 finished with value: 0.9972721774431408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:54,270] Trial 9751 finished with value: 0.9973967160081797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:56,715] Trial 9752 finished with value: 0.9975228893293565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:59,594] Trial 9753 finished with value: 0.9974511575008075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:01,669] Trial 9754 finished with value: 0.9977336046285094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:04,065] Trial 9755 finished with value: 0.9973858174963954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:06,572] Trial 9756 finished with value: 0.9976149747097044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:11,472] Trial 9757 finished with value: 0.9970426910125179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:14,082] Trial 9758 finished with value: 0.9973249221954973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:20,383] Trial 9759 finished with value: 0.9972292357686922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:23,212] Trial 9760 finished with value: 0.9973654406807108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:32,074] Trial 9761 finished with value: 0.9970060913654296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:33,272] Trial 9762 finished with value: 0.996666025463183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:36,673] Trial 9763 finished with value: 0.9974025035108206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:41,778] Trial 9764 finished with value: 0.9971626457033187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:44,403] Trial 9765 finished with value: 0.996548808008212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:46,861] Trial 9766 finished with value: 0.9972815178458337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:48,864] Trial 9767 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.539336701305705e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:51,025] Trial 9768 finished with value: 0.9972647788925788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:54,109] Trial 9769 finished with value: 0.9947557708632178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:56,939] Trial 9770 finished with value: 0.997643322976919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:59,563] Trial 9771 finished with value: 0.9973551126260753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:03,409] Trial 9772 finished with value: 0.9972243198524663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:04,845] Trial 9773 finished with value: 0.9972081762388797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:06,277] Trial 9774 finished with value: 0.9940204254780219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:08,140] Trial 9775 finished with value: 0.9973535953636707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:10,516] Trial 9776 finished with value: 0.9974350718089022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:22,559] Trial 9777 finished with value: 0.996836201203152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:23,994] Trial 9778 finished with value: 0.9972243835187086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:26,776] Trial 9779 finished with value: 0.9975380547171588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:30,268] Trial 9780 finished with value: 0.9973396077061388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:33,116] Trial 9781 finished with value: 0.9973681303414171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:35,305] Trial 9782 finished with value: 0.9975767971173323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:37,628] Trial 9783 finished with value: 0.9974003267664369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:39,849] Trial 9784 finished with value: 0.9975646943106491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:42,426] Trial 9785 finished with value: 0.9973988972593464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:44,997] Trial 9786 finished with value: 0.9961674515009392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:48,270] Trial 9787 finished with value: 0.9975412518987438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:49,363] Trial 9788 finished with value: 0.99642579137105 and parameters: {'classifier': 'SVC', 'svc_c': 33545.7975175627, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:50,612] Trial 9789 finished with value: 0.9975221274926255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:51,668] Trial 9790 finished with value: 0.9976003266815315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:53,988] Trial 9791 finished with value: 0.9973614699511071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:56,464] Trial 9792 finished with value: 0.9974591628484225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:58,204] Trial 9793 finished with value: 0.9975114471154796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:00,575] Trial 9794 finished with value: 0.9970957277218851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:03,383] Trial 9795 finished with value: 0.9971684360941092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:06,730] Trial 9796 finished with value: 0.9971826459169936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:09,163] Trial 9797 finished with value: 0.9975665082907507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:12,226] Trial 9798 finished with value: 0.9972352729851891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:15,895] Trial 9799 finished with value: 0.9969097184794237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:27,374] Trial 9800 finished with value: 0.9968457707217988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:32,969] Trial 9801 finished with value: 0.9972724141444548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:35,189] Trial 9802 finished with value: 0.9974514418724585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:38,344] Trial 9803 finished with value: 0.9975012665151622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:40,222] Trial 9804 finished with value: 0.9852049078536803 and parameters: {'classifier': 'SVC', 'svc_c': 3.5385945012153677e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:43,169] Trial 9805 finished with value: 0.9973852865529415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:45,491] Trial 9806 finished with value: 0.9975607405290882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:48,545] Trial 9807 finished with value: 0.9972819323111674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:50,114] Trial 9808 finished with value: 0.9967338032245298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:52,391] Trial 9809 finished with value: 0.9974567622565772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:54,954] Trial 9810 finished with value: 0.9972679292924882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:56,210] Trial 9811 finished with value: 0.9969760183968471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:59,091] Trial 9812 finished with value: 0.9972915647978224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:00,526] Trial 9813 finished with value: 0.9973330487819189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:03,464] Trial 9814 finished with value: 0.9975429960237109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:04,824] Trial 9815 finished with value: 0.9910241625572133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:15,932] Trial 9816 finished with value: 0.9947860758676418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:16,581] Trial 9817 finished with value: 0.9930551330182141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 22}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:18,914] Trial 9818 finished with value: 0.9970851343700815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:20,071] Trial 9819 finished with value: 0.9951848434418359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:21,697] Trial 9820 finished with value: 0.9972597979771183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:24,358] Trial 9821 finished with value: 0.9971832995591979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:26,651] Trial 9822 finished with value: 0.9974666540736742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:27,643] Trial 9823 finished with value: 0.9931125926271528 and parameters: {'classifier': 'SVC', 'svc_c': 125.41242848752488, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:30,630] Trial 9824 finished with value: 0.9974358995017911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:33,735] Trial 9825 finished with value: 0.9975503864493686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:34,933] Trial 9826 finished with value: 0.9968905671595599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:37,489] Trial 9827 finished with value: 0.9974779535939193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:38,831] Trial 9828 finished with value: 0.9973364212202288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:43,249] Trial 9829 finished with value: 0.9974987326558437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:45,611] Trial 9830 finished with value: 0.9973868180339286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:47,676] Trial 9831 finished with value: 0.997409503433265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:49,611] Trial 9832 finished with value: 0.9973238385681226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:51,014] Trial 9833 finished with value: 0.99542665217851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:53,902] Trial 9834 finished with value: 0.9969924893234733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:56,699] Trial 9835 finished with value: 0.9974434202750349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:59,587] Trial 9836 finished with value: 0.9973679448650858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:01,815] Trial 9837 finished with value: 0.9974322792538995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:03,523] Trial 9838 finished with value: 0.9972072244825106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:14,206] Trial 9839 finished with value: 0.996777575829134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:16,297] Trial 9840 finished with value: 0.9973171220334542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:23,815] Trial 9841 finished with value: 0.996717956772971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:24,675] Trial 9842 finished with value: 0.9930558887295288 and parameters: {'classifier': 'SVC', 'svc_c': 2526.9850366177916, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:27,745] Trial 9843 finished with value: 0.9973029990137469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:29,772] Trial 9844 finished with value: 0.9962942289849227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:33,907] Trial 9845 finished with value: 0.9974330820642693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:35,003] Trial 9846 finished with value: 0.9954958471643769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:37,176] Trial 9847 finished with value: 0.9973017673925094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:39,214] Trial 9848 finished with value: 0.997483399247559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:40,447] Trial 9849 finished with value: 0.9898661907528341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:43,432] Trial 9850 finished with value: 0.9973148882877885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:47,086] Trial 9851 finished with value: 0.9974293048406873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:48,900] Trial 9852 finished with value: 0.9970468266522888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:51,445] Trial 9853 finished with value: 0.997371655788179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:52,518] Trial 9854 finished with value: 0.9958670906413375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 37}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:54,586] Trial 9855 finished with value: 0.9973793580070399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:56,818] Trial 9856 finished with value: 0.9973828095996908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:59,591] Trial 9857 finished with value: 0.9977200510185998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:06,919] Trial 9858 finished with value: 0.9970367894755755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:08,300] Trial 9859 finished with value: 0.9971516050691848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:10,723] Trial 9860 finished with value: 0.9976166205106342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:12,700] Trial 9861 finished with value: 0.9853809054367062 and parameters: {'classifier': 'SVC', 'svc_c': 0.008103360071995774, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:14,661] Trial 9862 finished with value: 0.9975442873756902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:17,292] Trial 9863 finished with value: 0.9972830208261798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:18,669] Trial 9864 finished with value: 0.9970939694100734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:20,799] Trial 9865 finished with value: 0.9973344591193132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:22,386] Trial 9866 finished with value: 0.9968004861867584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:24,967] Trial 9867 finished with value: 0.9968241895477391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:26,354] Trial 9868 finished with value: 0.9974316469713069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:28,272] Trial 9869 finished with value: 0.9974583222382053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:31,467] Trial 9870 finished with value: 0.9975258631078109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:40,332] Trial 9871 finished with value: 0.9965423894924946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:41,902] Trial 9872 finished with value: 0.9973325513536953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:44,071] Trial 9873 finished with value: 0.997640363543999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:48,236] Trial 9874 finished with value: 0.9970836425932165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:01,921] Trial 9875 finished with value: 0.9967646853510632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:04,825] Trial 9876 finished with value: 0.9974829946844525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:06,709] Trial 9877 finished with value: 0.9973440363185335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:09,400] Trial 9878 finished with value: 0.9972680830943877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:10,623] Trial 9879 finished with value: 0.9909463889101707 and parameters: {'classifier': 'SVC', 'svc_c': 10169.283240989347, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:12,813] Trial 9880 finished with value: 0.9972579839018031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:16,731] Trial 9881 finished with value: 0.9968227420135173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:19,308] Trial 9882 finished with value: 0.9972731164726092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:20,581] Trial 9883 finished with value: 0.9897909446810044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:23,983] Trial 9884 finished with value: 0.9974080533282725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:26,340] Trial 9885 finished with value: 0.9974432666000869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:28,927] Trial 9886 finished with value: 0.9975545176458326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:30,243] Trial 9887 finished with value: 0.9972937500797036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:31,835] Trial 9888 finished with value: 0.9943924687502507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:37,117] Trial 9889 finished with value: 0.9972080768674915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:39,133] Trial 9890 finished with value: 0.9956147826240173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:41,343] Trial 9891 finished with value: 0.9974839404423572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:44,247] Trial 9892 finished with value: 0.9975343870528337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:46,301] Trial 9893 finished with value: 0.9976346991209631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:48,381] Trial 9894 finished with value: 0.9967959579808102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:54,564] Trial 9895 finished with value: 0.9970333445478848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:01,582] Trial 9896 finished with value: 0.9971336636300919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:02,989] Trial 9897 finished with value: 0.9971407574015285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:04,586] Trial 9898 finished with value: 0.9857248582170047 and parameters: {'classifier': 'SVC', 'svc_c': 0.22956612533002035, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:06,659] Trial 9899 finished with value: 0.9968920910234492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:08,516] Trial 9900 finished with value: 0.9976480014935971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:11,265] Trial 9901 finished with value: 0.9972520048291527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:14,290] Trial 9902 finished with value: 0.9972952681355557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:18,210] Trial 9903 finished with value: 0.9969071201921528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:24,524] Trial 9904 finished with value: 0.9962596340627597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:28,167] Trial 9905 finished with value: 0.997525305663204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:30,387] Trial 9906 finished with value: 0.9974268517226053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:32,848] Trial 9907 finished with value: 0.997056240591713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:35,371] Trial 9908 finished with value: 0.9976095463849622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:37,923] Trial 9909 finished with value: 0.9975496212801575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:39,885] Trial 9910 finished with value: 0.9972211315257575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:42,256] Trial 9911 finished with value: 0.9972342768592252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:44,350] Trial 9912 finished with value: 0.9975140392138583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:59,930] Trial 9913 finished with value: 0.9967527060365781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:01,866] Trial 9914 finished with value: 0.9973760688172612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:04,310] Trial 9915 finished with value: 0.9975520370427224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:06,681] Trial 9916 finished with value: 0.9973025748048755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:07,709] Trial 9917 finished with value: 0.9927272400316883 and parameters: {'classifier': 'SVC', 'svc_c': 414.86554845304875, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:14,745] Trial 9918 finished with value: 0.9965047474773113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:17,612] Trial 9919 finished with value: 0.997462759419835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:20,644] Trial 9920 finished with value: 0.9972094258555105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:21,793] Trial 9921 finished with value: 0.9947416475896071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 10}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:24,268] Trial 9922 finished with value: 0.997397030435629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:26,617] Trial 9923 finished with value: 0.997362884573119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:29,101] Trial 9924 finished with value: 0.9972062829140095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:30,171] Trial 9925 finished with value: 0.9945951799713049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 14}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:32,361] Trial 9926 finished with value: 0.9974483681513336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:33,245] Trial 9927 finished with value: 0.9933429486447025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:35,583] Trial 9928 finished with value: 0.9971879292312366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:38,272] Trial 9929 finished with value: 0.9975406788708244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:40,002] Trial 9930 finished with value: 0.9971823098125535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:42,951] Trial 9931 finished with value: 0.9972420473463249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:44,919] Trial 9932 finished with value: 0.99703203523225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:50,495] Trial 9933 finished with value: 0.9932874179070904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 68, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:52,890] Trial 9934 finished with value: 0.9975899030640569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:56,775] Trial 9935 finished with value: 0.9966685194596899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:58,517] Trial 9936 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0401361905928489e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:00,894] Trial 9937 finished with value: 0.9974782360612959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:02,169] Trial 9938 finished with value: 0.9971903673690262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 32}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:04,329] Trial 9939 finished with value: 0.9971303883415167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:08,600] Trial 9940 finished with value: 0.9974438547352502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:10,993] Trial 9941 finished with value: 0.9973159523646123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:13,402] Trial 9942 finished with value: 0.9975399492480695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:15,904] Trial 9943 finished with value: 0.9974772796394543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:18,415] Trial 9944 finished with value: 0.9975009559914755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:23,913] Trial 9945 finished with value: 0.9974609913010098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:27,296] Trial 9946 finished with value: 0.9971843727448011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:42,021] Trial 9947 finished with value: 0.9961905618391188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:45,241] Trial 9948 finished with value: 0.9974578046564102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:49,222] Trial 9949 finished with value: 0.9972421449403904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:51,652] Trial 9950 finished with value: 0.9975534805462302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:53,046] Trial 9951 finished with value: 0.9973718038772553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:54,388] Trial 9952 finished with value: 0.990482715474401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:55,971] Trial 9953 finished with value: 0.9972912883289103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:58,031] Trial 9954 finished with value: 0.9853959831644081 and parameters: {'classifier': 'SVC', 'svc_c': 0.05308882839653651, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:00,433] Trial 9955 finished with value: 0.9973158046563908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:16,033] Trial 9956 finished with value: 0.9964697358998991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:17,430] Trial 9957 finished with value: 0.9971543419558978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:19,430] Trial 9958 finished with value: 0.9974413864464484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:21,774] Trial 9959 finished with value: 0.9975302916567296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:27,566] Trial 9960 finished with value: 0.997210970571205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:31,398] Trial 9961 finished with value: 0.9975040097177187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:40,465] Trial 9962 finished with value: 0.9967620323159019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:43,577] Trial 9963 finished with value: 0.9976394705027586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:45,588] Trial 9964 finished with value: 0.997519804880819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:48,511] Trial 9965 finished with value: 0.9974726614565382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:49,472] Trial 9966 finished with value: 0.9879065872296601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:52,170] Trial 9967 finished with value: 0.997282438372102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:54,136] Trial 9968 finished with value: 0.996744487727604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:55,905] Trial 9969 finished with value: 0.9973613707066704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:58,906] Trial 9970 finished with value: 0.9971495792068131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:36:00,052] Trial 9971 finished with value: 0.9948211029966286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:36:03,595] Trial 9972 finished with value: 0.9970406596594882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:36:05,950] Trial 9973 finished with value: 0.9974909927640868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:36:56,658] Trial 9974 finished with value: 0.9904801391180241 and parameters: {'classifier': 'SVC', 'svc_c': 119250199.87307744, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:36:59,755] Trial 9975 finished with value: 0.9975673235423798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:02,333] Trial 9976 finished with value: 0.9975221710370347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:04,101] Trial 9977 finished with value: 0.9963065703019804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:05,008] Trial 9978 finished with value: 0.994256579217819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 7}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:07,136] Trial 9979 finished with value: 0.9973514695268905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:10,134] Trial 9980 finished with value: 0.9974005508995395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:19,341] Trial 9981 finished with value: 0.9965446736062195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:22,964] Trial 9982 finished with value: 0.9972867946538054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:25,254] Trial 9983 finished with value: 0.9975072480633695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:28,091] Trial 9984 finished with value: 0.9975847579366631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:30,180] Trial 9985 finished with value: 0.9975754913880811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:33,544] Trial 9986 finished with value: 0.9947930135203115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:34,877] Trial 9987 finished with value: 0.9972941776210549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:36,969] Trial 9988 finished with value: 0.9972802951746861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:38,798] Trial 9989 finished with value: 0.9975244206516539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:39,878] Trial 9990 finished with value: 0.9971209872559449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:41,908] Trial 9991 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.0001228439426554e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:44,527] Trial 9992 finished with value: 0.9976454662378105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:47,695] Trial 9993 finished with value: 0.9973195515385331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:50,640] Trial 9994 finished with value: 0.9974037810250721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:53,278] Trial 9995 finished with value: 0.9973107888292322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:57,022] Trial 9996 finished with value: 0.9962440724271825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:38:00,833] Trial 9997 finished with value: 0.9971929751459315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:38:02,531] Trial 9998 finished with value: 0.9963143060043335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:38:04,951] Trial 9999 finished with value: 0.997397470862571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
--------------------
FrozenTrial(number=3181, state=1, values=[0.9978724657812178], datetime_start=datetime.datetime(2023, 9, 5, 18, 1, 7, 227710), datetime_complete=datetime.datetime(2023, 9, 5, 18, 1, 9, 400453), params={'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}, user_attrs={}, system_attrs={}, intermediate_values={}, distributions={'classifier': CategoricalDistribution(choices=('SVC', 'RandomForest')), 'rf_max_depth': IntDistribution(high=32, log=True, low=2, step=1), 'rf_max_features': IntDistribution(high=74, log=True, low=1, step=1), 'rf_n_estimators': IntDistribution(high=128, log=False, low=2, step=1)}, trial_id=3181, value=None) --------------------
ROC AUC: 0.9978724657812178
classifier RandomForest
rf_max_depth 16
rf_max_features 9
rf_n_estimators 111
Now use the best model from tuning on a train and test set to examine.
cols = train.drop(['y', 'UniqueID', 'label'], axis=1).columns
X = train[cols]
y = train.y
X_test = test[cols]
y_test = test.y
bst = study.best_trial.params
rf_max_depth = bst['rf_max_depth']
rf_max_features = bst['rf_max_features']
rf_n_estimators = bst['rf_n_estimators']
model = RandomForestClassifier(
max_depth=rf_max_depth,
max_features=rf_max_features,
n_estimators=rf_n_estimators,
random_state=np.random.seed(1234)
).fit(X, y)
# roc auc score
score = roc_auc_score(y_test, model.predict_proba(X_test)[:, 1])
# report and plot first n features
n_feat = range(50)
importances = model.feature_importances_
indices = np.argsort(importances)[::-1]
print('Model with:')
print(f'\t{rf_n_estimators} estimators')
print(f'\tmax depth of {rf_max_depth}')
print(f'\t{rf_max_features} max features')
print(f'\tROC AUC: {score.mean().round(4)}')
print('\nFeature ranking:')
for f in n_feat:
print(' %d. %s (%f)' % (f + 1, cols[indices[f]], importances[indices[f]]))
pred = model.predict(X_test)
cm = confusion_matrix(y_test, pred)
cm_display1 = ConfusionMatrixDisplay(cm).plot(
colorbar=False,
cmap='binary')
plt.title('Confusion Matrix for Test Data')
plt.savefig('/home/michael/thesis/images/confusion_test.png')
fig, ax = plt.subplots(figsize=(12, 7))
fig.autofmt_xdate(rotation=45)
ax.bar(n_feat, importances[indices[n_feat]], color='grey');
#ax.plot(n_feat, importances[indices[n_feat]], c='r');
ax.set_xticks(n_feat,rotation=80, labels=n_feat);
ax.set_xticklabels([f'{cols[indices[i]]} ({i+1})' for i in n_feat]);
ax.set_title('Importance of Top 50 Parameters');
plt.xlabel('Importance')
plt.savefig('/home/michael/thesis/images/param_importance.png')
Model with: 111 estimators max depth of 16 9 max features ROC AUC: 0.9982 Feature ranking: 1. n_mean (0.153735) 2. r_mean (0.108761) 3. rgi_mean (0.104064) 4. n30 (0.085179) 5. n50 (0.063940) 6. rgi40 (0.059648) 7. r20 (0.047179) 8. r30 (0.044765) 9. rgi50 (0.038491) 10. g_mean (0.033937) 11. b20 (0.029495) 12. n60 (0.025317) 13. b30 (0.023730) 14. g40 (0.013692) 15. r10 (0.013007) 16. lum70 (0.012050) 17. ndvi_mean (0.011386) 18. b_mean (0.010696) 19. savi_std (0.008859) 20. savi_mean (0.008676) 21. rgi_std (0.008061) 22. n20 (0.007811) 23. lum50 (0.007810) 24. lum30 (0.006870) 25. n_std (0.006753) 26. b_std (0.006560) 27. ndvi_std (0.006343) 28. lum20 (0.005230) 29. r_std (0.005118) 30. lum60 (0.004806) 31. n40 (0.004770) 32. r40 (0.004734) 33. lum40 (0.004636) 34. g_std (0.004616) 35. g30 (0.004549) 36. g20 (0.004326) 37. b40 (0.002596) 38. lum80 (0.002034) 39. b50 (0.001570) 40. lum10 (0.001423) 41. b10 (0.001120) 42. n10 (0.000476) 43. rgi60 (0.000373) 44. rgi80 (0.000222) 45. r60 (0.000218) 46. b80 (0.000170) 47. rgi30 (0.000086) 48. r70 (0.000036) 49. n80 (0.000011) 50. b60 (0.000009)
Now lets look at the ROC AUC score as a function of the number of features used.
We will start by running the model using only the 10 most important features. Each iteration we will add the next most important feature until all of the features are used.
total_cols = len(list(train.drop(['y', 'label', 'UniqueID'], axis=1).columns))
scores = []
for n_cols in range(10, total_cols):
# get model params
use_cols = cols[indices[:n_cols]]
X = train[use_cols]
y = train.y
model_ = RandomForestClassifier(
n_estimators=rf_n_estimators,
max_features=rf_max_features,
max_depth=rf_max_depth,
oob_score=False,
random_state=np.random.seed(1234)
).fit(X, y)
# get appropriate columns from test data
X_test = test[use_cols]
y_test = test.y
scores.append(roc_auc_score(y_test, model_.predict_proba(X_test)[:,1]))
highlight = [
s if s == max(scores)
else np.nan for s in scores
]
x_range = range(10, total_cols)
plt.subplots(figsize=(12,7))
plt.scatter(x_range, scores, color='k', marker='x');
plt.scatter(x_range, highlight, [100] * len(scores), edgecolors='r', facecolors='none', marker='o');
for i, h in enumerate(highlight):
if not np.isnan(h):
plt.annotate(i + x_range[0], (x_range[i] + 1, scores[i]), color='r')
plt.title('ROC AUC Score vs. Number of Features Used');
plt.xlabel('number of features');
plt.ylabel('ROC UAC');
plt.savefig('/home/michael/thesis/images/n_features.png')
Now we will run the model using only the number of columns highlighted in the plot above. Beyond this number there do not seem to be benefits.
# number of variables to use
n_cols = np.nanargmax(highlight) + 10
print(f'Using {n_cols} features.')
# get model params
use_cols = cols[indices[:n_cols]]
X = train[use_cols]
y = train.y
final_model = RandomForestClassifier(
n_estimators=rf_n_estimators,
max_features=rf_max_features,
max_depth=rf_max_depth,
#max_samples=rf_max_samples,
oob_score=False,
random_state=np.random.seed(1234)
).fit(X, y)
X_test = test[use_cols]
y_test = test.y
roc = roc_auc_score(y_test, final_model.predict_proba(X_test)[:,1])
print(f'ROC AUC: {roc:.4f}')
# plot feature correlation
corr = data[data.n50 != -99][use_cols].corr()
plt.subplots(figsize=(20,15))
mask = np.triu(corr)
sns.heatmap(data=corr, mask=mask, cmap='PiYG');
plt.title(f'Correlation Heatmap of Top {n_cols} Features');
plt.savefig('/home/michael/thesis/images/param_corr.png')
Using 62 features. ROC AUC: 0.9988
Now we need to save the model parameters, we don't want the model to be pre-trained in the next step. We will use them in other notebooks. We will also save the pickeled model for later.
# save the parameters
params = {
'n_estimators': rf_n_estimators,
'max_features': rf_max_features,
'max_depth': rf_max_depth,
'np.random.seed': 1234,
'columns': use_cols.to_list()
}
with open('/home/michael/TreeMortality/src/model_params.json', 'w') as dst:
json.dump(params, dst, indent=6)
# save the model to disk
import pickle
filename = '/home/michael/TreeMortality/src/RF_model.sav'
pickle.dump(final_model, open(filename, 'wb'))
Determine how right the wrong predictions are¶
# if needed load features, and model
feature_path = Path.cwd().parent / 'train_test_features.parquet'
data = pd.read_parquet(feature_path)
train, test = train_test_split(data, test_size=0.2)
import pickle
pickle_path = '/home/michael/TreeMortality/src/RF_model.sav'
final_model = pickle.load(open(pickle_path, 'rb'))
cols = final_model.feature_names_in_
X = train[cols]
y = train.y
X_test = test[cols]
y_test = test.y
the_df = pd.DataFrame()
the_df['probabilities'] = final_model.predict_proba(X_test)[:,1]
the_df['prediction'] = ['right' if v else 'wrong' for v in (final_model.predict(X_test) == y_test).values]
the_df['distance from 0.5'] = (the_df['probabilities'] - 0.5).abs()
#fig, ax = plt.subplots()
#ax.hist(wrong, color='r', alpha=0.5);
#ax.hist(right, color='g', alpha=0.5);
#plt.legend(loc='upper right');
wrong_mean = the_df[the_df.prediction == 'wrong']['distance from 0.5'].mean()
wrong_std = the_df[the_df.prediction == 'wrong']['distance from 0.5'].std()
right_mean = the_df[the_df.prediction == 'right']['distance from 0.5'].mean()
right_std = the_df[the_df.prediction == 'right']['distance from 0.5'].std()
an_str =f'mean: {wrong_mean:4f}, std: {wrong_std:4f}\nmean: {right_mean:4f},std: {right_std:4f}'
ax = sns.displot(
x='distance from 0.5',
hue='prediction',
data=the_df,
kind='kde',
common_norm=False,
legend=False);
plt.legend(
title='Prediction',
loc='upper left',
labels=[
f'Incorrect\n(mean:{wrong_mean:.3f}, std:{wrong_std:.3f})',
f'Correct\n(mean:{right_mean:.3f}, std:{right_std:.3f})',
]
)
#sns.move_legend(g, 'upper left', bbox_to_anchor=(0.13, 0.93), title='Prediction')
#ax.labels(labels=)
plt.title('Kernel Density Function of\nPrediction Probability Distance From Threshold');
plt.savefig('/home/michael/thesis/images/kd_confidence.png')
#plt.annotate(an_str, [0.05, 28])
We can estimate a value for σ in order to change predictive probabilities into predictive probability distributions. The mean plus the standard distribution of the incorrect predictions seems like a reasonable value. It puts the majority of incorrect prediction probabilities within σ of making a correct prediction.
the_df['within_σ'] = (
np.round(the_df.probabilities + (wrong_mean + wrong_std)).astype(int)
!= np.round(the_df.probabilities - (wrong_mean + wrong_std)).astype(int)
)
print(f'''
Using σ = {wrong_mean + wrong_std}:
{the_df[the_df.prediction == 'right'].within_σ.sum()} out of the {len(the_df[the_df.prediction == 'right'])} right predictions ({100 * the_df[the_df.prediction == 'right'].within_σ.sum() / len(the_df[the_df.prediction == 'right']):.2f}%) are within σ of 0.5.
{the_df[the_df.prediction == 'wrong'].within_σ.sum()} out of {len(the_df[the_df.prediction == 'wrong'])} wrong predictions ({100 * the_df[the_df.prediction == 'wrong'].within_σ.sum() / len(the_df[the_df.prediction == 'wrong']):.2f}%) are within σ of 0.5
''')
Using σ = 0.30364547029993105: 34 out of the 2522 right predictions (1.35%) are within σ of 0.5. 5 out of 6 wrong predictions (83.33%) are within σ of 0.5
the_df['within_σ'] = (
np.round(the_df.probabilities + (wrong_mean + wrong_std)).astype(int)
!= np.round(the_df.probabilities - (wrong_mean + wrong_std)).astype(int)
)
print(f'''
Using σ = {wrong_mean + wrong_std}:
{the_df.within_σ.sum()} out of the {len(the_df)} predictions are within σ of 0.5.
{the_df[the_df.prediction == 'wrong'].within_σ.sum()} out of {len(the_df[the_df.prediction == 'wrong'])} wrong predictions are within σ of 0.5
''')
Using σ = 0.3348311848324811: 99 out of the 2528 predictions are within σ of 0.5. 30 out of 36 wrong predictions are within σ of 0.5
Test sensitivity to quantity of training data¶
In order to test how the number of labeled polygons provided in training affects the model performance we then run a series of trials drawing different sized samples from the training dataset.
from joblib import Parallel, delayed
def sample_rep(df, frac, replicates):
'''a sample generator function'''
for i in range(replicates):
yield df.sample(frac=frac)
def inner_func(train, frac, replicates):
n_crowns = []
roc = []
for samp in sample_rep(train, frac, replicates):
X = samp[use_cols]
y = samp.y
model = RandomForestClassifier(
n_estimators=rf_n_estimators,
max_features=rf_max_features,
max_depth=rf_max_depth,
random_state=np.random.seed(1234)
).fit(X, y)
n_crowns.append(len(samp))
roc.append(roc_auc_score(y_test, model.predict_proba(X_test)[:,1]))
df = pd.DataFrame()
df['n_crowns'] = n_crowns
df['ROC_AUC'] = roc
return df
def n_train_sensitivity_test(train, test, use_cols, step=0.01, replicates=10):
# get test data
X_test = test[use_cols]
y_test = test.y
# run replicates at each fraction
dfs = Parallel(n_jobs=5)(
delayed(inner_func)
(train, frac, replicates)
for frac in list(np.arange(0.1, 1, step)) +[1])
score_df = pd.concat(dfs)
return score_df
score_df = n_train_sensitivity_test(train, test, use_cols, step=0.0005, replicates=3)
sns.scatterplot(data=score_df, x='n_crowns', y='ROC_AUC', s=7, color='g');
plt.title(f'Model Performance vs. Number of Training Crowns\nBest ROC AUC:{score_df.ROC_AUC.max():.4f}')
plt.savefig('/home/michael/thesis/images/n_crowns.png')
See how variable the model selection process is¶
The model selection process is not reproducible. Here we will get an idea of how variable the model selection process is.
# if needed load features, and model
#feature_path = Path.cwd().parent / 'train_test_features.parquet'
#data = pd.read_parquet(feature_path)
#train, test = train_test_split(data, test_size=0.2)
#
#pickle_path = '/home/michael/TreeMortality/src/RF_model.sav'
#final_model = pickle.load(open(pickle_path, 'rb'))
# redefine the tuning function here in case not running whole notebook
def objective(trial):
cols = train.drop(['y', 'label', 'UniqueID'], axis=1).columns
n_features = len(cols)
X = train[cols]
y = train.y
class_weight = {
0: (len(y) - y.sum()) / len(y),
1: y.sum() / len(y)
}
classifier_name = trial.suggest_categorical('classifier', ['SVC', 'RandomForest'])
if classifier_name == 'SVC':
svc_c = trial.suggest_float('svc_c', 1e-10, 1e10, log=True)
svc_kernel = trial.suggest_categorical('svc_kernel', ['rbf', 'sigmoid'])
classifier_obj = SVC(
C=svc_c,
kernel=svc_kernel,
gamma='auto',
class_weight=class_weight
)
else:
rf_max_depth = trial.suggest_int('rf_max_depth', 2, 32, log=True)
rf_max_features = trial.suggest_int('rf_max_features', 1, n_features, log=True)
rf_n_estimators = trial.suggest_int('rf_n_estimators', 2, 128, log=False) # worked with log=True
classifier_obj = RandomForestClassifier(
max_depth=rf_max_depth,
max_features=rf_max_features,
n_estimators=rf_n_estimators,
random_state=np.random.seed(1234)
)
score = cross_val_score(classifier_obj, X, y, n_jobs=-1, cv=3, scoring='roc_auc')
roc = score.mean()
return roc
tuning_runs = 10
best_params = {'trials': []}
for t in range(tuning_runs):
study_ = optuna.create_study(direction='maximize')
study_.optimize(objective, n_trials=10_000)
best_params['trials'].append(study_.best_trial.params)
[I 2023-09-06 14:49:40,459] A new study created in memory with name: no-name-87f7469f-e579-4b0b-b4bb-927b78b5303d
[I 2023-09-06 14:49:48,217] Trial 0 finished with value: 0.9958864541291127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 95}. Best is trial 0 with value: 0.9958864541291127.
[I 2023-09-06 14:49:52,643] Trial 1 finished with value: 0.9866227888724809 and parameters: {'classifier': 'SVC', 'svc_c': 6705801.616512455, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9958864541291127.
[I 2023-09-06 14:49:59,814] Trial 2 finished with value: 0.9959378040956496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 40, 'rf_n_estimators': 99}. Best is trial 2 with value: 0.9959378040956496.
[I 2023-09-06 14:50:03,004] Trial 3 finished with value: 0.9876452317822709 and parameters: {'classifier': 'SVC', 'svc_c': 1.2970437804956976, 'svc_kernel': 'rbf'}. Best is trial 2 with value: 0.9959378040956496.
[I 2023-09-06 14:50:05,072] Trial 4 finished with value: 0.9879296879829914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 80}. Best is trial 2 with value: 0.9959378040956496.
[I 2023-09-06 14:50:10,605] Trial 5 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.1829933389005456e-09, 'svc_kernel': 'rbf'}. Best is trial 2 with value: 0.9959378040956496.
[I 2023-09-06 14:50:13,144] Trial 6 finished with value: 0.9962831145918919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6 with value: 0.9962831145918919.
[I 2023-09-06 14:50:18,498] Trial 7 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.984131667402312e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6 with value: 0.9962831145918919.
[I 2023-09-06 14:50:20,151] Trial 8 finished with value: 0.9973646448844186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:24,704] Trial 9 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.931199513192601e-05, 'svc_kernel': 'sigmoid'}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:25,096] Trial 10 finished with value: 0.9957575350663469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 22}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:29,097] Trial 11 finished with value: 0.9972777238011609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:32,216] Trial 12 finished with value: 0.9972212583821737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:34,790] Trial 13 finished with value: 0.9967979604840821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 52}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:36,622] Trial 14 finished with value: 0.9971062025643427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 127}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:37,346] Trial 15 finished with value: 0.9967544156624397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 63}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:38,738] Trial 16 finished with value: 0.9916556827418259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:39,662] Trial 17 finished with value: 0.9963144573306764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 39}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:49,601] Trial 18 finished with value: 0.9964137583242877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 76}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:50,750] Trial 19 finished with value: 0.9971150583609262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:52,790] Trial 20 finished with value: 0.9973578846149138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:54,820] Trial 21 finished with value: 0.9972573496197223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:59,658] Trial 22 finished with value: 0.997104490812041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:51:01,229] Trial 23 finished with value: 0.9971584978761915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:51:03,707] Trial 24 finished with value: 0.9973899879843887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 24 with value: 0.9973899879843887.
[I 2023-09-06 14:51:03,875] Trial 25 finished with value: 0.9807032506966734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 2}. Best is trial 24 with value: 0.9973899879843887.
[I 2023-09-06 14:52:28,740] Trial 26 finished with value: 0.9899439486261365 and parameters: {'classifier': 'SVC', 'svc_c': 223740291.47963864, 'svc_kernel': 'rbf'}. Best is trial 24 with value: 0.9973899879843887.
[I 2023-09-06 14:52:29,775] Trial 27 finished with value: 0.997113742348593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 70}. Best is trial 24 with value: 0.9973899879843887.
[I 2023-09-06 14:52:35,612] Trial 28 finished with value: 0.9967138657566982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 24 with value: 0.9973899879843887.
[I 2023-09-06 14:52:37,820] Trial 29 finished with value: 0.9973364391204087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 24 with value: 0.9973899879843887.
[I 2023-09-06 14:52:38,970] Trial 30 finished with value: 0.9975513627074025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 61}. Best is trial 30 with value: 0.9975513627074025.
[I 2023-09-06 14:52:40,398] Trial 31 finished with value: 0.9971215172789996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 30 with value: 0.9975513627074025.
[I 2023-09-06 14:52:41,392] Trial 32 finished with value: 0.9963962516945268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 46}. Best is trial 30 with value: 0.9975513627074025.
[I 2023-09-06 14:52:43,730] Trial 33 finished with value: 0.9973545085902203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 30 with value: 0.9975513627074025.
[I 2023-09-06 14:52:45,812] Trial 34 finished with value: 0.9928279331768728 and parameters: {'classifier': 'SVC', 'svc_c': 3555.3324142710826, 'svc_kernel': 'sigmoid'}. Best is trial 30 with value: 0.9975513627074025.
[I 2023-09-06 14:52:47,967] Trial 35 finished with value: 0.9976856065341183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:52:49,651] Trial 36 finished with value: 0.9972218821272693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:56:59,537] Trial 37 finished with value: 0.9896081639771803 and parameters: {'classifier': 'SVC', 'svc_c': 6400439399.107657, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:00,540] Trial 38 finished with value: 0.9971964863741108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 95}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:01,094] Trial 39 finished with value: 0.9965012751280687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 34}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:05,743] Trial 40 finished with value: 0.9850736420582983 and parameters: {'classifier': 'SVC', 'svc_c': 1.6631603057633178e-10, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:08,134] Trial 41 finished with value: 0.9974981369353203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:11,487] Trial 42 finished with value: 0.9973525215115716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:13,467] Trial 43 finished with value: 0.9968636072036318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:15,555] Trial 44 finished with value: 0.9974088763874271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:17,181] Trial 45 finished with value: 0.9970177487623193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:19,562] Trial 46 finished with value: 0.9974890408827773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:21,393] Trial 47 finished with value: 0.9973891685750936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:23,153] Trial 48 finished with value: 0.9928801281334582 and parameters: {'classifier': 'SVC', 'svc_c': 835.0487169043113, 'svc_kernel': 'sigmoid'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:26,716] Trial 49 finished with value: 0.9973167345136039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:28,841] Trial 50 finished with value: 0.9975895179880255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:30,789] Trial 51 finished with value: 0.9975142278005046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:32,343] Trial 52 finished with value: 0.9976066073277788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:34,040] Trial 53 finished with value: 0.9970570573032861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:35,423] Trial 54 finished with value: 0.9973156361281023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 100}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:37,142] Trial 55 finished with value: 0.9973162700928041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:40,153] Trial 56 finished with value: 0.9974021277657341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:42,099] Trial 57 finished with value: 0.9975356621550042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:43,701] Trial 58 finished with value: 0.997128795003348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:45,027] Trial 59 finished with value: 0.9972038701982836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:46,597] Trial 60 finished with value: 0.9973010110464368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 90}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:49,033] Trial 61 finished with value: 0.9973939062829693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:50,851] Trial 62 finished with value: 0.9974615226887945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:52,691] Trial 63 finished with value: 0.9975332678155269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:54,233] Trial 64 finished with value: 0.997019793477008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:55,352] Trial 65 finished with value: 0.9969410080254754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 58}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:57,689] Trial 66 finished with value: 0.9976403073679027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:00,612] Trial 67 finished with value: 0.9871243733656758 and parameters: {'classifier': 'SVC', 'svc_c': 197372.4545775449, 'svc_kernel': 'sigmoid'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:03,062] Trial 68 finished with value: 0.9974316180263353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:06,898] Trial 69 finished with value: 0.9973039147475911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:10,526] Trial 70 finished with value: 0.9975772630932899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:13,636] Trial 71 finished with value: 0.9966970967793829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:16,434] Trial 72 finished with value: 0.9973974776544831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:22,187] Trial 73 finished with value: 0.9973186903938897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:25,326] Trial 74 finished with value: 0.99668383518996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:27,460] Trial 75 finished with value: 0.9973904086068766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:29,384] Trial 76 finished with value: 0.9974932189243925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:32,568] Trial 77 finished with value: 0.9971502431320994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:36,892] Trial 78 finished with value: 0.9863719624758951 and parameters: {'classifier': 'SVC', 'svc_c': 0.520934710171496, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:39,776] Trial 79 finished with value: 0.9970839253462342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:41,297] Trial 80 finished with value: 0.9966754387995871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 65}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:43,405] Trial 81 finished with value: 0.9973593679494952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:46,031] Trial 82 finished with value: 0.9974274363983366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:47,212] Trial 83 finished with value: 0.9971172331058219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 49}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:49,244] Trial 84 finished with value: 0.9974018222566369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:50,986] Trial 85 finished with value: 0.997606841902653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:52,918] Trial 86 finished with value: 0.9969258217858677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:53,989] Trial 87 finished with value: 0.9971226059209637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 60}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:55,363] Trial 88 finished with value: 0.9970845073242435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:56,798] Trial 89 finished with value: 0.9972968261494333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 70}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:00,916] Trial 90 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1248878421.8700595, 'svc_kernel': 'sigmoid'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:03,103] Trial 91 finished with value: 0.9975381666567585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:04,453] Trial 92 finished with value: 0.9973048211504905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:06,841] Trial 93 finished with value: 0.9969254634966301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:09,883] Trial 94 finished with value: 0.9974744648044407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:11,899] Trial 95 finished with value: 0.9974077471526792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:14,280] Trial 96 finished with value: 0.9974334471771567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:15,849] Trial 97 finished with value: 0.9974996910454355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:18,437] Trial 98 finished with value: 0.9972018207863846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:18,797] Trial 99 finished with value: 0.9948084489342307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 6}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:21,488] Trial 100 finished with value: 0.9972904273429566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:23,538] Trial 101 finished with value: 0.9973775375524051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:25,020] Trial 102 finished with value: 0.9972721967080508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:27,104] Trial 103 finished with value: 0.997336267830922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:29,247] Trial 104 finished with value: 0.9975678545810477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:31,839] Trial 105 finished with value: 0.9973891693685414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:33,348] Trial 106 finished with value: 0.996717601435359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:35,464] Trial 107 finished with value: 0.9972966782507845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:37,076] Trial 108 finished with value: 0.997488590267967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:42,810] Trial 109 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.776557754768514e-07, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:45,484] Trial 110 finished with value: 0.997086959585402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:47,040] Trial 111 finished with value: 0.9973735488591459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:49,856] Trial 112 finished with value: 0.9974745192984278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:51,342] Trial 113 finished with value: 0.997478568706304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:52,826] Trial 114 finished with value: 0.997388796670294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:54,984] Trial 115 finished with value: 0.9975809625589983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:57,120] Trial 116 finished with value: 0.9973888345970933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:59,563] Trial 117 finished with value: 0.9973393436150108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:02,512] Trial 118 finished with value: 0.9974553617896721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:04,276] Trial 119 finished with value: 0.9973414411733156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:06,427] Trial 120 finished with value: 0.9975759029335273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:08,933] Trial 121 finished with value: 0.9975966218838547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:11,361] Trial 122 finished with value: 0.9975110659114729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:15,184] Trial 123 finished with value: 0.9973646837633554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:17,404] Trial 124 finished with value: 0.9973318882218564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:20,525] Trial 125 finished with value: 0.9976443800079272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:24,061] Trial 126 finished with value: 0.9974701054441603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 127}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:28,368] Trial 127 finished with value: 0.9973318215722508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:31,274] Trial 128 finished with value: 0.997542638210542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:32,907] Trial 129 finished with value: 0.9854103995375941 and parameters: {'classifier': 'SVC', 'svc_c': 0.1584040915707728, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:35,764] Trial 130 finished with value: 0.9974394801725119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:38,218] Trial 131 finished with value: 0.997682202008784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:40,822] Trial 132 finished with value: 0.9974780070088177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:43,374] Trial 133 finished with value: 0.9975148521803582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:46,452] Trial 134 finished with value: 0.9972423737707032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:50,651] Trial 135 finished with value: 0.9974904469672919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:53,160] Trial 136 finished with value: 0.9974125042524163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:56,560] Trial 137 finished with value: 0.9974516600705723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:01,245] Trial 138 finished with value: 0.9973260914200086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:02,323] Trial 139 finished with value: 0.9972429222969582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 33}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:06,373] Trial 140 finished with value: 0.9974452328269305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:09,954] Trial 141 finished with value: 0.9974506237326796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:12,480] Trial 142 finished with value: 0.9972131558213482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:18,998] Trial 143 finished with value: 0.996695662352917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:22,063] Trial 144 finished with value: 0.997572654114367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:25,574] Trial 145 finished with value: 0.9976734467578913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:28,621] Trial 146 finished with value: 0.9972379596625324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:31,300] Trial 147 finished with value: 0.9972703004315552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:32,992] Trial 148 finished with value: 0.9968098887005362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:35,720] Trial 149 finished with value: 0.9974948516810422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:39,089] Trial 150 finished with value: 0.9973567434467127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:42,312] Trial 151 finished with value: 0.9975070666812282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:44,701] Trial 152 finished with value: 0.9972867551401108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 68}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:47,463] Trial 153 finished with value: 0.9974563410628071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:50,843] Trial 154 finished with value: 0.9972953671895648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:53,035] Trial 155 finished with value: 0.9973235518796044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 62}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:56,383] Trial 156 finished with value: 0.9975985927444326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:01,792] Trial 157 finished with value: 0.9853471498235061 and parameters: {'classifier': 'SVC', 'svc_c': 0.003442121058736629, 'svc_kernel': 'sigmoid'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:04,592] Trial 158 finished with value: 0.9973643595923685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:07,675] Trial 159 finished with value: 0.9971892652701895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:09,558] Trial 160 finished with value: 0.99641386385283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:12,517] Trial 161 finished with value: 0.9973582679770981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:15,202] Trial 162 finished with value: 0.997520014509698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:18,850] Trial 163 finished with value: 0.9977032957203229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 163 with value: 0.9977032957203229.
[I 2023-09-06 15:02:21,781] Trial 164 finished with value: 0.9972799020054884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 163 with value: 0.9977032957203229.
[I 2023-09-06 15:02:24,747] Trial 165 finished with value: 0.9972725716914276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 163 with value: 0.9977032957203229.
[I 2023-09-06 15:02:27,358] Trial 166 finished with value: 0.9975264278521362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 163 with value: 0.9977032957203229.
[I 2023-09-06 15:02:30,296] Trial 167 finished with value: 0.9975086217117427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 163 with value: 0.9977032957203229.
[I 2023-09-06 15:02:33,009] Trial 168 finished with value: 0.9971228268167999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 163 with value: 0.9977032957203229.
[I 2023-09-06 15:02:35,085] Trial 169 finished with value: 0.9978128964266179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:37,591] Trial 170 finished with value: 0.9973929729345864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:38,670] Trial 171 finished with value: 0.9968946916275874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:41,950] Trial 172 finished with value: 0.9973120865922688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:43,865] Trial 173 finished with value: 0.9974876533332006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 58}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:47,675] Trial 174 finished with value: 0.9970601779965139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:51,012] Trial 175 finished with value: 0.9974824274963082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:52,631] Trial 176 finished with value: 0.9972380728081726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:54,548] Trial 177 finished with value: 0.997415861996075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:57,017] Trial 178 finished with value: 0.9974317359643997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:58,917] Trial 179 finished with value: 0.9971031139898772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:01,077] Trial 180 finished with value: 0.9926387375437149 and parameters: {'classifier': 'SVC', 'svc_c': 310.9701792136303, 'svc_kernel': 'sigmoid'}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:04,836] Trial 181 finished with value: 0.9971780815615685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:06,842] Trial 182 finished with value: 0.9952937728913879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:10,237] Trial 183 finished with value: 0.9972448922688747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:11,854] Trial 184 finished with value: 0.9972006115086343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:15,194] Trial 185 finished with value: 0.9971821013579772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:18,593] Trial 186 finished with value: 0.9975238587320024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:22,028] Trial 187 finished with value: 0.9974538921658667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:24,904] Trial 188 finished with value: 0.9969746783906558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:27,954] Trial 189 finished with value: 0.9969740220824672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:30,585] Trial 190 finished with value: 0.9973645756957804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 65}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:32,379] Trial 191 finished with value: 0.9974096816098775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:34,436] Trial 192 finished with value: 0.9974659777071283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:37,373] Trial 193 finished with value: 0.997382219211136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:40,730] Trial 194 finished with value: 0.9971829840526598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:43,112] Trial 195 finished with value: 0.9974795051967398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:46,143] Trial 196 finished with value: 0.9975037525771923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:49,385] Trial 197 finished with value: 0.9973557577307824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:07,256] Trial 198 finished with value: 0.9960833715951581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 112}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:09,018] Trial 199 finished with value: 0.9970471259724941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:11,571] Trial 200 finished with value: 0.9975440853639091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:14,250] Trial 201 finished with value: 0.9972999098997368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:16,412] Trial 202 finished with value: 0.9974020515630183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:19,406] Trial 203 finished with value: 0.9972589542248481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:21,626] Trial 204 finished with value: 0.997422213703497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:23,775] Trial 205 finished with value: 0.9975427712875882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:25,833] Trial 206 finished with value: 0.9975490138483464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:28,057] Trial 207 finished with value: 0.9976220073539311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:30,253] Trial 208 finished with value: 0.9975621972355652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:32,458] Trial 209 finished with value: 0.9972422516114975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:34,845] Trial 210 finished with value: 0.9970296044259169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:36,937] Trial 211 finished with value: 0.9973658990395703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:39,191] Trial 212 finished with value: 0.9976539526686269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:41,496] Trial 213 finished with value: 0.9976031575441885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:43,905] Trial 214 finished with value: 0.9974316957842086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:46,593] Trial 215 finished with value: 0.9976081167191823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:49,255] Trial 216 finished with value: 0.9973659161780404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:51,527] Trial 217 finished with value: 0.9975853933295706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:13,549] Trial 218 finished with value: 0.9903713246866487 and parameters: {'classifier': 'SVC', 'svc_c': 13984735.085549826, 'svc_kernel': 'rbf'}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:16,132] Trial 219 finished with value: 0.9974436345376482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:19,322] Trial 220 finished with value: 0.9973879136899703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:21,600] Trial 221 finished with value: 0.9974336264963338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:22,531] Trial 222 finished with value: 0.9881817570456063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:25,459] Trial 223 finished with value: 0.997510130119271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:28,282] Trial 224 finished with value: 0.99717792471283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:39,522] Trial 225 finished with value: 0.9961431865059481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 55, 'rf_n_estimators': 90}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:42,270] Trial 226 finished with value: 0.9977012878216067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:45,233] Trial 227 finished with value: 0.99732246263462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:46,255] Trial 228 finished with value: 0.9966591728363673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:48,923] Trial 229 finished with value: 0.997284529328922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:51,745] Trial 230 finished with value: 0.9972509705542242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:53,911] Trial 231 finished with value: 0.9974425301854198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:56,070] Trial 232 finished with value: 0.9974342250415309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:59,016] Trial 233 finished with value: 0.9971939362967212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:01,400] Trial 234 finished with value: 0.9973588828038418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:04,945] Trial 235 finished with value: 0.9971380779921661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:07,330] Trial 236 finished with value: 0.9970025408139828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:08,950] Trial 237 finished with value: 0.9971807553850592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:11,142] Trial 238 finished with value: 0.997312519338637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:13,502] Trial 239 finished with value: 0.9974974287991288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:16,234] Trial 240 finished with value: 0.9973253462774169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:19,292] Trial 241 finished with value: 0.9976637226756351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:22,547] Trial 242 finished with value: 0.9975274454646635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:26,825] Trial 243 finished with value: 0.9974829239723947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:29,634] Trial 244 finished with value: 0.9975871409774456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:32,764] Trial 245 finished with value: 0.9974776956916833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:36,319] Trial 246 finished with value: 0.9975890848608021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:40,158] Trial 247 finished with value: 0.9976550319479083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:44,157] Trial 248 finished with value: 0.9974752067097659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:47,228] Trial 249 finished with value: 0.997381944836926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:49,477] Trial 250 finished with value: 0.9972920468014231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:53,525] Trial 251 finished with value: 0.9973882079638483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:56,812] Trial 252 finished with value: 0.9976225172234147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:02,262] Trial 253 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 1.1173377815987927e-08, 'svc_kernel': 'sigmoid'}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:05,342] Trial 254 finished with value: 0.997347812272599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:09,005] Trial 255 finished with value: 0.9974675067125585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:13,403] Trial 256 finished with value: 0.9974460027568278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:15,094] Trial 257 finished with value: 0.9974231491465818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:18,584] Trial 258 finished with value: 0.9974970213478729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:21,793] Trial 259 finished with value: 0.9970426972014099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 87}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:25,332] Trial 260 finished with value: 0.9977135460170848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:27,959] Trial 261 finished with value: 0.9975380888354094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:31,286] Trial 262 finished with value: 0.9971127395259306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:32,706] Trial 263 finished with value: 0.9972402740859588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:33,320] Trial 264 finished with value: 0.9965318861176584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 16}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:34,188] Trial 265 finished with value: 0.990754654657008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:38,418] Trial 266 finished with value: 0.997547883090179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:46,495] Trial 267 finished with value: 0.9969356712645961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:50,211] Trial 268 finished with value: 0.9973540933949149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:53,407] Trial 269 finished with value: 0.9973482883094732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:55,696] Trial 270 finished with value: 0.9974245341888638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:57,585] Trial 271 finished with value: 0.9974146693172501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:02,817] Trial 272 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8412018803163901e-07, 'svc_kernel': 'rbf'}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:05,166] Trial 273 finished with value: 0.9971680495263963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:07,677] Trial 274 finished with value: 0.997427337185638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:11,903] Trial 275 finished with value: 0.9976449189810719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:16,676] Trial 276 finished with value: 0.9972858800942638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:20,074] Trial 277 finished with value: 0.9976811756048564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:23,776] Trial 278 finished with value: 0.9973069518749086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:28,642] Trial 279 finished with value: 0.9972023315762675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:32,269] Trial 280 finished with value: 0.9973529064289134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:35,491] Trial 281 finished with value: 0.9970993459385507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:37,981] Trial 282 finished with value: 0.9974630122440057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 81}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:41,969] Trial 283 finished with value: 0.9973347432370608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:43,010] Trial 284 finished with value: 0.9969257656097713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:45,169] Trial 285 finished with value: 0.9962179832959595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:48,364] Trial 286 finished with value: 0.9972091009862897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:52,811] Trial 287 finished with value: 0.9967688977330944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:56,209] Trial 288 finished with value: 0.9974903024963372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:01,875] Trial 289 finished with value: 0.996438426961986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:03,858] Trial 290 finished with value: 0.9974865269866023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:07,779] Trial 291 finished with value: 0.9976267556622678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:13,195] Trial 292 finished with value: 0.9852072026948179 and parameters: {'classifier': 'SVC', 'svc_c': 1.4442434554566065e-10, 'svc_kernel': 'sigmoid'}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:15,797] Trial 293 finished with value: 0.9972293562140511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:19,261] Trial 294 finished with value: 0.9970111219189773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:21,334] Trial 295 finished with value: 0.997270713183042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:25,083] Trial 296 finished with value: 0.9972874197953688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:28,276] Trial 297 finished with value: 0.997673634836731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:32,604] Trial 298 finished with value: 0.9974811960020226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:35,741] Trial 299 finished with value: 0.9972849555055433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:39,959] Trial 300 finished with value: 0.9975804791906674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:42,141] Trial 301 finished with value: 0.9972900384266384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 44}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:45,122] Trial 302 finished with value: 0.9975681884955722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:48,451] Trial 303 finished with value: 0.9974513760480384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:52,280] Trial 304 finished with value: 0.9975053767646073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:54,914] Trial 305 finished with value: 0.9974058229785631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:57,920] Trial 306 finished with value: 0.9975329893153887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:02,426] Trial 307 finished with value: 0.9975896913087382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:06,102] Trial 308 finished with value: 0.9973075206182104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:10,383] Trial 309 finished with value: 0.9969288375218355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 89}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:14,555] Trial 310 finished with value: 0.997313792568271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:19,119] Trial 311 finished with value: 0.9973743315159441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:22,355] Trial 312 finished with value: 0.9957685306643901 and parameters: {'classifier': 'SVC', 'svc_c': 136392.5537319224, 'svc_kernel': 'rbf'}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:26,780] Trial 313 finished with value: 0.9973372307907726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:28,844] Trial 314 finished with value: 0.9971752787234841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:32,619] Trial 315 finished with value: 0.9976121812343024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:36,226] Trial 316 finished with value: 0.9973738531304649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:39,504] Trial 317 finished with value: 0.9975196631075862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:42,648] Trial 318 finished with value: 0.9972362211234369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:46,038] Trial 319 finished with value: 0.9974977838510998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:48,329] Trial 320 finished with value: 0.9968426071506578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:51,802] Trial 321 finished with value: 0.9976325959450488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:54,390] Trial 322 finished with value: 0.9974820337558281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:57,697] Trial 323 finished with value: 0.9978162624221326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:01,417] Trial 324 finished with value: 0.9973605894146021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:05,497] Trial 325 finished with value: 0.9975383279805423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:08,236] Trial 326 finished with value: 0.997429063823018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:11,151] Trial 327 finished with value: 0.9969957811157603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:14,833] Trial 328 finished with value: 0.9974807189812731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:16,298] Trial 329 finished with value: 0.9970786922096231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:18,168] Trial 330 finished with value: 0.9972732923323545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:19,982] Trial 331 finished with value: 0.9973852937257085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:22,219] Trial 332 finished with value: 0.9906437493005505 and parameters: {'classifier': 'SVC', 'svc_c': 7.577767820656927, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:24,582] Trial 333 finished with value: 0.9974210511439464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:29,914] Trial 334 finished with value: 0.9975827247428347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:33,131] Trial 335 finished with value: 0.997621964507756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:36,690] Trial 336 finished with value: 0.9971645196045894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:37,926] Trial 337 finished with value: 0.9898130113180968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:41,354] Trial 338 finished with value: 0.9970127621657734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:44,739] Trial 339 finished with value: 0.9971746893188045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:47,668] Trial 340 finished with value: 0.9972631956153267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:50,210] Trial 341 finished with value: 0.9973985731835732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:51,286] Trial 342 finished with value: 0.996984959155809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:56,069] Trial 343 finished with value: 0.9970468490275136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:58,085] Trial 344 finished with value: 0.9973926822788298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:01,332] Trial 345 finished with value: 0.9972159826215528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:04,988] Trial 346 finished with value: 0.9974086135340774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:07,493] Trial 347 finished with value: 0.9973531678223194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:10,389] Trial 348 finished with value: 0.9974666874936909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:14,410] Trial 349 finished with value: 0.9969953242168444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:17,472] Trial 350 finished with value: 0.9974103930785492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:24,914] Trial 351 finished with value: 0.9971448422289094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:26,991] Trial 352 finished with value: 0.99732049999416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:31,798] Trial 353 finished with value: 0.9853728762539227 and parameters: {'classifier': 'SVC', 'svc_c': 0.006061156453532224, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:34,743] Trial 354 finished with value: 0.9978021803443259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:37,650] Trial 355 finished with value: 0.9975201891634026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:39,596] Trial 356 finished with value: 0.9973400934230748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:40,601] Trial 357 finished with value: 0.9936718304574734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:43,815] Trial 358 finished with value: 0.9970751620656508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:46,386] Trial 359 finished with value: 0.9977403964772321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:48,816] Trial 360 finished with value: 0.997584653391996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:51,460] Trial 361 finished with value: 0.9976219161709229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:54,426] Trial 362 finished with value: 0.9975715361148385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:56,954] Trial 363 finished with value: 0.9975105601679174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:59,430] Trial 364 finished with value: 0.9974676185252065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:03,287] Trial 365 finished with value: 0.9974111545026872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:06,852] Trial 366 finished with value: 0.997478897637977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:09,534] Trial 367 finished with value: 0.9972072473972796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:13,582] Trial 368 finished with value: 0.9974140908304108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:24,955] Trial 369 finished with value: 0.9951490467003307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:27,141] Trial 370 finished with value: 0.9975416579535321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:28,186] Trial 371 finished with value: 0.996278596922929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:31,128] Trial 372 finished with value: 0.9972913740212608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:33,996] Trial 373 finished with value: 0.9895385901676499 and parameters: {'classifier': 'SVC', 'svc_c': 8.64448139605759, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:36,144] Trial 374 finished with value: 0.9957578378777221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:39,991] Trial 375 finished with value: 0.9974779918380979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:42,797] Trial 376 finished with value: 0.9972250371609128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:44,844] Trial 377 finished with value: 0.9973796710380212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:47,211] Trial 378 finished with value: 0.9974558609634808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:50,254] Trial 379 finished with value: 0.997633429033382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:52,986] Trial 380 finished with value: 0.9976386227515123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:56,038] Trial 381 finished with value: 0.9972960268619717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:59,265] Trial 382 finished with value: 0.9971569734727576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:02,685] Trial 383 finished with value: 0.9973967620281456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:05,712] Trial 384 finished with value: 0.9976099585016907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:08,431] Trial 385 finished with value: 0.997155589319137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:11,142] Trial 386 finished with value: 0.9974230067068531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:13,880] Trial 387 finished with value: 0.9973972071522978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:16,919] Trial 388 finished with value: 0.9971127253390858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:19,966] Trial 389 finished with value: 0.9972901028228528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 99}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:22,865] Trial 390 finished with value: 0.9973625254269578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:26,700] Trial 391 finished with value: 0.9969220961363855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:15,674] Trial 392 finished with value: 0.9896098031766254 and parameters: {'classifier': 'SVC', 'svc_c': 9721847161.890219, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:18,987] Trial 393 finished with value: 0.9974203597018941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:21,620] Trial 394 finished with value: 0.9974206567369702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:24,061] Trial 395 finished with value: 0.9974070107062741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:28,281] Trial 396 finished with value: 0.9973360249089782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:30,393] Trial 397 finished with value: 0.9966418550788939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:34,840] Trial 398 finished with value: 0.9974991813346414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:38,557] Trial 399 finished with value: 0.9977144495318347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:40,397] Trial 400 finished with value: 0.9972781210328109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:43,304] Trial 401 finished with value: 0.9975081727473035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:47,903] Trial 402 finished with value: 0.9975499384053289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:51,175] Trial 403 finished with value: 0.9971113861898181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:52,035] Trial 404 finished with value: 0.9969905255087106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 71}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:55,195] Trial 405 finished with value: 0.9974705659611974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:07,802] Trial 406 finished with value: 0.9969455912332174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:13,098] Trial 407 finished with value: 0.997101641827039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:15,116] Trial 408 finished with value: 0.9974301791565624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:17,969] Trial 409 finished with value: 0.9976317382280994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:20,932] Trial 410 finished with value: 0.9975222970047896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:21,236] Trial 411 finished with value: 0.9807558381559605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 2}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:24,921] Trial 412 finished with value: 0.9867373041302722 and parameters: {'classifier': 'SVC', 'svc_c': 29619234.11837176, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:28,776] Trial 413 finished with value: 0.9973487377499809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:32,417] Trial 414 finished with value: 0.9973012359095111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:33,406] Trial 415 finished with value: 0.9972417358070254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 33}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:34,416] Trial 416 finished with value: 0.9890054144595929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:38,837] Trial 417 finished with value: 0.9975725169431309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:41,158] Trial 418 finished with value: 0.9974710013735502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:45,178] Trial 419 finished with value: 0.9975066697669576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:48,290] Trial 420 finished with value: 0.997213797561837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:51,786] Trial 421 finished with value: 0.99749376103959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:53,604] Trial 422 finished with value: 0.9961990364634336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:56,667] Trial 423 finished with value: 0.99728256049957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:59,790] Trial 424 finished with value: 0.997258297472329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:02,560] Trial 425 finished with value: 0.9976443840069037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:05,970] Trial 426 finished with value: 0.9972175956054863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:08,438] Trial 427 finished with value: 0.9975520738269573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:11,156] Trial 428 finished with value: 0.9975998913326549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:16,607] Trial 429 finished with value: 0.9973397302144617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:22,243] Trial 430 finished with value: 0.9962164095718175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:25,880] Trial 431 finished with value: 0.9972014528805611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:29,336] Trial 432 finished with value: 0.9973816650355337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:34,063] Trial 433 finished with value: 0.9970251983791744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:39,133] Trial 434 finished with value: 0.9945686326081739 and parameters: {'classifier': 'SVC', 'svc_c': 471396.15715508955, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:41,585] Trial 435 finished with value: 0.9975972481362448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:44,395] Trial 436 finished with value: 0.997579725066248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:48,356] Trial 437 finished with value: 0.9973822048973399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:51,507] Trial 438 finished with value: 0.9973629602997661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:09,848] Trial 439 finished with value: 0.996505673399024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:12,103] Trial 440 finished with value: 0.9975890562332097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:29,564] Trial 441 finished with value: 0.9965242485171775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:38,535] Trial 442 finished with value: 0.996080537400021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 42, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:40,995] Trial 443 finished with value: 0.9974827675679866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:49,041] Trial 444 finished with value: 0.9965565750993557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:50,125] Trial 445 finished with value: 0.997142968930659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 20}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:52,642] Trial 446 finished with value: 0.997308108340781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 67}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:57,271] Trial 447 finished with value: 0.9973597241122928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:00,631] Trial 448 finished with value: 0.9975333724871458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:02,922] Trial 449 finished with value: 0.9974887141727576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:03,745] Trial 450 finished with value: 0.9965071414994097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:07,589] Trial 451 finished with value: 0.9974252467683623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:11,542] Trial 452 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 93911230.58066635, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:14,258] Trial 453 finished with value: 0.9972470188356269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:17,724] Trial 454 finished with value: 0.9970877555721214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:20,877] Trial 455 finished with value: 0.9975946560378658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:36,033] Trial 456 finished with value: 0.9949447783857982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:40,289] Trial 457 finished with value: 0.9973543401254076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:49,257] Trial 458 finished with value: 0.995223032269427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:56,238] Trial 459 finished with value: 0.9971654500330849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:57,388] Trial 460 finished with value: 0.9968907510807338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:01,013] Trial 461 finished with value: 0.997243173756399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:04,988] Trial 462 finished with value: 0.997558002372859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:10,195] Trial 463 finished with value: 0.9972928511986879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:12,621] Trial 464 finished with value: 0.9975535983573426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:22,888] Trial 465 finished with value: 0.9969246997238871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:26,468] Trial 466 finished with value: 0.9974168794181747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:29,810] Trial 467 finished with value: 0.9970032957001121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:32,914] Trial 468 finished with value: 0.9974964111231257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:36,824] Trial 469 finished with value: 0.9972662476277229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:46,336] Trial 470 finished with value: 0.9929290430407823 and parameters: {'classifier': 'SVC', 'svc_c': 1558367.1759928032, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:50,700] Trial 471 finished with value: 0.9973610304445643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:54,070] Trial 472 finished with value: 0.9976448409058197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:57,509] Trial 473 finished with value: 0.9973390290606098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:00,134] Trial 474 finished with value: 0.9975671250217686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:03,346] Trial 475 finished with value: 0.9973361977853603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:06,059] Trial 476 finished with value: 0.9974975482923504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:08,418] Trial 477 finished with value: 0.997224525736272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:12,047] Trial 478 finished with value: 0.9975881131412891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:14,984] Trial 479 finished with value: 0.9972985271108463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:25,500] Trial 480 finished with value: 0.9973266748262238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:28,121] Trial 481 finished with value: 0.9974648242246191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:30,687] Trial 482 finished with value: 0.9975681834809826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:34,351] Trial 483 finished with value: 0.9975278363487319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:35,553] Trial 484 finished with value: 0.9892319226049788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:37,370] Trial 485 finished with value: 0.9973499711168031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:39,951] Trial 486 finished with value: 0.9975198283351326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:43,127] Trial 487 finished with value: 0.9975759592683131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:46,696] Trial 488 finished with value: 0.9971584217686894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:49,394] Trial 489 finished with value: 0.9913157433786165 and parameters: {'classifier': 'SVC', 'svc_c': 8327.194193576865, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:50,964] Trial 490 finished with value: 0.9974496466811983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 49}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:53,873] Trial 491 finished with value: 0.9975385775674467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:56,267] Trial 492 finished with value: 0.996920245118146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 62}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:59,541] Trial 493 finished with value: 0.9973329988581905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:02,755] Trial 494 finished with value: 0.9974175820319705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:05,028] Trial 495 finished with value: 0.9974471901036842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:07,731] Trial 496 finished with value: 0.9974034904327914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:10,379] Trial 497 finished with value: 0.9974365354977189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:10,922] Trial 498 finished with value: 0.9962597377505035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 12}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:13,359] Trial 499 finished with value: 0.9975463764282356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:22,242] Trial 500 finished with value: 0.9971068789943646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:24,998] Trial 501 finished with value: 0.997752869919199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:31,294] Trial 502 finished with value: 0.9971220949406535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:35,159] Trial 503 finished with value: 0.9971248627083501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:39,020] Trial 504 finished with value: 0.9974498106392282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:43,813] Trial 505 finished with value: 0.9970671438324455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:47,223] Trial 506 finished with value: 0.9975160931008026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:50,751] Trial 507 finished with value: 0.9972853392803205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:52,727] Trial 508 finished with value: 0.9928701890268788 and parameters: {'classifier': 'SVC', 'svc_c': 73.8669250666006, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:02,715] Trial 509 finished with value: 0.9965398253234744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 91}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:06,897] Trial 510 finished with value: 0.9972960108025903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:10,068] Trial 511 finished with value: 0.9973975280860182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:13,241] Trial 512 finished with value: 0.9974899239900527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:18,193] Trial 513 finished with value: 0.9972812130032325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 101}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:22,353] Trial 514 finished with value: 0.9973450099105831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:36,571] Trial 515 finished with value: 0.9967360660421187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:38,972] Trial 516 finished with value: 0.9975465703785882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:49,772] Trial 517 finished with value: 0.995314770817922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:51,726] Trial 518 finished with value: 0.9974067537561754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:54,193] Trial 519 finished with value: 0.995867186204177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:57,049] Trial 520 finished with value: 0.9975328901979038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:04,804] Trial 521 finished with value: 0.9973910042956619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:07,078] Trial 522 finished with value: 0.9972025504408775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:09,600] Trial 523 finished with value: 0.9971295023143538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:12,835] Trial 524 finished with value: 0.997430605650563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:13,680] Trial 525 finished with value: 0.9970061514135504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:16,870] Trial 526 finished with value: 0.9974556879284092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:18,269] Trial 527 finished with value: 0.9974867996787032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:19,154] Trial 528 finished with value: 0.9904353008814387 and parameters: {'classifier': 'SVC', 'svc_c': 11977.042834372507, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:20,090] Trial 529 finished with value: 0.9973287778751864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:21,347] Trial 530 finished with value: 0.9974764156383992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:23,807] Trial 531 finished with value: 0.9970432181474232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:26,926] Trial 532 finished with value: 0.9971922940821751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:33,886] Trial 533 finished with value: 0.9972487460760274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:35,899] Trial 534 finished with value: 0.9972733417800143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:37,992] Trial 535 finished with value: 0.9973485381185428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:40,225] Trial 536 finished with value: 0.9930130503619689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 43, 'rf_n_estimators': 89}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:42,810] Trial 537 finished with value: 0.9975385107908893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:45,297] Trial 538 finished with value: 0.9977771777286272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:48,237] Trial 539 finished with value: 0.9973646604359935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:49,166] Trial 540 finished with value: 0.9973210368726028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:50,864] Trial 541 finished with value: 0.9968698661411505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:52,494] Trial 542 finished with value: 0.9975503181811297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:55,836] Trial 543 finished with value: 0.9974744450952002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:58,503] Trial 544 finished with value: 0.9974267992598441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:01,226] Trial 545 finished with value: 0.997224368665368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:02,122] Trial 546 finished with value: 0.9971807753799409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:03,721] Trial 547 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.60841683187404e-05, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:10,918] Trial 548 finished with value: 0.9919837976715385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:12,533] Trial 549 finished with value: 0.997171375690837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:15,917] Trial 550 finished with value: 0.9973633558493069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:21,895] Trial 551 finished with value: 0.9973709001403401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:25,495] Trial 552 finished with value: 0.9972551368845514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:28,442] Trial 553 finished with value: 0.9975717108320189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:31,504] Trial 554 finished with value: 0.9972053532472239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:35,160] Trial 555 finished with value: 0.9971800380448747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:36,523] Trial 556 finished with value: 0.9971058779807628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:38,920] Trial 557 finished with value: 0.9975918496768736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:46,674] Trial 558 finished with value: 0.996601811900583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 73}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:49,460] Trial 559 finished with value: 0.9976921438765611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:51,731] Trial 560 finished with value: 0.9974060300366713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:54,566] Trial 561 finished with value: 0.997080387362999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:56,605] Trial 562 finished with value: 0.9968805873332455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:59,249] Trial 563 finished with value: 0.9972947856241484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:01,068] Trial 564 finished with value: 0.9974623051551653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:03,360] Trial 565 finished with value: 0.9972046357166119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:06,236] Trial 566 finished with value: 0.9973044520703646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:09,332] Trial 567 finished with value: 0.997400500594956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:12,100] Trial 568 finished with value: 0.9867147009003782 and parameters: {'classifier': 'SVC', 'svc_c': 2399220.728965851, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:15,159] Trial 569 finished with value: 0.9976576767312136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:17,700] Trial 570 finished with value: 0.9975530733171393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:19,963] Trial 571 finished with value: 0.9973537922973866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:37,057] Trial 572 finished with value: 0.996145062755824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:39,532] Trial 573 finished with value: 0.9971613957058328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:42,480] Trial 574 finished with value: 0.9973772100489379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:45,572] Trial 575 finished with value: 0.9974558811487899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:48,170] Trial 576 finished with value: 0.9975772693773953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:54,747] Trial 577 finished with value: 0.99676350857293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:58,291] Trial 578 finished with value: 0.9974467148285197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:30:00,338] Trial 579 finished with value: 0.9973435720246852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:30:03,387] Trial 580 finished with value: 0.9974738290306783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:30:05,387] Trial 581 finished with value: 0.9972250596948272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:30:06,967] Trial 582 finished with value: 0.9942870206317691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:30:15,770] Trial 583 finished with value: 0.9961051400546097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 70}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:30:17,453] Trial 584 finished with value: 0.9970044949169458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:31:41,585] Trial 585 finished with value: 0.9894475259862129 and parameters: {'classifier': 'SVC', 'svc_c': 352100753.9467076, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:31:44,054] Trial 586 finished with value: 0.9974347742660196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:31:46,229] Trial 587 finished with value: 0.9971329100769548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:31:52,451] Trial 588 finished with value: 0.9971701095704945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:31:56,386] Trial 589 finished with value: 0.9974458215651141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:31:59,450] Trial 590 finished with value: 0.9971420976933608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:02,244] Trial 591 finished with value: 0.9972209928945778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:05,510] Trial 592 finished with value: 0.9974758054136523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:08,443] Trial 593 finished with value: 0.9974338443453307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:11,554] Trial 594 finished with value: 0.9971925159301483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:14,543] Trial 595 finished with value: 0.9973335476383486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:17,248] Trial 596 finished with value: 0.9973919305030156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:19,410] Trial 597 finished with value: 0.9975519568092924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:20,265] Trial 598 finished with value: 0.9899401628333199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:21,903] Trial 599 finished with value: 0.9969623859817133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:25,345] Trial 600 finished with value: 0.99741990975358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:28,525] Trial 601 finished with value: 0.9976005920739138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:30,270] Trial 602 finished with value: 0.9971866047448819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:32,423] Trial 603 finished with value: 0.995852379835584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:37,861] Trial 604 finished with value: 0.9853941808321188 and parameters: {'classifier': 'SVC', 'svc_c': 0.039387341637752114, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:40,329] Trial 605 finished with value: 0.9971243244651774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:43,703] Trial 606 finished with value: 0.9973856817851031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:46,062] Trial 607 finished with value: 0.9974078418268572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:48,728] Trial 608 finished with value: 0.9973683907826859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:52,360] Trial 609 finished with value: 0.9972587644321615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:03,615] Trial 610 finished with value: 0.9970459044756493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:06,223] Trial 611 finished with value: 0.9975275406466478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:20,960] Trial 612 finished with value: 0.9970110988137807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:24,295] Trial 613 finished with value: 0.9973827875735831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:26,806] Trial 614 finished with value: 0.9975040606887982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:27,994] Trial 615 finished with value: 0.9969866731932399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:29,569] Trial 616 finished with value: 0.9971021782928889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:31,975] Trial 617 finished with value: 0.9969013090130329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:36,028] Trial 618 finished with value: 0.9973322215016228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:40,154] Trial 619 finished with value: 0.9973692604330885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:43,132] Trial 620 finished with value: 0.9973277395378056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:46,202] Trial 621 finished with value: 0.9975140417846289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:49,340] Trial 622 finished with value: 0.9973220312847196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:54,524] Trial 623 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.00020939804831764962, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:57,321] Trial 624 finished with value: 0.9972537352750818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:00,709] Trial 625 finished with value: 0.997274213112526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:03,145] Trial 626 finished with value: 0.9974292576464189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:05,477] Trial 627 finished with value: 0.9970827790682302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:09,289] Trial 628 finished with value: 0.9972010311472467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:11,591] Trial 629 finished with value: 0.9972943154587869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:28,324] Trial 630 finished with value: 0.9966386306661846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:30,652] Trial 631 finished with value: 0.9965328951926887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:33,356] Trial 632 finished with value: 0.9975532191210862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:34,776] Trial 633 finished with value: 0.9970271219185326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 60}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:36,832] Trial 634 finished with value: 0.9970001661837459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:41,288] Trial 635 finished with value: 0.997345671614216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:44,931] Trial 636 finished with value: 0.9974459013859512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:48,066] Trial 637 finished with value: 0.9969741088539062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:53,959] Trial 638 finished with value: 0.997065670146188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:57,189] Trial 639 finished with value: 0.9974170930142922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:00,535] Trial 640 finished with value: 0.9975125762867515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:04,782] Trial 641 finished with value: 0.9976966406302431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:07,007] Trial 642 finished with value: 0.9963849137396759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:10,997] Trial 643 finished with value: 0.9972011658111882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:16,076] Trial 644 finished with value: 0.9973563586880605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:21,266] Trial 645 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.139053584776815e-06, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:24,763] Trial 646 finished with value: 0.9974849481843951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:29,230] Trial 647 finished with value: 0.9975064158002219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:35,254] Trial 648 finished with value: 0.9963556352661311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:38,731] Trial 649 finished with value: 0.9975921264949026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:42,313] Trial 650 finished with value: 0.997275190354435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:47,110] Trial 651 finished with value: 0.9974248191317971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:48,950] Trial 652 finished with value: 0.9974298971652544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:53,456] Trial 653 finished with value: 0.9973233291112319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:56,820] Trial 654 finished with value: 0.9975267236494338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:00,308] Trial 655 finished with value: 0.9975152699464344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:01,292] Trial 656 finished with value: 0.9967800366595276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 26}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:13,033] Trial 657 finished with value: 0.9962587895487799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:16,993] Trial 658 finished with value: 0.9971888843518238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:19,814] Trial 659 finished with value: 0.9975137623323537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:31,903] Trial 660 finished with value: 0.9969107398370239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:34,796] Trial 661 finished with value: 0.9973157284854128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:37,924] Trial 662 finished with value: 0.9974224531342711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:39,706] Trial 663 finished with value: 0.994706320727822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:41,580] Trial 664 finished with value: 0.9884524658447544 and parameters: {'classifier': 'SVC', 'svc_c': 1.9904100250470158, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:48,099] Trial 665 finished with value: 0.9971039703420965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:52,213] Trial 666 finished with value: 0.9964774384996146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:54,808] Trial 667 finished with value: 0.9972280382974436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:57,322] Trial 668 finished with value: 0.9972281608375041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:59,543] Trial 669 finished with value: 0.9971523618913264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:01,609] Trial 670 finished with value: 0.9974847111657023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:02,187] Trial 671 finished with value: 0.9962458152191574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 36}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:04,234] Trial 672 finished with value: 0.9975270716555893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:19,143] Trial 673 finished with value: 0.9962581089293542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:20,229] Trial 674 finished with value: 0.9971829035970643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:33,070] Trial 675 finished with value: 0.9965422206150891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:45,028] Trial 676 finished with value: 0.9964992104819741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:46,771] Trial 677 finished with value: 0.9972351764067368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:50,188] Trial 678 finished with value: 0.9975511572361896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:54,900] Trial 679 finished with value: 0.9974094030780014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:57,121] Trial 680 finished with value: 0.9972106215176987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:02,803] Trial 681 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.2570269042604949e-09, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:04,306] Trial 682 finished with value: 0.9972133900788432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:05,749] Trial 683 finished with value: 0.9969852046167853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:08,761] Trial 684 finished with value: 0.997607771410749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:10,895] Trial 685 finished with value: 0.9972908657069346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:14,870] Trial 686 finished with value: 0.9975148131427322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:18,711] Trial 687 finished with value: 0.9971283347402139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:22,215] Trial 688 finished with value: 0.9975135210290432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:27,445] Trial 689 finished with value: 0.997599817446806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:30,369] Trial 690 finished with value: 0.9974426510116335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:33,371] Trial 691 finished with value: 0.9975324478666873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:34,361] Trial 692 finished with value: 0.9969367350557787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:36,679] Trial 693 finished with value: 0.997021346888889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:39,927] Trial 694 finished with value: 0.9973460629108771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:43,468] Trial 695 finished with value: 0.9973570211534032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:48,166] Trial 696 finished with value: 0.9970348237882763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:50,315] Trial 697 finished with value: 0.9973832167970437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:54,247] Trial 698 finished with value: 0.9974443092220852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:57,165] Trial 699 finished with value: 0.9975249354722511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:59,160] Trial 700 finished with value: 0.9927048342750546 and parameters: {'classifier': 'SVC', 'svc_c': 65.85038042566678, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:07,472] Trial 701 finished with value: 0.9972263274972791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:09,569] Trial 702 finished with value: 0.9918532620701938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:12,420] Trial 703 finished with value: 0.9973288619171653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:16,995] Trial 704 finished with value: 0.9975115077983586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:19,683] Trial 705 finished with value: 0.9974534906813374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:21,296] Trial 706 finished with value: 0.997251967695801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:28,414] Trial 707 finished with value: 0.9972511251813092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:31,827] Trial 708 finished with value: 0.9973281883118172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:37,499] Trial 709 finished with value: 0.9972803751224751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:41,079] Trial 710 finished with value: 0.9974907594587288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:41,519] Trial 711 finished with value: 0.9931417927715418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 11}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:43,975] Trial 712 finished with value: 0.9974190957397293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:47,617] Trial 713 finished with value: 0.997601278310949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:50,536] Trial 714 finished with value: 0.9972474145121194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:52,642] Trial 715 finished with value: 0.9966161685430271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:56,515] Trial 716 finished with value: 0.9974205248659648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:08,826] Trial 717 finished with value: 0.9969349910577634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:13,192] Trial 718 finished with value: 0.9971681591491285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:15,880] Trial 719 finished with value: 0.9893630662094172 and parameters: {'classifier': 'SVC', 'svc_c': 19833.65162862225, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:20,955] Trial 720 finished with value: 0.9973212643064477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:24,269] Trial 721 finished with value: 0.997229221137517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:25,887] Trial 722 finished with value: 0.9975342229043763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:29,465] Trial 723 finished with value: 0.9973482875795013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:33,361] Trial 724 finished with value: 0.9976213685650674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:38,672] Trial 725 finished with value: 0.9973420798987033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:41,119] Trial 726 finished with value: 0.997400479394034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:43,973] Trial 727 finished with value: 0.9974962640179248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:45,466] Trial 728 finished with value: 0.9974735157140557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:48,743] Trial 729 finished with value: 0.9972336172820323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:50,572] Trial 730 finished with value: 0.9975757983253842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:53,174] Trial 731 finished with value: 0.9974208622081832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:54,927] Trial 732 finished with value: 0.9970508812651818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:41:01,795] Trial 733 finished with value: 0.9971281419641639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:41:04,561] Trial 734 finished with value: 0.9975757175524098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:41:05,631] Trial 735 finished with value: 0.9972289503496903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 66}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:41:08,500] Trial 736 finished with value: 0.9975080698530077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:41:10,799] Trial 737 finished with value: 0.9974149831099414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:10,881] Trial 738 finished with value: 0.9897376312805598 and parameters: {'classifier': 'SVC', 'svc_c': 725781877.9262106, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:12,802] Trial 739 finished with value: 0.9965990489253103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:16,053] Trial 740 finished with value: 0.9975411837574564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:18,758] Trial 741 finished with value: 0.9974072887938196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:23,688] Trial 742 finished with value: 0.9971406393999885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:25,249] Trial 743 finished with value: 0.9973285448237318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:28,251] Trial 744 finished with value: 0.9971627556751681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:29,503] Trial 745 finished with value: 0.9943482231556114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:31,388] Trial 746 finished with value: 0.9974658526915108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:34,753] Trial 747 finished with value: 0.9974746364430443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:44,082] Trial 748 finished with value: 0.9966967553747121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:47,161] Trial 749 finished with value: 0.9974061499742236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:49,205] Trial 750 finished with value: 0.9971859102877286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:57,980] Trial 751 finished with value: 0.9970332924977167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:00,468] Trial 752 finished with value: 0.9974953570754809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:11,333] Trial 753 finished with value: 0.9966189000025579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:13,245] Trial 754 finished with value: 0.997554204614851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:15,454] Trial 755 finished with value: 0.9970609251068557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:16,347] Trial 756 finished with value: 0.9970005339308798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:17,747] Trial 757 finished with value: 0.9866190197420656 and parameters: {'classifier': 'SVC', 'svc_c': 9987601.576461349, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:20,521] Trial 758 finished with value: 0.9974133320722568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:24,211] Trial 759 finished with value: 0.9973149610310724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:27,460] Trial 760 finished with value: 0.9973291209302282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:31,609] Trial 761 finished with value: 0.9973692064151699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:34,791] Trial 762 finished with value: 0.9972336931991069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:36,559] Trial 763 finished with value: 0.9975799092095872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:40,617] Trial 764 finished with value: 0.9974882649861533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:44,367] Trial 765 finished with value: 0.9976463220187474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:59,316] Trial 766 finished with value: 0.9963472099307866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:10,928] Trial 767 finished with value: 0.9962068285005724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:13,297] Trial 768 finished with value: 0.9965081081408574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:16,697] Trial 769 finished with value: 0.9971849091471753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:19,514] Trial 770 finished with value: 0.9974425783635633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:22,888] Trial 771 finished with value: 0.9976618230349213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:26,797] Trial 772 finished with value: 0.9971419208497405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:29,278] Trial 773 finished with value: 0.9973565062058545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:32,067] Trial 774 finished with value: 0.9975252744013651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:35,552] Trial 775 finished with value: 0.9974971905426574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:38,231] Trial 776 finished with value: 0.9974977415762071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:40,167] Trial 777 finished with value: 0.9950629895546519 and parameters: {'classifier': 'SVC', 'svc_c': 1159.4400523801428, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:46,316] Trial 778 finished with value: 0.9973213747861035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:53,420] Trial 779 finished with value: 0.9972113557107121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:54,136] Trial 780 finished with value: 0.9873994449845364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 96}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:58,282] Trial 781 finished with value: 0.9974584280523887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:06,343] Trial 782 finished with value: 0.9967520842274951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:15,841] Trial 783 finished with value: 0.9971524945875175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:19,897] Trial 784 finished with value: 0.997414527702707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:22,343] Trial 785 finished with value: 0.9973730475271595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:25,436] Trial 786 finished with value: 0.9976293722623112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:27,385] Trial 787 finished with value: 0.9972888154381119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:29,514] Trial 788 finished with value: 0.9953491683303005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:32,906] Trial 789 finished with value: 0.9975862276874201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:42,805] Trial 790 finished with value: 0.9970469293561575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 91}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:44,871] Trial 791 finished with value: 0.9963070404356037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:48,087] Trial 792 finished with value: 0.9973778125296354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:50,752] Trial 793 finished with value: 0.9970480114601127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:53,564] Trial 794 finished with value: 0.9972950652668512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:55,844] Trial 795 finished with value: 0.9976874003289108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:01,811] Trial 796 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.991159433946417e-06, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:04,349] Trial 797 finished with value: 0.9973898693480906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:06,787] Trial 798 finished with value: 0.997420050098607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:09,020] Trial 799 finished with value: 0.9975291847337308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:18,203] Trial 800 finished with value: 0.9966813071386783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 33, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:20,476] Trial 801 finished with value: 0.997291740594092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:21,720] Trial 802 finished with value: 0.9971783310532594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:24,015] Trial 803 finished with value: 0.9974573410607958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:26,151] Trial 804 finished with value: 0.9976891151597892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:27,243] Trial 805 finished with value: 0.9971755733782169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:28,723] Trial 806 finished with value: 0.9976523202293562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:30,167] Trial 807 finished with value: 0.9973933192268948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:31,485] Trial 808 finished with value: 0.9975540664280019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:32,821] Trial 809 finished with value: 0.9972780443222885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:34,249] Trial 810 finished with value: 0.9972957766403092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:35,647] Trial 811 finished with value: 0.9974156237713415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:37,183] Trial 812 finished with value: 0.9971300844193148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:38,450] Trial 813 finished with value: 0.9972590668309439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:40,146] Trial 814 finished with value: 0.997175218738839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:41,818] Trial 815 finished with value: 0.9973663114419399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:43,347] Trial 816 finished with value: 0.9972057798999141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:44,981] Trial 817 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.284294912451805e-08, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:46,215] Trial 818 finished with value: 0.9971456390090765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:48,095] Trial 819 finished with value: 0.9976208726285254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:48,951] Trial 820 finished with value: 0.9960223436932826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:50,523] Trial 821 finished with value: 0.9973355875606132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:51,218] Trial 822 finished with value: 0.9963130462950481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:52,900] Trial 823 finished with value: 0.9972619555200682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:53,921] Trial 824 finished with value: 0.997667663190751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:55,252] Trial 825 finished with value: 0.997432703113654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:07,528] Trial 826 finished with value: 0.9963867986540005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 92}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:12,610] Trial 827 finished with value: 0.9966386815737881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 68}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:14,184] Trial 828 finished with value: 0.9975169653854513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:15,825] Trial 829 finished with value: 0.9973951841463378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:17,445] Trial 830 finished with value: 0.9973260288963308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:18,775] Trial 831 finished with value: 0.9967685124031598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:20,907] Trial 832 finished with value: 0.9972994833739984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:27,233] Trial 833 finished with value: 0.9949296032227202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 55, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:27,982] Trial 834 finished with value: 0.9892530186651228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:33,371] Trial 835 finished with value: 0.9852229346360065 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005524256960749971, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:36,094] Trial 836 finished with value: 0.9976087162165165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:37,170] Trial 837 finished with value: 0.997306333969588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 60}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:38,842] Trial 838 finished with value: 0.9974488135611271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:48,145] Trial 839 finished with value: 0.9963346077598674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 38, 'rf_n_estimators': 89}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:50,003] Trial 840 finished with value: 0.9975371324770436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:51,845] Trial 841 finished with value: 0.9973779822639646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:53,993] Trial 842 finished with value: 0.9974317648776333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:01,915] Trial 843 finished with value: 0.9968321892142686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:03,068] Trial 844 finished with value: 0.9971913388346362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 54}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:04,858] Trial 845 finished with value: 0.9973312570500906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:06,535] Trial 846 finished with value: 0.9971249158058696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:08,392] Trial 847 finished with value: 0.9973880803774603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:12,929] Trial 848 finished with value: 0.997246435715053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:15,937] Trial 849 finished with value: 0.9975414152220156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:19,372] Trial 850 finished with value: 0.9974332775697791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:25,468] Trial 851 finished with value: 0.9968339084249784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 58}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:27,709] Trial 852 finished with value: 0.9975625911982107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:29,067] Trial 853 finished with value: 0.9939486138286355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:34,717] Trial 854 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.442382066337974e-06, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:43,514] Trial 855 finished with value: 0.9968632865555526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:47,323] Trial 856 finished with value: 0.997038707714703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:48,816] Trial 857 finished with value: 0.9972342611172232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:51,777] Trial 858 finished with value: 0.9974490230947922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:07,228] Trial 859 finished with value: 0.9967729741499299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:13,572] Trial 860 finished with value: 0.9964349942851275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:20,903] Trial 861 finished with value: 0.9969522705393201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:22,666] Trial 862 finished with value: 0.9973108405302834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:24,396] Trial 863 finished with value: 0.9973080522916363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:26,145] Trial 864 finished with value: 0.9973957784703931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:33,007] Trial 865 finished with value: 0.997012482047002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:37,972] Trial 866 finished with value: 0.9973152979289602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:40,159] Trial 867 finished with value: 0.997347639745334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:42,059] Trial 868 finished with value: 0.995761192796707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:42,819] Trial 869 finished with value: 0.9958017759955137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 72}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:45,154] Trial 870 finished with value: 0.9973070095744244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:47,699] Trial 871 finished with value: 0.997345304946171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:50,057] Trial 872 finished with value: 0.9972895501071942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:56,180] Trial 873 finished with value: 0.985399424188336 and parameters: {'classifier': 'SVC', 'svc_c': 0.10939340396153788, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:59,896] Trial 874 finished with value: 0.9975835021311403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:03,477] Trial 875 finished with value: 0.997464112597258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:06,389] Trial 876 finished with value: 0.9973912080847658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:07,926] Trial 877 finished with value: 0.9970310082570402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:09,577] Trial 878 finished with value: 0.9975460436562757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:13,982] Trial 879 finished with value: 0.9973416787950287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:17,074] Trial 880 finished with value: 0.9973346027333445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:19,820] Trial 881 finished with value: 0.9973963968517822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:24,064] Trial 882 finished with value: 0.9969896503993879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:32,946] Trial 883 finished with value: 0.9968685078221865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 94}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:36,345] Trial 884 finished with value: 0.9975480346386872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:39,004] Trial 885 finished with value: 0.9973300210172841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:42,120] Trial 886 finished with value: 0.997287567598804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:45,807] Trial 887 finished with value: 0.9973456208335639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:07,799] Trial 888 finished with value: 0.9960682539094305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:10,110] Trial 889 finished with value: 0.9969782190081373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:11,954] Trial 890 finished with value: 0.9971986518515376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:16,102] Trial 891 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3782694540043501e-08, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:18,111] Trial 892 finished with value: 0.9974553715014719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:20,329] Trial 893 finished with value: 0.997031662470527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:22,404] Trial 894 finished with value: 0.997318135964384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:23,562] Trial 895 finished with value: 0.9972153963271881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:26,299] Trial 896 finished with value: 0.9966758858914897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:28,986] Trial 897 finished with value: 0.9972440723835111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:31,501] Trial 898 finished with value: 0.9969198668975027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:33,808] Trial 899 finished with value: 0.9948312747738077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:36,817] Trial 900 finished with value: 0.9974802677317047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:39,169] Trial 901 finished with value: 0.9973530290007121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:42,664] Trial 902 finished with value: 0.9973662711982735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:44,116] Trial 903 finished with value: 0.9974006805488914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:44,511] Trial 904 finished with value: 0.9947298320427245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 6}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:47,240] Trial 905 finished with value: 0.9973832803045966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:51,807] Trial 906 finished with value: 0.9972194839792429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:54,519] Trial 907 finished with value: 0.99734427965307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:57,549] Trial 908 finished with value: 0.9971105740802417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:01,002] Trial 909 finished with value: 0.9971870000405194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:03,757] Trial 910 finished with value: 0.9876864323468536 and parameters: {'classifier': 'SVC', 'svc_c': 59570.69983544554, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:05,455] Trial 911 finished with value: 0.9975620264538853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:07,411] Trial 912 finished with value: 0.9972665903971235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 62}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:13,744] Trial 913 finished with value: 0.9966714960945557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 29, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:17,046] Trial 914 finished with value: 0.9974704321859176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:20,569] Trial 915 finished with value: 0.9969512980898353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:23,130] Trial 916 finished with value: 0.9975527718704941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:26,229] Trial 917 finished with value: 0.9974882235364461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:29,689] Trial 918 finished with value: 0.997335513928668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:33,494] Trial 919 finished with value: 0.9973486088940766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:35,573] Trial 920 finished with value: 0.9973648206489503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:38,479] Trial 921 finished with value: 0.9963010733598825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:41,073] Trial 922 finished with value: 0.9976592939045509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:43,146] Trial 923 finished with value: 0.9975246405636149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:45,547] Trial 924 finished with value: 0.9975074163377547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:47,725] Trial 925 finished with value: 0.9974204913189966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:50,186] Trial 926 finished with value: 0.9975096538919695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:52,419] Trial 927 finished with value: 0.9974254653155933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:53,164] Trial 928 finished with value: 0.9858598601036405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:55,733] Trial 929 finished with value: 0.9973206127906832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:58,255] Trial 930 finished with value: 0.9975133061316717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:59,603] Trial 931 finished with value: 0.9955021469803204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:05,158] Trial 932 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.450994196004657e-10, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:12,068] Trial 933 finished with value: 0.9971505306458033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:14,230] Trial 934 finished with value: 0.9967437926991684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:22,321] Trial 935 finished with value: 0.9968489091882548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:25,007] Trial 936 finished with value: 0.9973934822645255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:29,640] Trial 937 finished with value: 0.9972630567302437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:32,125] Trial 938 finished with value: 0.9975182475334373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:42,831] Trial 939 finished with value: 0.9961346393605147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:45,678] Trial 940 finished with value: 0.997405235033827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:51,194] Trial 941 finished with value: 0.9973887038686525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:54,177] Trial 942 finished with value: 0.9974307865566354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:56,396] Trial 943 finished with value: 0.9974546882795378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:57,421] Trial 944 finished with value: 0.9970353805981249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 57}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:59,276] Trial 945 finished with value: 0.9973419926829337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:02,951] Trial 946 finished with value: 0.9973113436395927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:06,003] Trial 947 finished with value: 0.9972879291887837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:09,553] Trial 948 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3745066163.687825, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:20,129] Trial 949 finished with value: 0.9972836507919052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:21,984] Trial 950 finished with value: 0.9970409525686361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 52}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:25,120] Trial 951 finished with value: 0.9975610854884044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:28,432] Trial 952 finished with value: 0.9969217977048417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 41}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:31,731] Trial 953 finished with value: 0.9976118645534617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:34,369] Trial 954 finished with value: 0.9971422707284324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:37,944] Trial 955 finished with value: 0.9971280911200363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:40,853] Trial 956 finished with value: 0.9974654420347259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:43,785] Trial 957 finished with value: 0.9971752151841934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:47,474] Trial 958 finished with value: 0.9975883316250442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:50,131] Trial 959 finished with value: 0.9973945671296787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:56,363] Trial 960 finished with value: 0.9967527731622523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:56:01,344] Trial 961 finished with value: 0.9972423893222779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:56:04,622] Trial 962 finished with value: 0.9974774905061116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:56:06,740] Trial 963 finished with value: 0.9970658170609616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:56:09,368] Trial 964 finished with value: 0.9974334249606214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:56:11,475] Trial 965 finished with value: 0.9965406220719034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 24}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:56:12,822] Trial 966 finished with value: 0.9973934327216519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:57:39,569] Trial 967 finished with value: 0.9898241535770104 and parameters: {'classifier': 'SVC', 'svc_c': 43629725.40275487, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:57:41,795] Trial 968 finished with value: 0.9973106701611961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:00,513] Trial 969 finished with value: 0.9963562907173961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:02,663] Trial 970 finished with value: 0.9970025658551919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:04,471] Trial 971 finished with value: 0.9974479683171754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:09,593] Trial 972 finished with value: 0.9965733278268623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:12,834] Trial 973 finished with value: 0.9976099109265674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:13,805] Trial 974 finished with value: 0.9930854453223567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:17,059] Trial 975 finished with value: 0.9973668037286227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:17,921] Trial 976 finished with value: 0.9915493390113334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:21,832] Trial 977 finished with value: 0.9974138043005819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:22,795] Trial 978 finished with value: 0.9962031873691379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 19}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:25,931] Trial 979 finished with value: 0.9973502322563058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:28,588] Trial 980 finished with value: 0.9970224798369721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:31,057] Trial 981 finished with value: 0.9974657860101672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:34,497] Trial 982 finished with value: 0.9973863066092875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:36,780] Trial 983 finished with value: 0.9975864305243868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:41,862] Trial 984 finished with value: 0.9965036121806232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 47}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:45,704] Trial 985 finished with value: 0.9974544266639666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:51,527] Trial 986 finished with value: 0.9852050716847586 and parameters: {'classifier': 'SVC', 'svc_c': 5.500092726641412e-07, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:53,493] Trial 987 finished with value: 0.9963372069040616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:57,465] Trial 988 finished with value: 0.9975380105062538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:00,302] Trial 989 finished with value: 0.9976386999063652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:03,763] Trial 990 finished with value: 0.9973755084210288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:06,443] Trial 991 finished with value: 0.9974511245885974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:11,029] Trial 992 finished with value: 0.9971983187939365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:30,958] Trial 993 finished with value: 0.9955430585077799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 71, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:33,955] Trial 994 finished with value: 0.9971368272647085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 61}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:34,925] Trial 995 finished with value: 0.9966279798052925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 29}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:36,172] Trial 996 finished with value: 0.9969482267173158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:48,431] Trial 997 finished with value: 0.9969872505375145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:49,849] Trial 998 finished with value: 0.9976572353203966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:51,354] Trial 999 finished with value: 0.9974192740432933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:52,772] Trial 1000 finished with value: 0.9973634369713983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:54,278] Trial 1001 finished with value: 0.9969820064513254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:55,527] Trial 1002 finished with value: 0.9973319510311754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:05,939] Trial 1003 finished with value: 0.9965829321619936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:07,265] Trial 1004 finished with value: 0.9973042597069074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:09,055] Trial 1005 finished with value: 0.9967519287752241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:14,360] Trial 1006 finished with value: 0.9850741337419606 and parameters: {'classifier': 'SVC', 'svc_c': 1.3347056005149842e-10, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:15,893] Trial 1007 finished with value: 0.9970674505793212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:17,621] Trial 1008 finished with value: 0.9964001066125062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:19,375] Trial 1009 finished with value: 0.997376266100094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:20,643] Trial 1010 finished with value: 0.9972657499455958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 68}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:22,364] Trial 1011 finished with value: 0.9972236586883779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:23,800] Trial 1012 finished with value: 0.9968176600128215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 69}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:25,620] Trial 1013 finished with value: 0.9976728063503942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:27,774] Trial 1014 finished with value: 0.9971788693916458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:29,573] Trial 1015 finished with value: 0.997238931540735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:31,262] Trial 1016 finished with value: 0.9972838121156888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:36,291] Trial 1017 finished with value: 0.997357555968882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:50,261] Trial 1018 finished with value: 0.9964364130965432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:52,837] Trial 1019 finished with value: 0.9974098143060687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:54,893] Trial 1020 finished with value: 0.9973229054736429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:56,800] Trial 1021 finished with value: 0.9974807066987029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:59,071] Trial 1022 finished with value: 0.9973981288846065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:08,107] Trial 1023 finished with value: 0.9969855644611801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:11,854] Trial 1024 finished with value: 0.9971566556810902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:12,581] Trial 1025 finished with value: 0.9930943954440014 and parameters: {'classifier': 'SVC', 'svc_c': 2215.657563291186, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:13,980] Trial 1026 finished with value: 0.9974619378206243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:21,432] Trial 1027 finished with value: 0.9967404403509539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:22,426] Trial 1028 finished with value: 0.9970173429614343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:23,143] Trial 1029 finished with value: 0.9907842814858251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:24,767] Trial 1030 finished with value: 0.9973359361380512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:28,199] Trial 1031 finished with value: 0.9975195797321034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:29,463] Trial 1032 finished with value: 0.9975034670312389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:35,869] Trial 1033 finished with value: 0.9969472839110364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:41,356] Trial 1034 finished with value: 0.9971076851689521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:43,862] Trial 1035 finished with value: 0.997439523716921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:45,630] Trial 1036 finished with value: 0.9966229900349556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:48,587] Trial 1037 finished with value: 0.996864505100772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:49,838] Trial 1038 finished with value: 0.9969902806190166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:02:04,316] Trial 1039 finished with value: 0.9962973451078918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:02:06,384] Trial 1040 finished with value: 0.9975040256501483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:02:07,284] Trial 1041 finished with value: 0.9975839498895388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 37}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:02:14,055] Trial 1042 finished with value: 0.9971597911324449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:18,912] Trial 1043 finished with value: 0.9905953494994645 and parameters: {'classifier': 'SVC', 'svc_c': 132819684.58707243, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:20,566] Trial 1044 finished with value: 0.9964609272975838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:23,677] Trial 1045 finished with value: 0.997085253196807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:26,407] Trial 1046 finished with value: 0.9975852007439481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:29,649] Trial 1047 finished with value: 0.9971901001993212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:31,445] Trial 1048 finished with value: 0.9975012531852413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:33,735] Trial 1049 finished with value: 0.9977436584993621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:36,199] Trial 1050 finished with value: 0.9973868910945916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:39,817] Trial 1051 finished with value: 0.9974332830286992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:42,267] Trial 1052 finished with value: 0.9976150305684214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:45,268] Trial 1053 finished with value: 0.997311994520599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:47,497] Trial 1054 finished with value: 0.9936047253493375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 35, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:50,927] Trial 1055 finished with value: 0.9971227326186906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:53,583] Trial 1056 finished with value: 0.9973150993448732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:55,808] Trial 1057 finished with value: 0.9972046403503464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:57,849] Trial 1058 finished with value: 0.9976129281224789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:00,075] Trial 1059 finished with value: 0.9975362370237223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:02,796] Trial 1060 finished with value: 0.9975667619718451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:05,161] Trial 1061 finished with value: 0.9972100568368489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:07,471] Trial 1062 finished with value: 0.9972514705214804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:13,518] Trial 1063 finished with value: 0.9853507555036981 and parameters: {'classifier': 'SVC', 'svc_c': 0.0033782796216417933, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:27,250] Trial 1064 finished with value: 0.9961800658592151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:30,074] Trial 1065 finished with value: 0.9964517716412505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:31,716] Trial 1066 finished with value: 0.9906905553508748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:35,158] Trial 1067 finished with value: 0.9973790641457544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:44,051] Trial 1068 finished with value: 0.9964344683245251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:45,228] Trial 1069 finished with value: 0.996961809875217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:47,888] Trial 1070 finished with value: 0.9971192334826539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:50,897] Trial 1071 finished with value: 0.9975500318417286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:05,788] Trial 1072 finished with value: 0.9959059981738435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:09,502] Trial 1073 finished with value: 0.9975455988495024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:11,828] Trial 1074 finished with value: 0.9976161875103625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:14,382] Trial 1075 finished with value: 0.9972882677687807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:16,622] Trial 1076 finished with value: 0.9970245560356652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:22,183] Trial 1077 finished with value: 0.9968704295207457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:25,052] Trial 1078 finished with value: 0.9975317322720875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:29,014] Trial 1079 finished with value: 0.997047587314717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:34,451] Trial 1080 finished with value: 0.9971662830579423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:38,021] Trial 1081 finished with value: 0.9963715274520147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:41,295] Trial 1082 finished with value: 0.9973159435097361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:46,650] Trial 1083 finished with value: 0.9945617497986082 and parameters: {'classifier': 'SVC', 'svc_c': 472465.6673242969, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:50,267] Trial 1084 finished with value: 0.9974437857687772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:52,828] Trial 1085 finished with value: 0.9973637942767607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:54,730] Trial 1086 finished with value: 0.9970409147370506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:58,933] Trial 1087 finished with value: 0.9973996081567358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:01,513] Trial 1088 finished with value: 0.9973199552447162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:03,637] Trial 1089 finished with value: 0.9972408177880516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:07,042] Trial 1090 finished with value: 0.9977660804740665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:11,698] Trial 1091 finished with value: 0.9971118045906522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:16,492] Trial 1092 finished with value: 0.997302212421448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:20,691] Trial 1093 finished with value: 0.9972134950043653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:24,740] Trial 1094 finished with value: 0.9974142644367646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:28,488] Trial 1095 finished with value: 0.9974792184447457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:32,637] Trial 1096 finished with value: 0.9974733664824148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:36,312] Trial 1097 finished with value: 0.9975176997688924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:39,674] Trial 1098 finished with value: 0.9970726298567034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:49,964] Trial 1099 finished with value: 0.9969659062869343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:53,716] Trial 1100 finished with value: 0.9863568862716128 and parameters: {'classifier': 'SVC', 'svc_c': 1.0077633428708546, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:58,193] Trial 1101 finished with value: 0.9972361920197756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:01,795] Trial 1102 finished with value: 0.9975223202051998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:05,235] Trial 1103 finished with value: 0.9970279649090927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:09,513] Trial 1104 finished with value: 0.9974995634907854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:12,810] Trial 1105 finished with value: 0.9974530920214816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:24,521] Trial 1106 finished with value: 0.9968485948242812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:27,768] Trial 1107 finished with value: 0.9970747515675557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:29,204] Trial 1108 finished with value: 0.9964917683870028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:32,201] Trial 1109 finished with value: 0.9969839522389566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:35,765] Trial 1110 finished with value: 0.9971683978181929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:41,623] Trial 1111 finished with value: 0.9967445380004495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:44,926] Trial 1112 finished with value: 0.997471859249189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 88}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:47,000] Trial 1113 finished with value: 0.9971278612106346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:48,800] Trial 1114 finished with value: 0.9972213575313966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:50,122] Trial 1115 finished with value: 0.9948598314003849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:53,446] Trial 1116 finished with value: 0.9974574707418857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:56,783] Trial 1117 finished with value: 0.9975980355219912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:58,550] Trial 1118 finished with value: 0.9974515463853876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:17,473] Trial 1119 finished with value: 0.9924655202965972 and parameters: {'classifier': 'SVC', 'svc_c': 4326247.950832281, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:20,513] Trial 1120 finished with value: 0.9970003573094247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:21,929] Trial 1121 finished with value: 0.9941439252613492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:36,002] Trial 1122 finished with value: 0.9963682412138614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:39,224] Trial 1123 finished with value: 0.9976516937865384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:46,488] Trial 1124 finished with value: 0.996734272755133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:49,029] Trial 1125 finished with value: 0.9974574874677629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:53,907] Trial 1126 finished with value: 0.9970763628693801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:59,601] Trial 1127 finished with value: 0.9972545431635164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:02,800] Trial 1128 finished with value: 0.9972531598033433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:06,518] Trial 1129 finished with value: 0.9970417989868906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:07,558] Trial 1130 finished with value: 0.9966636941234519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:26,002] Trial 1131 finished with value: 0.9963425636598225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:29,771] Trial 1132 finished with value: 0.9970926529534095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:32,411] Trial 1133 finished with value: 0.9972209565229356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:34,628] Trial 1134 finished with value: 0.9973127958710247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:43,284] Trial 1135 finished with value: 0.997140087001709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:45,778] Trial 1136 finished with value: 0.9974779660986549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:50,179] Trial 1137 finished with value: 0.9948908760250045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 39, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:56,077] Trial 1138 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.8710456156787894e-05, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:59,988] Trial 1139 finished with value: 0.9974637385977562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:04,301] Trial 1140 finished with value: 0.997575040741533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:11,601] Trial 1141 finished with value: 0.9943449475496574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 60, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:20,996] Trial 1142 finished with value: 0.9966220231078667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:23,803] Trial 1143 finished with value: 0.9972276737875762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:26,797] Trial 1144 finished with value: 0.9976464218662043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:29,383] Trial 1145 finished with value: 0.9976249948748993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:43,273] Trial 1146 finished with value: 0.9966900333811237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:46,094] Trial 1147 finished with value: 0.9972010706926794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:48,291] Trial 1148 finished with value: 0.99700306731413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:51,278] Trial 1149 finished with value: 0.997295839767007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:55,678] Trial 1150 finished with value: 0.997568144284667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:56,933] Trial 1151 finished with value: 0.9967844404211408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:11:00,872] Trial 1152 finished with value: 0.9972003878198623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 89}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:11:03,330] Trial 1153 finished with value: 0.9975350744006959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:11:07,837] Trial 1154 finished with value: 0.9967453449050089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:11:09,026] Trial 1155 finished with value: 0.9961591894888665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:11:15,532] Trial 1156 finished with value: 0.9973234794536996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:10,924] Trial 1157 finished with value: 0.9897286203808223 and parameters: {'classifier': 'SVC', 'svc_c': 1130079608.4436588, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:12,271] Trial 1158 finished with value: 0.9973011488206929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:14,649] Trial 1159 finished with value: 0.997340014141782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:17,380] Trial 1160 finished with value: 0.9970191239341121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:21,350] Trial 1161 finished with value: 0.9973035121522348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:24,508] Trial 1162 finished with value: 0.9971616475461288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:26,585] Trial 1163 finished with value: 0.996889508985987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:28,974] Trial 1164 finished with value: 0.9972671031230188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:31,949] Trial 1165 finished with value: 0.9974743860626923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:35,505] Trial 1166 finished with value: 0.9974047909570257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:39,248] Trial 1167 finished with value: 0.9973374308665414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:42,145] Trial 1168 finished with value: 0.9974212466494565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:43,163] Trial 1169 finished with value: 0.9899241895888206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:45,691] Trial 1170 finished with value: 0.9973769111730634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:49,379] Trial 1171 finished with value: 0.9971582724100968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:51,478] Trial 1172 finished with value: 0.9975821737092853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:55,303] Trial 1173 finished with value: 0.9974876318148992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:02,798] Trial 1174 finished with value: 0.9969691377771971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:05,984] Trial 1175 finished with value: 0.9970256870477358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:11,517] Trial 1176 finished with value: 0.9852050722560408 and parameters: {'classifier': 'SVC', 'svc_c': 4.6222386708824127e-10, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:13,784] Trial 1177 finished with value: 0.9975470208347089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:18,828] Trial 1178 finished with value: 0.9970627991350782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:23,837] Trial 1179 finished with value: 0.9971844447263752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:25,398] Trial 1180 finished with value: 0.9941908699111156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:29,693] Trial 1181 finished with value: 0.9973768199583173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:31,387] Trial 1182 finished with value: 0.9972329357422072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 65}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:33,868] Trial 1183 finished with value: 0.9973845839391459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:35,547] Trial 1184 finished with value: 0.9974184427322831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:39,029] Trial 1185 finished with value: 0.9971493299372879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:41,421] Trial 1186 finished with value: 0.9971734105667746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:43,608] Trial 1187 finished with value: 0.9973446740600463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:44,726] Trial 1188 finished with value: 0.9972388866633337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:47,919] Trial 1189 finished with value: 0.9974477510394607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:50,175] Trial 1190 finished with value: 0.9961044444548918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:53,405] Trial 1191 finished with value: 0.9971165049430107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:55,173] Trial 1192 finished with value: 0.997662080810206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:56,957] Trial 1193 finished with value: 0.9973967348287589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:58,701] Trial 1194 finished with value: 0.9972242080080802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:00,469] Trial 1195 finished with value: 0.9936900761044095 and parameters: {'classifier': 'SVC', 'svc_c': 222.6558878112755, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:01,966] Trial 1196 finished with value: 0.9974940962553687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:03,658] Trial 1197 finished with value: 0.9974321421461395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:05,162] Trial 1198 finished with value: 0.9974284655634622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:06,666] Trial 1199 finished with value: 0.9973795869960421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 86}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:08,392] Trial 1200 finished with value: 0.997487338270993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:10,256] Trial 1201 finished with value: 0.9975635555862671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:11,917] Trial 1202 finished with value: 0.9971863458587706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:13,453] Trial 1203 finished with value: 0.9973647200080458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:16,832] Trial 1204 finished with value: 0.9972365697326125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:18,169] Trial 1205 finished with value: 0.9973625190159007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:19,779] Trial 1206 finished with value: 0.9972499472288735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:21,533] Trial 1207 finished with value: 0.9975864305561247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:29,635] Trial 1208 finished with value: 0.9956891715819177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 61, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:30,592] Trial 1209 finished with value: 0.997126048595263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:32,704] Trial 1210 finished with value: 0.9973641556128371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:35,584] Trial 1211 finished with value: 0.997147336701485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:37,489] Trial 1212 finished with value: 0.9975166006851567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:39,698] Trial 1213 finished with value: 0.9972926788301127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:44,240] Trial 1214 finished with value: 0.9853858234793719 and parameters: {'classifier': 'SVC', 'svc_c': 0.016553430234201034, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:45,942] Trial 1215 finished with value: 0.9971620046610637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:46,816] Trial 1216 finished with value: 0.996816835588937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:49,936] Trial 1217 finished with value: 0.9974391580327512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:51,958] Trial 1218 finished with value: 0.9972010186107733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:54,467] Trial 1219 finished with value: 0.9975099484197508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:57,547] Trial 1220 finished with value: 0.9967842640853268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:59,005] Trial 1221 finished with value: 0.9975240145016522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:01,701] Trial 1222 finished with value: 0.9974214103853211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:04,633] Trial 1223 finished with value: 0.9971111761483465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:07,468] Trial 1224 finished with value: 0.9972873203605048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:09,283] Trial 1225 finished with value: 0.9954075035563683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:12,246] Trial 1226 finished with value: 0.9975471046862604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:15,012] Trial 1227 finished with value: 0.997374029720182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:15,548] Trial 1228 finished with value: 0.9968226439116452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 14}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:27,832] Trial 1229 finished with value: 0.9963952137380009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:29,773] Trial 1230 finished with value: 0.9968495191908363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:32,807] Trial 1231 finished with value: 0.9959416388917955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:35,885] Trial 1232 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2351193829896143e-08, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:37,729] Trial 1233 finished with value: 0.9974889563964675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:44,975] Trial 1234 finished with value: 0.9962572776818196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 45, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:51,620] Trial 1235 finished with value: 0.9966921545206935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:55,918] Trial 1236 finished with value: 0.9971237913952837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:05,378] Trial 1237 finished with value: 0.9955663188393098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 71}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:08,144] Trial 1238 finished with value: 0.9973832418382527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:10,254] Trial 1239 finished with value: 0.9975406087300489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:11,504] Trial 1240 finished with value: 0.9967679998359541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:17,545] Trial 1241 finished with value: 0.9975726468146483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:19,609] Trial 1242 finished with value: 0.9975088024908637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:22,381] Trial 1243 finished with value: 0.997248374456869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:28,177] Trial 1244 finished with value: 0.9973328479127025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:29,037] Trial 1245 finished with value: 0.9874684358639206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:31,475] Trial 1246 finished with value: 0.9974596998538169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:35,070] Trial 1247 finished with value: 0.9975339202199528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:40,227] Trial 1248 finished with value: 0.9972150634917525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:40,962] Trial 1249 finished with value: 0.994061881151905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 6}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:44,654] Trial 1250 finished with value: 0.9970893130464548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:49,451] Trial 1251 finished with value: 0.9854041740200922 and parameters: {'classifier': 'SVC', 'svc_c': 0.2747961690176998, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:52,532] Trial 1252 finished with value: 0.9975612552227334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:54,916] Trial 1253 finished with value: 0.9969417682753109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:56,137] Trial 1254 finished with value: 0.9970241165925984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:58,248] Trial 1255 finished with value: 0.9970713229531496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:00,234] Trial 1256 finished with value: 0.9976078873175872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:02,301] Trial 1257 finished with value: 0.9975173870235522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:05,003] Trial 1258 finished with value: 0.9974111216222153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:08,766] Trial 1259 finished with value: 0.9976905507922957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:14,207] Trial 1260 finished with value: 0.9969280892689291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:18,257] Trial 1261 finished with value: 0.9974159790454777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:22,901] Trial 1262 finished with value: 0.9969740558516006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:33,202] Trial 1263 finished with value: 0.9965362003783728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:36,924] Trial 1264 finished with value: 0.9974544955987016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:41,401] Trial 1265 finished with value: 0.9972027415030804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:46,383] Trial 1266 finished with value: 0.9973422973351074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:49,834] Trial 1267 finished with value: 0.9972910131612528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:55,719] Trial 1268 finished with value: 0.9972913770363618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:06,784] Trial 1269 finished with value: 0.9967344190986243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:10,058] Trial 1270 finished with value: 0.9971380438739156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:16,300] Trial 1271 finished with value: 0.9969247687855737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:18,374] Trial 1272 finished with value: 0.9914595385698961 and parameters: {'classifier': 'SVC', 'svc_c': 18.513820548261798, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:22,371] Trial 1273 finished with value: 0.997574437721291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:36,946] Trial 1274 finished with value: 0.9959815389956196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:40,964] Trial 1275 finished with value: 0.9970487865632888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:45,126] Trial 1276 finished with value: 0.9972980391722569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:50,018] Trial 1277 finished with value: 0.9972976232469795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:53,605] Trial 1278 finished with value: 0.9970468830822883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:56,487] Trial 1279 finished with value: 0.9976697989614962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:59,392] Trial 1280 finished with value: 0.9974584215461176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:02,856] Trial 1281 finished with value: 0.997570776087168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:11,423] Trial 1282 finished with value: 0.9964304509401974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:14,328] Trial 1283 finished with value: 0.9977294780023044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:17,268] Trial 1284 finished with value: 0.9969180633274348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:19,939] Trial 1285 finished with value: 0.9975067479056857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:23,378] Trial 1286 finished with value: 0.9967916044920425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:26,628] Trial 1287 finished with value: 0.9969289090273411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:29,645] Trial 1288 finished with value: 0.9970645881691844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:32,859] Trial 1289 finished with value: 0.9973592044675339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:35,847] Trial 1290 finished with value: 0.9876698056188395 and parameters: {'classifier': 'SVC', 'svc_c': 2.726991481106339, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:43,796] Trial 1291 finished with value: 0.9970453429051146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:46,101] Trial 1292 finished with value: 0.9973932966295046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:50,148] Trial 1293 finished with value: 0.9969727792894866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:53,702] Trial 1294 finished with value: 0.9970822107692591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:56,724] Trial 1295 finished with value: 0.9975213071946691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:00,289] Trial 1296 finished with value: 0.9970799544262032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:03,837] Trial 1297 finished with value: 0.9976425225151546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:06,781] Trial 1298 finished with value: 0.9973446911667785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:20,642] Trial 1299 finished with value: 0.9965813499638303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:23,817] Trial 1300 finished with value: 0.9971220386058678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:26,885] Trial 1301 finished with value: 0.9969905613408082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:28,930] Trial 1302 finished with value: 0.9965911755756524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:31,755] Trial 1303 finished with value: 0.9972559001494882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:35,227] Trial 1304 finished with value: 0.9975784393001406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:38,823] Trial 1305 finished with value: 0.9968935775952973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:43,028] Trial 1306 finished with value: 0.9970260951654879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:47,529] Trial 1307 finished with value: 0.997442072493056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:56,442] Trial 1308 finished with value: 0.9963612212013219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 35, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:59,951] Trial 1309 finished with value: 0.9972079585485724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:39,418] Trial 1310 finished with value: 0.9897678916614859 and parameters: {'classifier': 'SVC', 'svc_c': 24490891.534482498, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:42,882] Trial 1311 finished with value: 0.997306067117262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:44,349] Trial 1312 finished with value: 0.9910413030267354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:47,382] Trial 1313 finished with value: 0.9967973501006456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:49,826] Trial 1314 finished with value: 0.997031301578781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:52,861] Trial 1315 finished with value: 0.9967044553401815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:56,082] Trial 1316 finished with value: 0.9969830669100278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:01,809] Trial 1317 finished with value: 0.9971425814742846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:03,960] Trial 1318 finished with value: 0.9956927651699669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:07,101] Trial 1319 finished with value: 0.9971374478042755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:10,102] Trial 1320 finished with value: 0.9974347196768188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:13,739] Trial 1321 finished with value: 0.9973888671601864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:16,335] Trial 1322 finished with value: 0.9974592320053229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:20,584] Trial 1323 finished with value: 0.9973298418885342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:22,915] Trial 1324 finished with value: 0.9974253823209652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:26,533] Trial 1325 finished with value: 0.9966759155664332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:30,612] Trial 1326 finished with value: 0.9973760566616425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:33,243] Trial 1327 finished with value: 0.9971020449936777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:35,040] Trial 1328 finished with value: 0.992147197590428 and parameters: {'classifier': 'SVC', 'svc_c': 5810.1297469689825, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:41,420] Trial 1329 finished with value: 0.9952647407992189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:43,751] Trial 1330 finished with value: 0.997538092517007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:45,692] Trial 1331 finished with value: 0.9966114429272944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 45}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:48,921] Trial 1332 finished with value: 0.9976485621119947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:50,107] Trial 1333 finished with value: 0.9969512043677945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:52,991] Trial 1334 finished with value: 0.9944329528315722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:57,122] Trial 1335 finished with value: 0.9973479041538411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:58,626] Trial 1336 finished with value: 0.9973805290723495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:01,976] Trial 1337 finished with value: 0.997659352175349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:06,371] Trial 1338 finished with value: 0.9973632470200221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:09,744] Trial 1339 finished with value: 0.9975221592940088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:12,553] Trial 1340 finished with value: 0.9974199696430114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:15,458] Trial 1341 finished with value: 0.9973896917427605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:18,371] Trial 1342 finished with value: 0.9972272632577429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:23,583] Trial 1343 finished with value: 0.9968185876483809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 59}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:27,166] Trial 1344 finished with value: 0.9969642024691096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:30,725] Trial 1345 finished with value: 0.9976654442032121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:36,649] Trial 1346 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.1464591852779315e-09, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:52,629] Trial 1347 finished with value: 0.9959446008002724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:55,078] Trial 1348 finished with value: 0.9973958787621807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:27:00,609] Trial 1349 finished with value: 0.9973049715881719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:27:01,867] Trial 1350 finished with value: 0.9969850936927988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:27:04,131] Trial 1351 finished with value: 0.9972184814739596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:27:07,458] Trial 1352 finished with value: 0.9978410125310394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:11,436] Trial 1353 finished with value: 0.9974103045615251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:16,149] Trial 1354 finished with value: 0.9973772859342747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:19,612] Trial 1355 finished with value: 0.997206207663431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:23,054] Trial 1356 finished with value: 0.9973831212342041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:24,472] Trial 1357 finished with value: 0.9968962304400311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:27,333] Trial 1358 finished with value: 0.9974291786507673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:31,196] Trial 1359 finished with value: 0.996988124345583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:35,546] Trial 1360 finished with value: 0.997274335557373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:37,363] Trial 1361 finished with value: 0.9958417792157993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:41,225] Trial 1362 finished with value: 0.997352366408418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:44,076] Trial 1363 finished with value: 0.997316571253808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:45,757] Trial 1364 finished with value: 0.9944559669404164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:50,358] Trial 1365 finished with value: 0.9859432927782746 and parameters: {'classifier': 'SVC', 'svc_c': 0.5757251972361414, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:54,605] Trial 1366 finished with value: 0.997449425531459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:57,988] Trial 1367 finished with value: 0.9974249774722175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:05,691] Trial 1368 finished with value: 0.9956293857747888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:09,658] Trial 1369 finished with value: 0.9971156960072252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:12,725] Trial 1370 finished with value: 0.9972488736624155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:15,788] Trial 1371 finished with value: 0.9974454930777717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:21,589] Trial 1372 finished with value: 0.9943628990179292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:24,492] Trial 1373 finished with value: 0.9976376806117289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:28,123] Trial 1374 finished with value: 0.9973774720453642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:31,676] Trial 1375 finished with value: 0.9974759535344665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:35,912] Trial 1376 finished with value: 0.9974927881457744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:39,848] Trial 1377 finished with value: 0.9973844455618694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:43,105] Trial 1378 finished with value: 0.9975981683133961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:58,716] Trial 1379 finished with value: 0.9963267039100804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:00,576] Trial 1380 finished with value: 0.997280147402989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:04,037] Trial 1381 finished with value: 0.997597177773304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:08,230] Trial 1382 finished with value: 0.9971620520140215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:09,213] Trial 1383 finished with value: 0.9896820868956476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:12,321] Trial 1384 finished with value: 0.9970527170492257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:27,872] Trial 1385 finished with value: 0.9964622395331061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:30,823] Trial 1386 finished with value: 0.9963768252387434 and parameters: {'classifier': 'SVC', 'svc_c': 57673.99715382689, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:34,263] Trial 1387 finished with value: 0.997540609396545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:37,459] Trial 1388 finished with value: 0.996818052229882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:40,280] Trial 1389 finished with value: 0.9964224096652711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:45,807] Trial 1390 finished with value: 0.9971767259720647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:51,842] Trial 1391 finished with value: 0.9967556358262925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:54,827] Trial 1392 finished with value: 0.9973613905111246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:57,723] Trial 1393 finished with value: 0.9973406756549873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:05,562] Trial 1394 finished with value: 0.9967489870203187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:09,289] Trial 1395 finished with value: 0.9971371470558642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:12,017] Trial 1396 finished with value: 0.9974520026812833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:15,081] Trial 1397 finished with value: 0.997444477020402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:18,175] Trial 1398 finished with value: 0.9976860113193902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:21,177] Trial 1399 finished with value: 0.9974634449903741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:24,479] Trial 1400 finished with value: 0.9969557981759977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:30,449] Trial 1401 finished with value: 0.9967439357419172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:43,363] Trial 1402 finished with value: 0.9967325210448061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:46,763] Trial 1403 finished with value: 0.9975071230160141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:48,417] Trial 1404 finished with value: 0.9927972362727674 and parameters: {'classifier': 'SVC', 'svc_c': 699.465448604075, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:52,405] Trial 1405 finished with value: 0.9972331345484596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:54,905] Trial 1406 finished with value: 0.996539089638779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:58,091] Trial 1407 finished with value: 0.9971361299511434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:00,820] Trial 1408 finished with value: 0.9974589879725523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:04,021] Trial 1409 finished with value: 0.9975993209707196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:08,965] Trial 1410 finished with value: 0.9973242096159988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:12,850] Trial 1411 finished with value: 0.9974343969657756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:15,998] Trial 1412 finished with value: 0.9975219410641571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:34,333] Trial 1413 finished with value: 0.9965160116097894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:37,479] Trial 1414 finished with value: 0.9974955559452091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:43,226] Trial 1415 finished with value: 0.9973074931649203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:46,327] Trial 1416 finished with value: 0.9973848221004036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:49,342] Trial 1417 finished with value: 0.9971228997822491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:57,412] Trial 1418 finished with value: 0.9967857026059829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:14,338] Trial 1419 finished with value: 0.9965403208791618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:17,576] Trial 1420 finished with value: 0.9974753076045735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:21,519] Trial 1421 finished with value: 0.9975475710748108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:24,064] Trial 1422 finished with value: 0.997478396210777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:30,272] Trial 1423 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.33083453431469e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:31,769] Trial 1424 finished with value: 0.9944407543266077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:37,319] Trial 1425 finished with value: 0.9970375731797244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:38,905] Trial 1426 finished with value: 0.9971472824931391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:40,133] Trial 1427 finished with value: 0.9910570484247968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:41,746] Trial 1428 finished with value: 0.9957097774183428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:44,751] Trial 1429 finished with value: 0.9973459987368282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:48,145] Trial 1430 finished with value: 0.9974135598552186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:51,859] Trial 1431 finished with value: 0.99716025456937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:54,619] Trial 1432 finished with value: 0.9970448444612777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:58,808] Trial 1433 finished with value: 0.9972814046367177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:01,658] Trial 1434 finished with value: 0.997047828491076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:03,561] Trial 1435 finished with value: 0.9975151315374199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:18,891] Trial 1436 finished with value: 0.9967170336441944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:22,983] Trial 1437 finished with value: 0.9972973916554686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:24,110] Trial 1438 finished with value: 0.9972722506624935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 31}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:30,438] Trial 1439 finished with value: 0.9973497716757924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:32,015] Trial 1440 finished with value: 0.9970550571803573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:35,128] Trial 1441 finished with value: 0.9867193060072763 and parameters: {'classifier': 'SVC', 'svc_c': 829930.3713329999, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:36,537] Trial 1442 finished with value: 0.9970176434559422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:39,540] Trial 1443 finished with value: 0.9974440907700681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:50,753] Trial 1444 finished with value: 0.9967246400463124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:55,092] Trial 1445 finished with value: 0.9974370985599353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:58,133] Trial 1446 finished with value: 0.9974653876994285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:00,787] Trial 1447 finished with value: 0.9972997743471342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:02,735] Trial 1448 finished with value: 0.997213528011789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:06,226] Trial 1449 finished with value: 0.9974315446800314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:07,640] Trial 1450 finished with value: 0.997166212853691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:11,907] Trial 1451 finished with value: 0.997146101525602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:14,691] Trial 1452 finished with value: 0.9974709464669701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:18,612] Trial 1453 finished with value: 0.9973166312384532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:22,458] Trial 1454 finished with value: 0.9973861427147334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:25,952] Trial 1455 finished with value: 0.9975628470692207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:27,121] Trial 1456 finished with value: 0.9968028305707697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:31,266] Trial 1457 finished with value: 0.9968966100254043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:34,798] Trial 1458 finished with value: 0.9970073059751484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:36,279] Trial 1459 finished with value: 0.99701603075765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 50}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:36,530] Trial 1460 finished with value: 0.9874084946045211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 3}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:04,234] Trial 1461 finished with value: 0.9896104566601402 and parameters: {'classifier': 'SVC', 'svc_c': 2963298633.069459, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:08,341] Trial 1462 finished with value: 0.9975192191894746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:15,179] Trial 1463 finished with value: 0.997033935158605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:18,266] Trial 1464 finished with value: 0.9973142728580248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:22,735] Trial 1465 finished with value: 0.9973752697837028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:25,965] Trial 1466 finished with value: 0.9974018856372381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:28,786] Trial 1467 finished with value: 0.9975181487968072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:32,497] Trial 1468 finished with value: 0.9976769406889109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:36,633] Trial 1469 finished with value: 0.9969022763527148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:40,863] Trial 1470 finished with value: 0.9971763914862578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:45,034] Trial 1471 finished with value: 0.9971258779087967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:50,553] Trial 1472 finished with value: 0.9968698234536647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:54,625] Trial 1473 finished with value: 0.9973480040965118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:59,348] Trial 1474 finished with value: 0.997060388894909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:03,131] Trial 1475 finished with value: 0.9970457775557572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:07,922] Trial 1476 finished with value: 0.9968420937900045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:11,789] Trial 1477 finished with value: 0.9973294358654842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:21,000] Trial 1478 finished with value: 0.9968861920890152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:26,753] Trial 1479 finished with value: 0.9852484960293042 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009643131953549653, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:29,992] Trial 1480 finished with value: 0.9975789395847761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:35,061] Trial 1481 finished with value: 0.9973426749209926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:38,063] Trial 1482 finished with value: 0.9968952201906984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:40,956] Trial 1483 finished with value: 0.9973374689202923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:51,752] Trial 1484 finished with value: 0.9947015388407793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:53,662] Trial 1485 finished with value: 0.9961719718358865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:05,886] Trial 1486 finished with value: 0.9969876932495859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:09,379] Trial 1487 finished with value: 0.9974366255699003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:26,091] Trial 1488 finished with value: 0.9964059050329871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:28,635] Trial 1489 finished with value: 0.9973441910408325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:31,729] Trial 1490 finished with value: 0.9973061070435495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:35,131] Trial 1491 finished with value: 0.9973643623218286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:39,558] Trial 1492 finished with value: 0.9974982977512976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:42,281] Trial 1493 finished with value: 0.9972712973827046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:43,800] Trial 1494 finished with value: 0.9938027206981964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:46,076] Trial 1495 finished with value: 0.9973562869603896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:49,071] Trial 1496 finished with value: 0.9974210722179171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:52,846] Trial 1497 finished with value: 0.9972659641764712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:10,992] Trial 1498 finished with value: 0.9897287710089313 and parameters: {'classifier': 'SVC', 'svc_c': 399214281.7929955, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:14,698] Trial 1499 finished with value: 0.9974919408071207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:17,689] Trial 1500 finished with value: 0.997431426361112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:21,248] Trial 1501 finished with value: 0.9970351127936617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:24,278] Trial 1502 finished with value: 0.9974628377172529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:27,697] Trial 1503 finished with value: 0.9974679300010306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:31,418] Trial 1504 finished with value: 0.9973819180501321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:35,710] Trial 1505 finished with value: 0.9974704978833859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:41,866] Trial 1506 finished with value: 0.9970251738775099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:43,861] Trial 1507 finished with value: 0.9970733317087892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:48,624] Trial 1508 finished with value: 0.9972683747022814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:51,630] Trial 1509 finished with value: 0.9973950012725147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:54,084] Trial 1510 finished with value: 0.9963062657450203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:02,275] Trial 1511 finished with value: 0.9970414054368381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:04,163] Trial 1512 finished with value: 0.997411291451758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:15,479] Trial 1513 finished with value: 0.9966189384371639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:18,821] Trial 1514 finished with value: 0.996973244249831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:20,017] Trial 1515 finished with value: 0.9965424019654924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:34,066] Trial 1516 finished with value: 0.9968200232808876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:37,464] Trial 1517 finished with value: 0.9867163392746375 and parameters: {'classifier': 'SVC', 'svc_c': 2249670.454334413, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:39,132] Trial 1518 finished with value: 0.9966142826765654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:41,938] Trial 1519 finished with value: 0.9977258246835131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:44,117] Trial 1520 finished with value: 0.997284740544696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:47,069] Trial 1521 finished with value: 0.997476293606145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:49,494] Trial 1522 finished with value: 0.9970688913851067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:52,495] Trial 1523 finished with value: 0.9974882241712044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:54,921] Trial 1524 finished with value: 0.9967150255867887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:57,198] Trial 1525 finished with value: 0.9975922843592544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:59,545] Trial 1526 finished with value: 0.9968317970289459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:01,443] Trial 1527 finished with value: 0.9973456312435977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:03,192] Trial 1528 finished with value: 0.9957195237171342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:05,982] Trial 1529 finished with value: 0.997489087950094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:12,492] Trial 1530 finished with value: 0.9973168941235407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:15,066] Trial 1531 finished with value: 0.9971890178414626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:18,515] Trial 1532 finished with value: 0.9974414692823869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:21,162] Trial 1533 finished with value: 0.9977357242129218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:23,716] Trial 1534 finished with value: 0.9973353311500589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:26,222] Trial 1535 finished with value: 0.9976093765871573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:49,534] Trial 1536 finished with value: 0.9907815039428529 and parameters: {'classifier': 'SVC', 'svc_c': 7866517.025653916, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:51,490] Trial 1537 finished with value: 0.9969156844760562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:54,332] Trial 1538 finished with value: 0.9975038824804475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:55,704] Trial 1539 finished with value: 0.9938689405408794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:58,454] Trial 1540 finished with value: 0.9977970139842719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:01,089] Trial 1541 finished with value: 0.9976200739758218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:03,487] Trial 1542 finished with value: 0.9974643480607934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:05,829] Trial 1543 finished with value: 0.9976022015032017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:08,456] Trial 1544 finished with value: 0.997573136340133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:10,781] Trial 1545 finished with value: 0.9973620358697352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:13,685] Trial 1546 finished with value: 0.9976578314535126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:16,640] Trial 1547 finished with value: 0.9974293203922621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:19,317] Trial 1548 finished with value: 0.9974102582876562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:22,677] Trial 1549 finished with value: 0.9976422416664116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:24,902] Trial 1550 finished with value: 0.9975413542534954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:27,653] Trial 1551 finished with value: 0.9973186731602061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:30,279] Trial 1552 finished with value: 0.9974183090204788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:32,742] Trial 1553 finished with value: 0.9972286340497045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:33,364] Trial 1554 finished with value: 0.9966822004338219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 40}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:36,057] Trial 1555 finished with value: 0.9976357874455483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:38,121] Trial 1556 finished with value: 0.9853918863718362 and parameters: {'classifier': 'SVC', 'svc_c': 0.07796472261668702, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:39,869] Trial 1557 finished with value: 0.9975001741281252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:42,077] Trial 1558 finished with value: 0.9974625868290942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:44,544] Trial 1559 finished with value: 0.9973796264779989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:46,816] Trial 1560 finished with value: 0.997452015852515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:48,793] Trial 1561 finished with value: 0.997320200927858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:50,827] Trial 1562 finished with value: 0.9974235722128885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:52,610] Trial 1563 finished with value: 0.99754081559773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:54,897] Trial 1564 finished with value: 0.9977281785254207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:56,685] Trial 1565 finished with value: 0.9973657179430703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:58,833] Trial 1566 finished with value: 0.9973681820424684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:01,220] Trial 1567 finished with value: 0.9974319788228675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:02,019] Trial 1568 finished with value: 0.9895355481844325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:04,420] Trial 1569 finished with value: 0.9975992503856134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:07,945] Trial 1570 finished with value: 0.9974862738133142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:09,020] Trial 1571 finished with value: 0.9948913777378458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:12,121] Trial 1572 finished with value: 0.9975112272352565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:14,757] Trial 1573 finished with value: 0.997363245020534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:18,009] Trial 1574 finished with value: 0.9976243750335664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:20,772] Trial 1575 finished with value: 0.997640954884691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:25,178] Trial 1576 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 3.9256179267127267e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:28,478] Trial 1577 finished with value: 0.9974147436791675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:30,888] Trial 1578 finished with value: 0.9973973801873693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:34,256] Trial 1579 finished with value: 0.9973727603943106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:36,294] Trial 1580 finished with value: 0.9975945797081985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:38,614] Trial 1581 finished with value: 0.9975113180691476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:40,469] Trial 1582 finished with value: 0.9962495183982011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:43,569] Trial 1583 finished with value: 0.9971329087757006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:47,020] Trial 1584 finished with value: 0.9973337037888532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:48,591] Trial 1585 finished with value: 0.996661603833128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:03,565] Trial 1586 finished with value: 0.9969389462040543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:05,239] Trial 1587 finished with value: 0.9973357419020573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:07,714] Trial 1588 finished with value: 0.9975613936000102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:08,886] Trial 1589 finished with value: 0.9944070447333736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:11,724] Trial 1590 finished with value: 0.997490930240409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:13,740] Trial 1591 finished with value: 0.9973606172170091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:17,100] Trial 1592 finished with value: 0.9973215257633293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:19,259] Trial 1593 finished with value: 0.9972326262023956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:22,403] Trial 1594 finished with value: 0.9976034927282291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:28,003] Trial 1595 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.5246718717480566e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:30,707] Trial 1596 finished with value: 0.9967966976962197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:32,955] Trial 1597 finished with value: 0.997420414354571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:35,883] Trial 1598 finished with value: 0.9972648052033041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:41,611] Trial 1599 finished with value: 0.9973158042437982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:54,085] Trial 1600 finished with value: 0.9968530995759162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:55,235] Trial 1601 finished with value: 0.9899097313533346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:57,829] Trial 1602 finished with value: 0.9972438190515337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:00,892] Trial 1603 finished with value: 0.9975419563850759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:07,577] Trial 1604 finished with value: 0.9974293098552766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:08,570] Trial 1605 finished with value: 0.9970788982203804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 22}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:11,359] Trial 1606 finished with value: 0.9973643327103607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:23,603] Trial 1607 finished with value: 0.9961790704314851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:25,262] Trial 1608 finished with value: 0.9973135104817493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:28,628] Trial 1609 finished with value: 0.9969580435377375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:30,763] Trial 1610 finished with value: 0.9972444939581361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:33,418] Trial 1611 finished with value: 0.9974236070928487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:37,254] Trial 1612 finished with value: 0.9972602054601123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:40,393] Trial 1613 finished with value: 0.9973836521459205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:43,045] Trial 1614 finished with value: 0.9971774880944367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:48,433] Trial 1615 finished with value: 0.9850777384700153 and parameters: {'classifier': 'SVC', 'svc_c': 0.00018076424195848128, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:51,653] Trial 1616 finished with value: 0.997402546642637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:57,649] Trial 1617 finished with value: 0.9971286545631074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:12,205] Trial 1618 finished with value: 0.9966352038925771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:16,145] Trial 1619 finished with value: 0.9952932829533102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:18,895] Trial 1620 finished with value: 0.9969555790574844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:19,906] Trial 1621 finished with value: 0.9970762578169063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 35}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:22,368] Trial 1622 finished with value: 0.9975564716853196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:26,137] Trial 1623 finished with value: 0.9975208270001291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:35,912] Trial 1624 finished with value: 0.9969761466497312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:37,357] Trial 1625 finished with value: 0.9967602068466781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:38,977] Trial 1626 finished with value: 0.9973661437388369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:41,480] Trial 1627 finished with value: 0.9972854223384244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:42,928] Trial 1628 finished with value: 0.997313313421082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:45,892] Trial 1629 finished with value: 0.9974906854141907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:48,625] Trial 1630 finished with value: 0.9975543351528645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:55,104] Trial 1631 finished with value: 0.996737524081588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:00,695] Trial 1632 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.1285807103319941e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:03,442] Trial 1633 finished with value: 0.9972368337920027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:04,174] Trial 1634 finished with value: 0.9940339964803048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:06,948] Trial 1635 finished with value: 0.9973565159176542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:13,111] Trial 1636 finished with value: 0.9970627254079192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:14,640] Trial 1637 finished with value: 0.99738985449475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:16,551] Trial 1638 finished with value: 0.995732801080297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:17,827] Trial 1639 finished with value: 0.9972101201222365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:19,399] Trial 1640 finished with value: 0.9969351877693139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:26,664] Trial 1641 finished with value: 0.9968087032896921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:36,590] Trial 1642 finished with value: 0.9970890659033692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:38,673] Trial 1643 finished with value: 0.9975258209598695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:40,636] Trial 1644 finished with value: 0.997576652487688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:46,641] Trial 1645 finished with value: 0.9972336678087809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:49,102] Trial 1646 finished with value: 0.9971333828765623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:54,294] Trial 1647 finished with value: 0.9964786735485459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:57,646] Trial 1648 finished with value: 0.9973580709799066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:00,301] Trial 1649 finished with value: 0.9974424394467422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:02,563] Trial 1650 finished with value: 0.9975527155357083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:06,417] Trial 1651 finished with value: 0.9958583422775708 and parameters: {'classifier': 'SVC', 'svc_c': 130155.50067449582, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:12,214] Trial 1652 finished with value: 0.9968126734480135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:19,601] Trial 1653 finished with value: 0.9960920112248539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:28,882] Trial 1654 finished with value: 0.996882403376311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:30,653] Trial 1655 finished with value: 0.9966012341119774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:33,665] Trial 1656 finished with value: 0.9971177631923526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:35,919] Trial 1657 finished with value: 0.9975499175535237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:39,927] Trial 1658 finished with value: 0.9972631511187805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:42,941] Trial 1659 finished with value: 0.9974889213578176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:45,954] Trial 1660 finished with value: 0.9974403402698043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:48,890] Trial 1661 finished with value: 0.9976467148070904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:00,662] Trial 1662 finished with value: 0.9969511980202131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:01,991] Trial 1663 finished with value: 0.9969299275602674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:05,625] Trial 1664 finished with value: 0.9975882569140101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:09,001] Trial 1665 finished with value: 0.9970741752706318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:14,373] Trial 1666 finished with value: 0.9974344426048866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:16,988] Trial 1667 finished with value: 0.9973903642690197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:19,831] Trial 1668 finished with value: 0.9975408601260138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:25,863] Trial 1669 finished with value: 0.9854063038875868 and parameters: {'classifier': 'SVC', 'svc_c': 0.2923824805252065, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:29,438] Trial 1670 finished with value: 0.9974167026062921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:36,413] Trial 1671 finished with value: 0.9970972591393964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:39,203] Trial 1672 finished with value: 0.9974118133181706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:42,902] Trial 1673 finished with value: 0.9975104702226876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:45,319] Trial 1674 finished with value: 0.9974479217894031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:48,274] Trial 1675 finished with value: 0.9973311531719194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:48,727] Trial 1676 finished with value: 0.995138955061368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 10}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:52,112] Trial 1677 finished with value: 0.9973940664324504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:54,607] Trial 1678 finished with value: 0.9974813856677575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:56,157] Trial 1679 finished with value: 0.99387490580754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:59,416] Trial 1680 finished with value: 0.99750612355757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:03,091] Trial 1681 finished with value: 0.9976080449597734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:05,607] Trial 1682 finished with value: 0.9975224409679377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:07,594] Trial 1683 finished with value: 0.997341877379116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:09,853] Trial 1684 finished with value: 0.9971844473923595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:10,754] Trial 1685 finished with value: 0.996865713140744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:21,158] Trial 1686 finished with value: 0.9969767444966943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:36,073] Trial 1687 finished with value: 0.9961392784587116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:40,856] Trial 1688 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1604617521836493e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:57,900] Trial 1689 finished with value: 0.9956827838202326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:01,080] Trial 1690 finished with value: 0.9969552637413738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:03,351] Trial 1691 finished with value: 0.9974797551644992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:12,502] Trial 1692 finished with value: 0.9963103382580932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:15,734] Trial 1693 finished with value: 0.9974146507505743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:17,878] Trial 1694 finished with value: 0.9970315955035421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 52}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:19,085] Trial 1695 finished with value: 0.9893737379855904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:22,549] Trial 1696 finished with value: 0.9974466073639651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:25,008] Trial 1697 finished with value: 0.9959555168631194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:27,953] Trial 1698 finished with value: 0.9976434066697809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:30,898] Trial 1699 finished with value: 0.9974702675613916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:33,797] Trial 1700 finished with value: 0.9975334967727912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:36,774] Trial 1701 finished with value: 0.9972805460311068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:41,058] Trial 1702 finished with value: 0.9973067170461313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:52,083] Trial 1703 finished with value: 0.9964824924122624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:54,256] Trial 1704 finished with value: 0.9969865343081566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:11,316] Trial 1705 finished with value: 0.9961387483404432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:14,904] Trial 1706 finished with value: 0.9975775523525785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:17,994] Trial 1707 finished with value: 0.9891690481281707 and parameters: {'classifier': 'SVC', 'svc_c': 20984.37330839027, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:20,257] Trial 1708 finished with value: 0.9975339142214884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:24,095] Trial 1709 finished with value: 0.9975343831490712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:27,374] Trial 1710 finished with value: 0.997565656159673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:32,492] Trial 1711 finished with value: 0.9973484023120368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:35,751] Trial 1712 finished with value: 0.9974605008868634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:39,075] Trial 1713 finished with value: 0.9975645604401554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:42,320] Trial 1714 finished with value: 0.9972352089698298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:43,086] Trial 1715 finished with value: 0.9954103841840641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 43}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:43,617] Trial 1716 finished with value: 0.9960714084670057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 18}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:45,401] Trial 1717 finished with value: 0.9971707194143864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:46,653] Trial 1718 finished with value: 0.9971036347454629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:49,127] Trial 1719 finished with value: 0.9975022634663118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:55,525] Trial 1720 finished with value: 0.9971228955293695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:57:10,001] Trial 1721 finished with value: 0.9966393502280226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:57:11,895] Trial 1722 finished with value: 0.997497759412911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:57:14,397] Trial 1723 finished with value: 0.9968762172772899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:57:18,419] Trial 1724 finished with value: 0.9972808510323977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:57:36,198] Trial 1725 finished with value: 0.99619744820333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:58:56,733] Trial 1726 finished with value: 0.9901967220798699 and parameters: {'classifier': 'SVC', 'svc_c': 62750586.1635337, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:00,671] Trial 1727 finished with value: 0.9976048414940829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:04,713] Trial 1728 finished with value: 0.9970701387166082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:08,052] Trial 1729 finished with value: 0.997586394438386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:10,429] Trial 1730 finished with value: 0.9975441522039422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:13,348] Trial 1731 finished with value: 0.9974938914506518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:16,922] Trial 1732 finished with value: 0.9971765189774322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:20,938] Trial 1733 finished with value: 0.9972109428957499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:22,793] Trial 1734 finished with value: 0.9967993272770673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:26,247] Trial 1735 finished with value: 0.9972762485280078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:31,229] Trial 1736 finished with value: 0.9972230536369099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:34,762] Trial 1737 finished with value: 0.9975851595481443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:40,308] Trial 1738 finished with value: 0.9965480872085953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:42,507] Trial 1739 finished with value: 0.9974268510878471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:44,100] Trial 1740 finished with value: 0.9973069253737558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:49,512] Trial 1741 finished with value: 0.9967586981217705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:55,685] Trial 1742 finished with value: 0.9969332599453383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:58,090] Trial 1743 finished with value: 0.9975360009571664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:02,961] Trial 1744 finished with value: 0.9852051540128905 and parameters: {'classifier': 'SVC', 'svc_c': 3.4869729741780174e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:05,993] Trial 1745 finished with value: 0.9975383267110259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:08,925] Trial 1746 finished with value: 0.9971356412825821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:11,168] Trial 1747 finished with value: 0.9973493477525625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:12,514] Trial 1748 finished with value: 0.9962337632566022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:16,185] Trial 1749 finished with value: 0.9974167501814156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:28,050] Trial 1750 finished with value: 0.9968951970537638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:34,274] Trial 1751 finished with value: 0.9969188770239067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:42,768] Trial 1752 finished with value: 0.9970861825462135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:44,210] Trial 1753 finished with value: 0.9940110180448687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:46,271] Trial 1754 finished with value: 0.9972997919299349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:47,964] Trial 1755 finished with value: 0.997256166430532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:50,916] Trial 1756 finished with value: 0.997403841454048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:55,070] Trial 1757 finished with value: 0.9973151515854689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:58,146] Trial 1758 finished with value: 0.9971180123984019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:02,712] Trial 1759 finished with value: 0.9971052700094073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:14,390] Trial 1760 finished with value: 0.9968670068730662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:17,675] Trial 1761 finished with value: 0.9972919859915925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:20,196] Trial 1762 finished with value: 0.997705596210808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:22,762] Trial 1763 finished with value: 0.9973862151723761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:24,722] Trial 1764 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.244561268287403e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:27,379] Trial 1765 finished with value: 0.9975006621301903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:29,842] Trial 1766 finished with value: 0.9973346074940306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:32,426] Trial 1767 finished with value: 0.9974074780152238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:37,132] Trial 1768 finished with value: 0.997246544449124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:40,401] Trial 1769 finished with value: 0.9973968920900904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:43,005] Trial 1770 finished with value: 0.9973512057531416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:46,882] Trial 1771 finished with value: 0.9974041823509121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:50,771] Trial 1772 finished with value: 0.9972908853209613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:10,725] Trial 1773 finished with value: 0.9959108380143054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 70, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:15,177] Trial 1774 finished with value: 0.9973569031518631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:26,026] Trial 1775 finished with value: 0.9969593241623039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:29,050] Trial 1776 finished with value: 0.9972217567942726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:31,902] Trial 1777 finished with value: 0.997185649814722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:35,211] Trial 1778 finished with value: 0.9973531075202952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:44,457] Trial 1779 finished with value: 0.9970479305919243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:48,675] Trial 1780 finished with value: 0.9970788333798355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:51,605] Trial 1781 finished with value: 0.9973819747340348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:55,317] Trial 1782 finished with value: 0.9973784921969239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:01,504] Trial 1783 finished with value: 0.985205399473867 and parameters: {'classifier': 'SVC', 'svc_c': 2.0028802815428774e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:13,196] Trial 1784 finished with value: 0.9960762160617534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:13,757] Trial 1785 finished with value: 0.988236444570493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 38}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:15,932] Trial 1786 finished with value: 0.9959697105631465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:35,546] Trial 1787 finished with value: 0.9964292140822056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:40,139] Trial 1788 finished with value: 0.9972531131486194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:42,048] Trial 1789 finished with value: 0.9962479369617477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:43,616] Trial 1790 finished with value: 0.9971325532793992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:47,656] Trial 1791 finished with value: 0.9974525067744677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:50,913] Trial 1792 finished with value: 0.9969293982671846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:54,238] Trial 1793 finished with value: 0.9973015080303297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:07,343] Trial 1794 finished with value: 0.9964558026728785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:09,504] Trial 1795 finished with value: 0.9957604673950939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:11,853] Trial 1796 finished with value: 0.9975081117153075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:14,874] Trial 1797 finished with value: 0.9972537311174158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:17,579] Trial 1798 finished with value: 0.9973005024782072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:20,947] Trial 1799 finished with value: 0.9974732807583268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:24,549] Trial 1800 finished with value: 0.9974325980929182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:28,594] Trial 1801 finished with value: 0.9975886851218577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:08:48,832] Trial 1802 finished with value: 0.989608983576903 and parameters: {'classifier': 'SVC', 'svc_c': 8000970660.86093, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:08:51,687] Trial 1803 finished with value: 0.9970509942203946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:08:54,757] Trial 1804 finished with value: 0.997435663593925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:08:58,580] Trial 1805 finished with value: 0.9964975431310051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:02,097] Trial 1806 finished with value: 0.9970863459012232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:11,787] Trial 1807 finished with value: 0.9967804895594673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:25,460] Trial 1808 finished with value: 0.9963837553695291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:29,619] Trial 1809 finished with value: 0.9976214284227609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:31,895] Trial 1810 finished with value: 0.9971745031125013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:35,029] Trial 1811 finished with value: 0.9971524064513485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:37,128] Trial 1812 finished with value: 0.9975452000309574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:39,974] Trial 1813 finished with value: 0.9973536775648513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:43,602] Trial 1814 finished with value: 0.9975206910031957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:53,398] Trial 1815 finished with value: 0.9971286011799471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:54,612] Trial 1816 finished with value: 0.9906022995299183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:58,070] Trial 1817 finished with value: 0.9974216670180408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:00,826] Trial 1818 finished with value: 0.9971467327925817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:03,434] Trial 1819 finished with value: 0.9974224462471452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:08,954] Trial 1820 finished with value: 0.9853889367141916 and parameters: {'classifier': 'SVC', 'svc_c': 0.02951979058079275, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:10,486] Trial 1821 finished with value: 0.9970888633837817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:13,356] Trial 1822 finished with value: 0.9973330403396355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:14,545] Trial 1823 finished with value: 0.995133328787297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 27}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:18,589] Trial 1824 finished with value: 0.9976345543643673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:23,305] Trial 1825 finished with value: 0.9972189065714923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:26,603] Trial 1826 finished with value: 0.996849928165512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:34,344] Trial 1827 finished with value: 0.9970340381163769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:37,861] Trial 1828 finished with value: 0.9971193775727537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:40,855] Trial 1829 finished with value: 0.9972711224433586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:43,889] Trial 1830 finished with value: 0.9975709894928579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:49,366] Trial 1831 finished with value: 0.9970394037587518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:52,973] Trial 1832 finished with value: 0.9973245464821487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:11:04,893] Trial 1833 finished with value: 0.9966805107393663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:11:10,597] Trial 1834 finished with value: 0.9923551875872043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:11:17,998] Trial 1835 finished with value: 0.9972328117739407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:11:21,341] Trial 1836 finished with value: 0.9971534337756754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:11:24,267] Trial 1837 finished with value: 0.9976050458544692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:11:27,958] Trial 1838 finished with value: 0.997339653250036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:31,527] Trial 1839 finished with value: 0.99071629181047 and parameters: {'classifier': 'SVC', 'svc_c': 149583434.4786908, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:34,158] Trial 1840 finished with value: 0.9973601568586612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:36,868] Trial 1841 finished with value: 0.9975576157416702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:41,327] Trial 1842 finished with value: 0.9971761995353935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:45,275] Trial 1843 finished with value: 0.9971975055100574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:48,265] Trial 1844 finished with value: 0.9974143962442943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:51,570] Trial 1845 finished with value: 0.9974880023232311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:54,944] Trial 1846 finished with value: 0.9975205235539958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:58,991] Trial 1847 finished with value: 0.9973058007727426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:02,434] Trial 1848 finished with value: 0.9974338460591777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:04,080] Trial 1849 finished with value: 0.9954363206559522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:05,942] Trial 1850 finished with value: 0.9973825848635679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:09,039] Trial 1851 finished with value: 0.996783745456181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:15,739] Trial 1852 finished with value: 0.9972989304361745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:18,579] Trial 1853 finished with value: 0.9973378657710873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:22,555] Trial 1854 finished with value: 0.9975224983500744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:25,800] Trial 1855 finished with value: 0.997496193274129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:34,374] Trial 1856 finished with value: 0.9971769041169393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:36,391] Trial 1857 finished with value: 0.997365760281439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:39,327] Trial 1858 finished with value: 0.988077027727253 and parameters: {'classifier': 'SVC', 'svc_c': 3.4095612926018166, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:02,011] Trial 1859 finished with value: 0.9965233701705882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:19,959] Trial 1860 finished with value: 0.996752572959532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:23,092] Trial 1861 finished with value: 0.9972756432226366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:26,816] Trial 1862 finished with value: 0.9972575420149173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:36,587] Trial 1863 finished with value: 0.9964740593646062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:39,862] Trial 1864 finished with value: 0.9969550556676525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:40,674] Trial 1865 finished with value: 0.9964720789509179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:42,060] Trial 1866 finished with value: 0.9972593174651992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:44,012] Trial 1867 finished with value: 0.9975623750313227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:48,135] Trial 1868 finished with value: 0.9972359342762293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:50,318] Trial 1869 finished with value: 0.9967812095021603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:54,339] Trial 1870 finished with value: 0.9973848331451953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:04,181] Trial 1871 finished with value: 0.9968988536415594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:07,572] Trial 1872 finished with value: 0.9975741854049266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:10,736] Trial 1873 finished with value: 0.9974568117042372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:13,538] Trial 1874 finished with value: 0.9973803582271937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:16,693] Trial 1875 finished with value: 0.9969111100914526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:17,986] Trial 1876 finished with value: 0.9966544795615624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:31,142] Trial 1877 finished with value: 0.9959867297621244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:33,351] Trial 1878 finished with value: 0.9924203399253694 and parameters: {'classifier': 'SVC', 'svc_c': 50.261634138903894, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:36,931] Trial 1879 finished with value: 0.9974359191792938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:39,767] Trial 1880 finished with value: 0.9976301815154759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:43,150] Trial 1881 finished with value: 0.9969895231303791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:46,268] Trial 1882 finished with value: 0.9974799444811172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:48,469] Trial 1883 finished with value: 0.9974856284547039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:52,757] Trial 1884 finished with value: 0.9972098489535551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:55,447] Trial 1885 finished with value: 0.9974990646343557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:01,506] Trial 1886 finished with value: 0.9967054081756396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:17,194] Trial 1887 finished with value: 0.9968328728170577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:20,569] Trial 1888 finished with value: 0.9976204639712286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:23,714] Trial 1889 finished with value: 0.9975166750788117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:28,369] Trial 1890 finished with value: 0.9973529511793627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:32,904] Trial 1891 finished with value: 0.9974562388350073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:34,153] Trial 1892 finished with value: 0.9897887050638259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:37,802] Trial 1893 finished with value: 0.9975323347210473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:40,622] Trial 1894 finished with value: 0.9973701049153304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:41,561] Trial 1895 finished with value: 0.9930927609417667 and parameters: {'classifier': 'SVC', 'svc_c': 2008.2495305466327, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:44,822] Trial 1896 finished with value: 0.9964919633529684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:46,545] Trial 1897 finished with value: 0.9963719491535912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:57,696] Trial 1898 finished with value: 0.9971711041413008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:59,607] Trial 1899 finished with value: 0.9974035175687023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:01,644] Trial 1900 finished with value: 0.9974880041640297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:03,555] Trial 1901 finished with value: 0.9974033586569995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:07,203] Trial 1902 finished with value: 0.9972183074550128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:08,034] Trial 1903 finished with value: 0.9940892573822276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:10,354] Trial 1904 finished with value: 0.9970543976349021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:15,504] Trial 1905 finished with value: 0.9973868472962794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:18,045] Trial 1906 finished with value: 0.9967582413498062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:19,338] Trial 1907 finished with value: 0.9972161096049206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 32}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:21,239] Trial 1908 finished with value: 0.9961592291295128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:24,375] Trial 1909 finished with value: 0.9975171679367768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:27,934] Trial 1910 finished with value: 0.9972347113511785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:45,964] Trial 1911 finished with value: 0.9960533544852929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:48,585] Trial 1912 finished with value: 0.9974000973013658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:52,436] Trial 1913 finished with value: 0.9975266315142886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:55,110] Trial 1914 finished with value: 0.9973536133273265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:57,123] Trial 1915 finished with value: 0.9936691014100237 and parameters: {'classifier': 'SVC', 'svc_c': 218.13617190843698, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:00,128] Trial 1916 finished with value: 0.9977037926724779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:02,782] Trial 1917 finished with value: 0.9974789279794166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:06,239] Trial 1918 finished with value: 0.9973689533370957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:08,583] Trial 1919 finished with value: 0.9975671556805872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:11,531] Trial 1920 finished with value: 0.9976087135822702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:24,017] Trial 1921 finished with value: 0.9970243260310497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:26,868] Trial 1922 finished with value: 0.9975829252946721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:29,686] Trial 1923 finished with value: 0.9975186384809817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:32,785] Trial 1924 finished with value: 0.9975676449204309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:34,846] Trial 1925 finished with value: 0.996616852907526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:37,781] Trial 1926 finished with value: 0.9974407954231355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:41,431] Trial 1927 finished with value: 0.9971220423509409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:44,908] Trial 1928 finished with value: 0.9957245282773357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:47,706] Trial 1929 finished with value: 0.9974768501303526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:50,157] Trial 1930 finished with value: 0.9973971025758926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:52,831] Trial 1931 finished with value: 0.9976193987518404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:54,568] Trial 1932 finished with value: 0.9958374822205068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:57,195] Trial 1933 finished with value: 0.9973702657947833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:03,090] Trial 1934 finished with value: 0.9852068748422336 and parameters: {'classifier': 'SVC', 'svc_c': 1.0087651078668969e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:06,095] Trial 1935 finished with value: 0.9971294006578363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:07,961] Trial 1936 finished with value: 0.996139609389873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:10,661] Trial 1937 finished with value: 0.9975921900976691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:13,880] Trial 1938 finished with value: 0.9969122613523081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:17,210] Trial 1939 finished with value: 0.9973350465879803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:20,012] Trial 1940 finished with value: 0.9970593495101774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:24,666] Trial 1941 finished with value: 0.9973021043538731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:26,231] Trial 1942 finished with value: 0.9974202025992523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:32,154] Trial 1943 finished with value: 0.9972810745307421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:35,070] Trial 1944 finished with value: 0.997520893967114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:37,544] Trial 1945 finished with value: 0.9975200803341179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:41,879] Trial 1946 finished with value: 0.9974636445583364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:48,036] Trial 1947 finished with value: 0.9963234125621242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:50,329] Trial 1948 finished with value: 0.9973146531098941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:54,048] Trial 1949 finished with value: 0.9974491797848414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:55,943] Trial 1950 finished with value: 0.9973796070861377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:58,072] Trial 1951 finished with value: 0.9973440823702372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:03,881] Trial 1952 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6800918861060385e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:05,106] Trial 1953 finished with value: 0.9971003373038284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:12,092] Trial 1954 finished with value: 0.9969883198193553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:17,421] Trial 1955 finished with value: 0.9971768306754215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:20,081] Trial 1956 finished with value: 0.9974747083294048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:24,116] Trial 1957 finished with value: 0.9968139093221303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:27,509] Trial 1958 finished with value: 0.9976818229312171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:29,416] Trial 1959 finished with value: 0.997493777828943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:31,631] Trial 1960 finished with value: 0.9972981965922779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:35,033] Trial 1961 finished with value: 0.9972692158203054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:38,399] Trial 1962 finished with value: 0.9975256809956976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:47,963] Trial 1963 finished with value: 0.9967228627552321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:50,651] Trial 1964 finished with value: 0.9974132392071396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:52,176] Trial 1965 finished with value: 0.997235553294388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:54,839] Trial 1966 finished with value: 0.9972773540862768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:59,358] Trial 1967 finished with value: 0.9971414311338282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:01,750] Trial 1968 finished with value: 0.9976819527075208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:05,673] Trial 1969 finished with value: 0.9971856130939628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:07,084] Trial 1970 finished with value: 0.9910498887019884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:12,892] Trial 1971 finished with value: 0.9853695996323554 and parameters: {'classifier': 'SVC', 'svc_c': 0.005804620224424287, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:15,960] Trial 1972 finished with value: 0.9975303629718076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:19,449] Trial 1973 finished with value: 0.9974836914902109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:20,872] Trial 1974 finished with value: 0.9972129655843306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:23,883] Trial 1975 finished with value: 0.9974162761440296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:28,182] Trial 1976 finished with value: 0.9977034645659906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:32,785] Trial 1977 finished with value: 0.9974107789480282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:37,611] Trial 1978 finished with value: 0.9973747315722677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:41,820] Trial 1979 finished with value: 0.9972733416530627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:47,161] Trial 1980 finished with value: 0.9972197511489479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:49,650] Trial 1981 finished with value: 0.9955266952361358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:52,955] Trial 1982 finished with value: 0.996797510789671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:56,491] Trial 1983 finished with value: 0.9972418460962538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:01,144] Trial 1984 finished with value: 0.9973770620550754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:03,270] Trial 1985 finished with value: 0.9948495160409125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:07,021] Trial 1986 finished with value: 0.9971682324636948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:11,618] Trial 1987 finished with value: 0.997233597128461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:16,563] Trial 1988 finished with value: 0.9972276532848877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:19,864] Trial 1989 finished with value: 0.9975691621828354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:23,478] Trial 1990 finished with value: 0.9972846815121882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:26,347] Trial 1991 finished with value: 0.996691875576225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:31,267] Trial 1992 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2347461677190083e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:36,613] Trial 1993 finished with value: 0.9973495285316835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:40,636] Trial 1994 finished with value: 0.9974420681767008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:44,008] Trial 1995 finished with value: 0.9974588610526604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:47,687] Trial 1996 finished with value: 0.9971757230541888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:51,242] Trial 1997 finished with value: 0.9971272323874737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:04,546] Trial 1998 finished with value: 0.9967956912554357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:08,092] Trial 1999 finished with value: 0.9968862298571252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:12,263] Trial 2000 finished with value: 0.9973553837947567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:15,047] Trial 2001 finished with value: 0.9974133181710534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:18,725] Trial 2002 finished with value: 0.9974373535740219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:22,192] Trial 2003 finished with value: 0.9972901793746857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:25,609] Trial 2004 finished with value: 0.9973535288727547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:30,596] Trial 2005 finished with value: 0.9971942422818872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:33,903] Trial 2006 finished with value: 0.9974023417109684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:39,034] Trial 2007 finished with value: 0.9972310289287263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:40,325] Trial 2008 finished with value: 0.9969260266540605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:44,408] Trial 2009 finished with value: 0.9866104987486679 and parameters: {'classifier': 'SVC', 'svc_c': 22861910.611127786, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:48,146] Trial 2010 finished with value: 0.9975260693407334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:51,689] Trial 2011 finished with value: 0.997488823128994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:54,928] Trial 2012 finished with value: 0.9970945590369183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:58,425] Trial 2013 finished with value: 0.9973446698389047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:01,239] Trial 2014 finished with value: 0.9959422988815811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:22,011] Trial 2015 finished with value: 0.9961070092904082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:25,170] Trial 2016 finished with value: 0.997468236113148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:27,384] Trial 2017 finished with value: 0.9972752708735063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:30,218] Trial 2018 finished with value: 0.9974301650014556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:34,045] Trial 2019 finished with value: 0.9974928532719605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:40,961] Trial 2020 finished with value: 0.9971172690966089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:44,335] Trial 2021 finished with value: 0.9974186397294748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:44,836] Trial 2022 finished with value: 0.9931650860787579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 8}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:49,763] Trial 2023 finished with value: 0.997131113679654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:52,347] Trial 2024 finished with value: 0.9973913008546692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:01,288] Trial 2025 finished with value: 0.9961887972432013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:12,317] Trial 2026 finished with value: 0.9968248534095497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:18,192] Trial 2027 finished with value: 0.9974084535432858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:20,026] Trial 2028 finished with value: 0.9954896824884436 and parameters: {'classifier': 'SVC', 'svc_c': 4531.777321708997, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:26,014] Trial 2029 finished with value: 0.9965884158059083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:29,358] Trial 2030 finished with value: 0.9974867404875059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:33,191] Trial 2031 finished with value: 0.9973072587804738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:49,220] Trial 2032 finished with value: 0.996285902100567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:50,516] Trial 2033 finished with value: 0.9898339008914148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:04,127] Trial 2034 finished with value: 0.9970064803452234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:05,929] Trial 2035 finished with value: 0.9956775777560566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:28,066] Trial 2036 finished with value: 0.996569082627835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:45,026] Trial 2037 finished with value: 0.996620715442603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:46,849] Trial 2038 finished with value: 0.997358856239213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:50,488] Trial 2039 finished with value: 0.9974382471548067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:53,288] Trial 2040 finished with value: 0.9971185927895158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:54,512] Trial 2041 finished with value: 0.9972868821234785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:55,807] Trial 2042 finished with value: 0.9974561546978146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:58,736] Trial 2043 finished with value: 0.9975173810568255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:02,043] Trial 2044 finished with value: 0.9933822258286167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 37, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:06,027] Trial 2045 finished with value: 0.9974280336740172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:12,019] Trial 2046 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.880617169119025e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:29,278] Trial 2047 finished with value: 0.996824912283368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:46,909] Trial 2048 finished with value: 0.9966262955380188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:50,638] Trial 2049 finished with value: 0.9966704910185019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:54,426] Trial 2050 finished with value: 0.9971288019539498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:54,967] Trial 2051 finished with value: 0.9965134150363658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 14}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:59,800] Trial 2052 finished with value: 0.9968020765098261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:01,626] Trial 2053 finished with value: 0.9963519675383301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:04,879] Trial 2054 finished with value: 0.9972390629356719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:06,230] Trial 2055 finished with value: 0.996842032853222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:09,760] Trial 2056 finished with value: 0.9969230013015067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:12,970] Trial 2057 finished with value: 0.9974662765830029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:15,827] Trial 2058 finished with value: 0.9975938548143918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:19,765] Trial 2059 finished with value: 0.9972206519977136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:23,148] Trial 2060 finished with value: 0.9974767925260505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:26,794] Trial 2061 finished with value: 0.9973582316371941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:30,697] Trial 2062 finished with value: 0.9972216821149763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:33,964] Trial 2063 finished with value: 0.9975434996725645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:43,784] Trial 2064 finished with value: 0.9970111733343874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:46,153] Trial 2065 finished with value: 0.99074027532196 and parameters: {'classifier': 'SVC', 'svc_c': 8.43801996403545, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:48,922] Trial 2066 finished with value: 0.9972321753971579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:53,938] Trial 2067 finished with value: 0.997226273701526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:56,093] Trial 2068 finished with value: 0.9957064560145881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:58,761] Trial 2069 finished with value: 0.997261233514411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:00,430] Trial 2070 finished with value: 0.9975521601858034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:03,476] Trial 2071 finished with value: 0.9974909462045763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:06,034] Trial 2072 finished with value: 0.9971650868879477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:11,129] Trial 2073 finished with value: 0.9966782057420983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:16,696] Trial 2074 finished with value: 0.9959582277247482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:19,343] Trial 2075 finished with value: 0.9974587536198435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:21,880] Trial 2076 finished with value: 0.9974317443114692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:25,421] Trial 2077 finished with value: 0.9972742184444945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:26,944] Trial 2078 finished with value: 0.9974962592889766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:29,835] Trial 2079 finished with value: 0.996958966063494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:33,569] Trial 2080 finished with value: 0.9975910595934051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:37,764] Trial 2081 finished with value: 0.9973115269577463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:41,165] Trial 2082 finished with value: 0.9968200948816067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:45,837] Trial 2083 finished with value: 0.9966328904847638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:50,517] Trial 2084 finished with value: 0.9861566420381064 and parameters: {'classifier': 'SVC', 'svc_c': 0.7420921593788917, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:52,446] Trial 2085 finished with value: 0.9973892179275398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:54,346] Trial 2086 finished with value: 0.9972435752726664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:00,997] Trial 2087 finished with value: 0.997352842762671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:02,422] Trial 2088 finished with value: 0.9973501012739616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 45}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:07,954] Trial 2089 finished with value: 0.9960120279846932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:10,287] Trial 2090 finished with value: 0.9970049780948491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:14,066] Trial 2091 finished with value: 0.997416319910604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:17,401] Trial 2092 finished with value: 0.9971881770725558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:19,220] Trial 2093 finished with value: 0.9972766623268455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:21,955] Trial 2094 finished with value: 0.9974465377944718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:23,202] Trial 2095 finished with value: 0.9969199695378955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:26,765] Trial 2096 finished with value: 0.996611534998964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:34,208] Trial 2097 finished with value: 0.9970322884690136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:37,080] Trial 2098 finished with value: 0.9973529505763427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:40,881] Trial 2099 finished with value: 0.9974659370191309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:46,304] Trial 2100 finished with value: 0.9970023100159198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:50,097] Trial 2101 finished with value: 0.9974109246884995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:53,194] Trial 2102 finished with value: 0.9975708710787252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:56,328] Trial 2103 finished with value: 0.9974684928728195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:31:39,773] Trial 2104 finished with value: 0.9911529106478715 and parameters: {'classifier': 'SVC', 'svc_c': 6283556.618027653, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:31:41,787] Trial 2105 finished with value: 0.9972041538399626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:31:54,781] Trial 2106 finished with value: 0.9965187472904619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:31:58,423] Trial 2107 finished with value: 0.9970089045818099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:01,669] Trial 2108 finished with value: 0.9975114186465767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:06,054] Trial 2109 finished with value: 0.9976535836202389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:10,470] Trial 2110 finished with value: 0.9955521946453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:13,968] Trial 2111 finished with value: 0.9973896158256856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:22,386] Trial 2112 finished with value: 0.9968197341168125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:24,982] Trial 2113 finished with value: 0.997329578590854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:29,520] Trial 2114 finished with value: 0.9975190644989135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:33,106] Trial 2115 finished with value: 0.9977815289957414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:35,529] Trial 2116 finished with value: 0.9963459079148705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:40,431] Trial 2117 finished with value: 0.9973018216325934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:48,765] Trial 2118 finished with value: 0.9973084923059855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:51,184] Trial 2119 finished with value: 0.997576836028007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:53,812] Trial 2120 finished with value: 0.9973998882120313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:56,823] Trial 2121 finished with value: 0.9972175572026183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:58,308] Trial 2122 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1635670461.8560765, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:00,541] Trial 2123 finished with value: 0.9976163401696975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:03,395] Trial 2124 finished with value: 0.9971646580136039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:06,182] Trial 2125 finished with value: 0.9975250770233185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:08,522] Trial 2126 finished with value: 0.9965816684537318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:11,191] Trial 2127 finished with value: 0.9974793410800203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:15,030] Trial 2128 finished with value: 0.997173145555247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:15,715] Trial 2129 finished with value: 0.9907255890496086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:18,223] Trial 2130 finished with value: 0.9973545596247756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:21,483] Trial 2131 finished with value: 0.9974732622868645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:25,031] Trial 2132 finished with value: 0.9975964799201945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:28,788] Trial 2133 finished with value: 0.9972803342123124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:32,878] Trial 2134 finished with value: 0.9974422130285104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:36,824] Trial 2135 finished with value: 0.997288021101764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:40,148] Trial 2136 finished with value: 0.9972598691652447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:43,143] Trial 2137 finished with value: 0.9976345473820277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:46,742] Trial 2138 finished with value: 0.9975037953598916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:53,971] Trial 2139 finished with value: 0.9970680800055022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:57,336] Trial 2140 finished with value: 0.9968390958590029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:03,704] Trial 2141 finished with value: 0.9936200959861875 and parameters: {'classifier': 'SVC', 'svc_c': 883632.2079602282, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:06,693] Trial 2142 finished with value: 0.9974388499528833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:10,465] Trial 2143 finished with value: 0.9970672854787265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:14,065] Trial 2144 finished with value: 0.9972274221377077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:18,511] Trial 2145 finished with value: 0.9976079415259331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:22,266] Trial 2146 finished with value: 0.9973792697121812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:24,782] Trial 2147 finished with value: 0.9974282713274684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:29,784] Trial 2148 finished with value: 0.9974740596700519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:32,332] Trial 2149 finished with value: 0.9970257677572345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:35,465] Trial 2150 finished with value: 0.9973369420392902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:38,313] Trial 2151 finished with value: 0.9965546052543904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:40,411] Trial 2152 finished with value: 0.9973043701865634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:41,590] Trial 2153 finished with value: 0.9940513224261581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:44,436] Trial 2154 finished with value: 0.9974552514687058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:45,644] Trial 2155 finished with value: 0.9901181619992182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:48,675] Trial 2156 finished with value: 0.9974903637187605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:52,324] Trial 2157 finished with value: 0.9975734839336957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:56,127] Trial 2158 finished with value: 0.9972413585385191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:01,202] Trial 2159 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.889760794410628e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:03,126] Trial 2160 finished with value: 0.9975225527488477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:06,869] Trial 2161 finished with value: 0.9976258899791036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:11,996] Trial 2162 finished with value: 0.9971600902939608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:14,350] Trial 2163 finished with value: 0.9972792752135539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:17,955] Trial 2164 finished with value: 0.9976371820726783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:20,376] Trial 2165 finished with value: 0.9974249401484382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:29,077] Trial 2166 finished with value: 0.9970992226685181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:33,432] Trial 2167 finished with value: 0.9972223815549812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:35,308] Trial 2168 finished with value: 0.9940881364945494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:39,374] Trial 2169 finished with value: 0.9973457843155255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:40,846] Trial 2170 finished with value: 0.9973244463490506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:44,443] Trial 2171 finished with value: 0.9973477544778695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:45,798] Trial 2172 finished with value: 0.9968634418491339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:53,591] Trial 2173 finished with value: 0.9962496893703087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:57,645] Trial 2174 finished with value: 0.9971539884273465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:36:16,205] Trial 2175 finished with value: 0.9961850271606488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:36:17,709] Trial 2176 finished with value: 0.9970736820952876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:36:20,253] Trial 2177 finished with value: 0.9972612457969813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:36:23,438] Trial 2178 finished with value: 0.9976750907180225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:36:28,248] Trial 2179 finished with value: 0.9974051168735976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:38:29,679] Trial 2180 finished with value: 0.9903791104396819 and parameters: {'classifier': 'SVC', 'svc_c': 544482907.8352847, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:38:32,722] Trial 2181 finished with value: 0.9972636472140121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:38:36,767] Trial 2182 finished with value: 0.9974358815698734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:38:40,168] Trial 2183 finished with value: 0.9973409054374374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:38:50,409] Trial 2184 finished with value: 0.9968613960236182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:38:54,592] Trial 2185 finished with value: 0.9968185955511198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:07,740] Trial 2186 finished with value: 0.9966677674617103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:20,672] Trial 2187 finished with value: 0.9960471558815365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:23,243] Trial 2188 finished with value: 0.9973748769953598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:28,614] Trial 2189 finished with value: 0.997020643735549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:31,048] Trial 2190 finished with value: 0.997140802437619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:33,963] Trial 2191 finished with value: 0.9973308448064104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:37,155] Trial 2192 finished with value: 0.9971272680291436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:39,863] Trial 2193 finished with value: 0.9974806671850082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:45,915] Trial 2194 finished with value: 0.9971654495570164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:48,886] Trial 2195 finished with value: 0.9968687392232697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:51,333] Trial 2196 finished with value: 0.9972163855660261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:55,879] Trial 2197 finished with value: 0.9854008989219446 and parameters: {'classifier': 'SVC', 'svc_c': 0.1203363234324662, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:04,839] Trial 2198 finished with value: 0.9969070464649938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:08,770] Trial 2199 finished with value: 0.9972681663111812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:12,639] Trial 2200 finished with value: 0.9976757533420546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:26,172] Trial 2201 finished with value: 0.9971682013922836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:28,386] Trial 2202 finished with value: 0.9963225735070642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:33,563] Trial 2203 finished with value: 0.9973985171661667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:34,679] Trial 2204 finished with value: 0.9970654877166957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:35,796] Trial 2205 finished with value: 0.9942592596745321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:37,999] Trial 2206 finished with value: 0.997550135275569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:41,445] Trial 2207 finished with value: 0.9975016044921391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:43,911] Trial 2208 finished with value: 0.9975317531556307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:47,044] Trial 2209 finished with value: 0.9974148410828053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:51,711] Trial 2210 finished with value: 0.9973941868778091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:55,982] Trial 2211 finished with value: 0.9969955965280904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:58,700] Trial 2212 finished with value: 0.9977945448068087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:01,543] Trial 2213 finished with value: 0.9974456883293783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:04,244] Trial 2214 finished with value: 0.9972088807886877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:07,351] Trial 2215 finished with value: 0.9974253829874612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:13,370] Trial 2216 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.3855757668898325e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:15,536] Trial 2217 finished with value: 0.9975840028601065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:23,159] Trial 2218 finished with value: 0.9971398085333089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:26,075] Trial 2219 finished with value: 0.9971890368207313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:29,614] Trial 2220 finished with value: 0.9975669793130354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:32,385] Trial 2221 finished with value: 0.9975168117105033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:35,270] Trial 2222 finished with value: 0.9974948300992651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:37,773] Trial 2223 finished with value: 0.9974147265406973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:39,493] Trial 2224 finished with value: 0.9958797786950345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:42,015] Trial 2225 finished with value: 0.9974413673402281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:44,179] Trial 2226 finished with value: 0.9975608307282212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:46,989] Trial 2227 finished with value: 0.9974373720137462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:49,512] Trial 2228 finished with value: 0.9975439253413795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:52,355] Trial 2229 finished with value: 0.9972605481660373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:55,138] Trial 2230 finished with value: 0.997477086292122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:57,658] Trial 2231 finished with value: 0.9975339854730905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:00,626] Trial 2232 finished with value: 0.9972757087614156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:02,224] Trial 2233 finished with value: 0.9974462734811785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:05,422] Trial 2234 finished with value: 0.9969381566918681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:11,411] Trial 2235 finished with value: 0.9852929065023727 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012935493971212393, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:14,867] Trial 2236 finished with value: 0.9974278725089233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:16,735] Trial 2237 finished with value: 0.9965090335547636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:35,457] Trial 2238 finished with value: 0.9967486883983473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:38,207] Trial 2239 finished with value: 0.9975772421780088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:39,485] Trial 2240 finished with value: 0.9958548153073895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:42,230] Trial 2241 finished with value: 0.9974349332411981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:45,240] Trial 2242 finished with value: 0.9976882905137394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:46,166] Trial 2243 finished with value: 0.9969355861435285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 25}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:49,061] Trial 2244 finished with value: 0.997381411132274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:54,172] Trial 2245 finished with value: 0.9971717721607772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:57,398] Trial 2246 finished with value: 0.9974721246415713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:00,841] Trial 2247 finished with value: 0.9973923701365098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:03,461] Trial 2248 finished with value: 0.9972495694525608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:17,687] Trial 2249 finished with value: 0.9967905016632336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:20,001] Trial 2250 finished with value: 0.9971574719483325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:23,221] Trial 2251 finished with value: 0.9976456767236127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:26,119] Trial 2252 finished with value: 0.9974816870826647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:28,480] Trial 2253 finished with value: 0.9972799417730864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:30,389] Trial 2254 finished with value: 0.9914133250028283 and parameters: {'classifier': 'SVC', 'svc_c': 17.245513596286184, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:33,877] Trial 2255 finished with value: 0.9975723637125137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:34,961] Trial 2256 finished with value: 0.990617244307526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:38,010] Trial 2257 finished with value: 0.9976545538798082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:40,637] Trial 2258 finished with value: 0.9973713264121752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:45,453] Trial 2259 finished with value: 0.9889482301770016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 74, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:49,071] Trial 2260 finished with value: 0.9973722926727682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:52,087] Trial 2261 finished with value: 0.9972590264285878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:55,026] Trial 2262 finished with value: 0.9976835562970336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:57,444] Trial 2263 finished with value: 0.997149967869228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:06,642] Trial 2264 finished with value: 0.997181434290638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:17,251] Trial 2265 finished with value: 0.9967636124511013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:21,057] Trial 2266 finished with value: 0.997470496836035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:28,126] Trial 2267 finished with value: 0.997206250477868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:33,994] Trial 2268 finished with value: 0.9973840167827394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:37,562] Trial 2269 finished with value: 0.9969466153520156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:39,574] Trial 2270 finished with value: 0.9969719907611753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:42,253] Trial 2271 finished with value: 0.9968926750644226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:48,144] Trial 2272 finished with value: 0.9853902475532458 and parameters: {'classifier': 'SVC', 'svc_c': 0.010707913393768765, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:53,257] Trial 2273 finished with value: 0.9955912994923767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:55,651] Trial 2274 finished with value: 0.9973556800046474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:03,192] Trial 2275 finished with value: 0.9970639065976216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:05,811] Trial 2276 finished with value: 0.9975336742194321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:06,187] Trial 2277 finished with value: 0.9826755233577514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 2}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:08,047] Trial 2278 finished with value: 0.9973418966122877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:10,720] Trial 2279 finished with value: 0.9977493992838031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:12,237] Trial 2280 finished with value: 0.9975137402110322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:15,018] Trial 2281 finished with value: 0.9973955006367511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:17,619] Trial 2282 finished with value: 0.9974519035320606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:20,368] Trial 2283 finished with value: 0.9973397913734093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:22,545] Trial 2284 finished with value: 0.9975772543653653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:28,250] Trial 2285 finished with value: 0.9946011459996753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 44, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:32,767] Trial 2286 finished with value: 0.997027985760898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:35,469] Trial 2287 finished with value: 0.9974077025926572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:38,850] Trial 2288 finished with value: 0.9934280295958232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:39,616] Trial 2289 finished with value: 0.9957823302430824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 21}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:42,464] Trial 2290 finished with value: 0.9974773626658201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:49,812] Trial 2291 finished with value: 0.9972292106322694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:51,243] Trial 2292 finished with value: 0.9956307149266158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:53,299] Trial 2293 finished with value: 0.9951007610922358 and parameters: {'classifier': 'SVC', 'svc_c': 309520.22797756986, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:55,588] Trial 2294 finished with value: 0.9974982972752288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:57,488] Trial 2295 finished with value: 0.9973963595280031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:00,075] Trial 2296 finished with value: 0.9974287329235948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:02,584] Trial 2297 finished with value: 0.9973313072911981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:03,456] Trial 2298 finished with value: 0.9902492455237977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:05,260] Trial 2299 finished with value: 0.9974254834379384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:07,096] Trial 2300 finished with value: 0.9974833179350401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:20,283] Trial 2301 finished with value: 0.9967268796000153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:23,135] Trial 2302 finished with value: 0.9971996670202458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:26,943] Trial 2303 finished with value: 0.9974347032365826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:29,378] Trial 2304 finished with value: 0.9971792993450782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:37,365] Trial 2305 finished with value: 0.9958900317529945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:39,361] Trial 2306 finished with value: 0.9974800774629493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:42,536] Trial 2307 finished with value: 0.9973321227015169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:45,901] Trial 2308 finished with value: 0.9974946959431303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:48,336] Trial 2309 finished with value: 0.9974511622932315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:51,106] Trial 2310 finished with value: 0.9974724509707359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:57,050] Trial 2311 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00012378475070570864, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:00,286] Trial 2312 finished with value: 0.9974270980405051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:02,395] Trial 2313 finished with value: 0.9956509351474653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:14,714] Trial 2314 finished with value: 0.9958780134960966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:20,613] Trial 2315 finished with value: 0.9964003816214744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:23,685] Trial 2316 finished with value: 0.9973613907650279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:24,843] Trial 2317 finished with value: 0.9965742116323716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:28,923] Trial 2318 finished with value: 0.9973727386221061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:35,946] Trial 2319 finished with value: 0.9972286611856154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:38,532] Trial 2320 finished with value: 0.997569899137047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:40,192] Trial 2321 finished with value: 0.9971787495493073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:45,031] Trial 2322 finished with value: 0.9963008956276006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:47,445] Trial 2323 finished with value: 0.9973191062239534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:06,171] Trial 2324 finished with value: 0.9965902333723934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:08,517] Trial 2325 finished with value: 0.9974710419980717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:18,829] Trial 2326 finished with value: 0.9968984185148481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:21,975] Trial 2327 finished with value: 0.9974106437762803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:24,819] Trial 2328 finished with value: 0.9974794247728823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:29,876] Trial 2329 finished with value: 0.9850767555470211 and parameters: {'classifier': 'SVC', 'svc_c': 3.0283954147261597e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:32,659] Trial 2330 finished with value: 0.9973739521844739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:38,104] Trial 2331 finished with value: 0.9970657468884482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:41,335] Trial 2332 finished with value: 0.9976389863409801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:43,091] Trial 2333 finished with value: 0.997049914274617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:00,161] Trial 2334 finished with value: 0.9966827891085298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:02,907] Trial 2335 finished with value: 0.9972393381350675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:04,934] Trial 2336 finished with value: 0.9971729844853668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 48}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:07,535] Trial 2337 finished with value: 0.9971916727808984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:10,992] Trial 2338 finished with value: 0.9975646181079334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:15,200] Trial 2339 finished with value: 0.997239131457814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:18,256] Trial 2340 finished with value: 0.9975857146441459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:19,949] Trial 2341 finished with value: 0.9976052049883372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:34,042] Trial 2342 finished with value: 0.9964713606585963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:38,699] Trial 2343 finished with value: 0.9973877940697969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:41,781] Trial 2344 finished with value: 0.9975277082545374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:44,535] Trial 2345 finished with value: 0.9969812375370412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:47,816] Trial 2346 finished with value: 0.9974375735494586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:52,362] Trial 2347 finished with value: 0.9970585245150105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:58,479] Trial 2348 finished with value: 0.9853940170010403 and parameters: {'classifier': 'SVC', 'svc_c': 0.04604093151108061, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:02,196] Trial 2349 finished with value: 0.9970231072954029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:07,870] Trial 2350 finished with value: 0.9967810570649908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:10,087] Trial 2351 finished with value: 0.9973112907959768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:13,419] Trial 2352 finished with value: 0.9970815814700297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:17,931] Trial 2353 finished with value: 0.9973748757575813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:20,517] Trial 2354 finished with value: 0.9974144105263526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:23,816] Trial 2355 finished with value: 0.997289469524647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:26,439] Trial 2356 finished with value: 0.9975434511453041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:29,649] Trial 2357 finished with value: 0.9972160702499154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:37,347] Trial 2358 finished with value: 0.99722861637169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:39,553] Trial 2359 finished with value: 0.9971388092018163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:42,043] Trial 2360 finished with value: 0.9962640482978823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:44,356] Trial 2361 finished with value: 0.9976832876991226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:45,496] Trial 2362 finished with value: 0.9944397284939623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:47,897] Trial 2363 finished with value: 0.99741382692971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:50,329] Trial 2364 finished with value: 0.9968550321288397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:52,451] Trial 2365 finished with value: 0.9971902093459849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:56,582] Trial 2366 finished with value: 0.9966972296342637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:02,047] Trial 2367 finished with value: 0.9850849502112542 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003080070387674508, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:05,042] Trial 2368 finished with value: 0.9975044180893741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:07,324] Trial 2369 finished with value: 0.9976916241048507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:11,585] Trial 2370 finished with value: 0.9973248456754025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:15,301] Trial 2371 finished with value: 0.9972456591201949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:20,237] Trial 2372 finished with value: 0.9970855495019112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:23,061] Trial 2373 finished with value: 0.9974479985316632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:27,418] Trial 2374 finished with value: 0.9971667287851146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:29,699] Trial 2375 finished with value: 0.9973071603612227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:34,088] Trial 2376 finished with value: 0.9974638324784865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:37,897] Trial 2377 finished with value: 0.9966639455828927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:41,090] Trial 2378 finished with value: 0.9974385006454737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:43,466] Trial 2379 finished with value: 0.997597424345107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:46,967] Trial 2380 finished with value: 0.9973895245792018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:48,884] Trial 2381 finished with value: 0.9975177045930543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:55,906] Trial 2382 finished with value: 0.9967393068950643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:57,043] Trial 2383 finished with value: 0.9895214410336789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:00,133] Trial 2384 finished with value: 0.9971406202302924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:05,346] Trial 2385 finished with value: 0.9853343661117563 and parameters: {'classifier': 'SVC', 'svc_c': 0.0024065421239647666, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:19,487] Trial 2386 finished with value: 0.996432331411215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:27,836] Trial 2387 finished with value: 0.996791111094533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:30,919] Trial 2388 finished with value: 0.997580941738931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:34,272] Trial 2389 finished with value: 0.9975750511198287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:35,033] Trial 2390 finished with value: 0.9962155559173204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 17}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:38,527] Trial 2391 finished with value: 0.9974938299425871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:42,630] Trial 2392 finished with value: 0.9975526597087292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:58,471] Trial 2393 finished with value: 0.996449951853112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:59,775] Trial 2394 finished with value: 0.9960991127403399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:02,987] Trial 2395 finished with value: 0.9974567109046429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:07,456] Trial 2396 finished with value: 0.9971969399405464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:09,259] Trial 2397 finished with value: 0.9973076050410442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:11,315] Trial 2398 finished with value: 0.9972948338975055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:26,255] Trial 2399 finished with value: 0.9968377573444932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:30,720] Trial 2400 finished with value: 0.9971809520648719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:35,815] Trial 2401 finished with value: 0.997379935541742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:37,486] Trial 2402 finished with value: 0.9937418801134509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 53}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:40,657] Trial 2403 finished with value: 0.9974670646352454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:45,363] Trial 2404 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9672397293483964e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:49,157] Trial 2405 finished with value: 0.9971708273550098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:52,879] Trial 2406 finished with value: 0.9972915681937785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:57,986] Trial 2407 finished with value: 0.9976239314645715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:00,787] Trial 2408 finished with value: 0.9975298451043715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:04,138] Trial 2409 finished with value: 0.9974861880257505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:06,922] Trial 2410 finished with value: 0.9972616654990697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:09,994] Trial 2411 finished with value: 0.9975202770774064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:12,628] Trial 2412 finished with value: 0.9974102033176004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:16,340] Trial 2413 finished with value: 0.9948109226819527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:21,029] Trial 2414 finished with value: 0.9977258403303016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:25,518] Trial 2415 finished with value: 0.9971805121774743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:27,014] Trial 2416 finished with value: 0.9975388335336702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:32,996] Trial 2417 finished with value: 0.9973877932446115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:43,657] Trial 2418 finished with value: 0.9967687180965381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 52, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:49,150] Trial 2419 finished with value: 0.9973049746667488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:53,897] Trial 2420 finished with value: 0.9974564187572046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:56,511] Trial 2421 finished with value: 0.9970930333004927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:01,549] Trial 2422 finished with value: 0.9973821357087015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:03,359] Trial 2423 finished with value: 0.9973450753224103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:09,153] Trial 2424 finished with value: 0.9852198212107594 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006054688361067307, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:13,847] Trial 2425 finished with value: 0.9973750370496273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:17,988] Trial 2426 finished with value: 0.9974403312245007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:21,699] Trial 2427 finished with value: 0.9966950108054142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:28,523] Trial 2428 finished with value: 0.9970351523390945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:30,989] Trial 2429 finished with value: 0.9976726087501824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:31,973] Trial 2430 finished with value: 0.9931561043461575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:37,031] Trial 2431 finished with value: 0.9971697012940527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:38,915] Trial 2432 finished with value: 0.9973404376524192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:41,375] Trial 2433 finished with value: 0.997289180424048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:43,657] Trial 2434 finished with value: 0.9972807816850698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:45,248] Trial 2435 finished with value: 0.9969847756789658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:03,085] Trial 2436 finished with value: 0.9959711370233979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:05,960] Trial 2437 finished with value: 0.9974009765048786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:08,969] Trial 2438 finished with value: 0.9975027423595976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:14,891] Trial 2439 finished with value: 0.997242291950378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:15,926] Trial 2440 finished with value: 0.9957201623155704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:17,638] Trial 2441 finished with value: 0.9943129962682349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:22,167] Trial 2442 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 7.79251200685067e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:25,260] Trial 2443 finished with value: 0.9973053909411433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:32,704] Trial 2444 finished with value: 0.9943748851560644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 68, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:34,936] Trial 2445 finished with value: 0.9969700448465927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:50,702] Trial 2446 finished with value: 0.9968046697825076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:52,181] Trial 2447 finished with value: 0.9909263856179189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:00,396] Trial 2448 finished with value: 0.9971133220434844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:03,694] Trial 2449 finished with value: 0.9973808680014634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:06,754] Trial 2450 finished with value: 0.9974452227342758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:11,031] Trial 2451 finished with value: 0.9972856859217458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:14,031] Trial 2452 finished with value: 0.997361797200671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:16,154] Trial 2453 finished with value: 0.9973176887455298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:18,593] Trial 2454 finished with value: 0.9974106844325398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:23,698] Trial 2455 finished with value: 0.9969708418489249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:27,000] Trial 2456 finished with value: 0.9972985030535124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:29,476] Trial 2457 finished with value: 0.9976908569996269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:32,207] Trial 2458 finished with value: 0.9975045564666507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:34,733] Trial 2459 finished with value: 0.9975112785554529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:38,293] Trial 2460 finished with value: 0.9974795328404572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:42,094] Trial 2461 finished with value: 0.9975657540393795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:46,183] Trial 2462 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 251100164.8966529, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:51,253] Trial 2463 finished with value: 0.9972402594865214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:53,864] Trial 2464 finished with value: 0.9970742005022682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:55,671] Trial 2465 finished with value: 0.9973671812827699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:59,080] Trial 2466 finished with value: 0.9975449537447952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:02,125] Trial 2467 finished with value: 0.9975420813372176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:04,657] Trial 2468 finished with value: 0.9973642774229261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:09,591] Trial 2469 finished with value: 0.9974183745909957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:13,992] Trial 2470 finished with value: 0.9972043914616759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:21,180] Trial 2471 finished with value: 0.9972263118187529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:24,239] Trial 2472 finished with value: 0.9975299099449165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:31,569] Trial 2473 finished with value: 0.9972104073185611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:33,417] Trial 2474 finished with value: 0.9972981932280597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:38,023] Trial 2475 finished with value: 0.997222460518895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:40,139] Trial 2476 finished with value: 0.9974687558213828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:51,818] Trial 2477 finished with value: 0.9969410198319769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:01,809] Trial 2478 finished with value: 0.996488707710158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:04,214] Trial 2479 finished with value: 0.9970910514903363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:06,258] Trial 2480 finished with value: 0.9967624738219328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:08,223] Trial 2481 finished with value: 0.9967994105573365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:10,503] Trial 2482 finished with value: 0.9961593767742585 and parameters: {'classifier': 'SVC', 'svc_c': 12693.295248246508, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:13,399] Trial 2483 finished with value: 0.9973368461273341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:22,585] Trial 2484 finished with value: 0.9964824892067337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:24,559] Trial 2485 finished with value: 0.9965420934730318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:28,376] Trial 2486 finished with value: 0.9976537367873802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:31,405] Trial 2487 finished with value: 0.9972167499172038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:33,786] Trial 2488 finished with value: 0.9973703458060482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:36,463] Trial 2489 finished with value: 0.9960647929540968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:40,110] Trial 2490 finished with value: 0.9975820650386901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:44,420] Trial 2491 finished with value: 0.9965390845607139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:46,566] Trial 2492 finished with value: 0.9973511615104985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:50,073] Trial 2493 finished with value: 0.9978285015113905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:52,718] Trial 2494 finished with value: 0.9973757823509083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:54,934] Trial 2495 finished with value: 0.996723302833057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:57,171] Trial 2496 finished with value: 0.9973787568275964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:58,918] Trial 2497 finished with value: 0.9967908892465597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 39}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:00,240] Trial 2498 finished with value: 0.994751519983105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:01,878] Trial 2499 finished with value: 0.9952106732108789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:05,957] Trial 2500 finished with value: 0.9865748301013574 and parameters: {'classifier': 'SVC', 'svc_c': 1.2424192627859794, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:08,322] Trial 2501 finished with value: 0.9969120969816854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:10,893] Trial 2502 finished with value: 0.997091960590958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:14,269] Trial 2503 finished with value: 0.996646655405661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:23,278] Trial 2504 finished with value: 0.9968201767336701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:24,954] Trial 2505 finished with value: 0.9964600607574962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 35}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:27,106] Trial 2506 finished with value: 0.9973526062200465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:30,039] Trial 2507 finished with value: 0.997302809633653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:31,896] Trial 2508 finished with value: 0.997317155739112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:32,994] Trial 2509 finished with value: 0.9971448233765924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:35,226] Trial 2510 finished with value: 0.9971734274196035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:37,021] Trial 2511 finished with value: 0.9968928334683188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:38,381] Trial 2512 finished with value: 0.9971592481603239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:40,702] Trial 2513 finished with value: 0.997167300480042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:43,218] Trial 2514 finished with value: 0.9975786638140981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:45,475] Trial 2515 finished with value: 0.996224499818335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:48,814] Trial 2516 finished with value: 0.9961583981358816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 24, 'rf_n_estimators': 45}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:52,854] Trial 2517 finished with value: 0.9970975257378193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:54,152] Trial 2518 finished with value: 0.994797250467483 and parameters: {'classifier': 'SVC', 'svc_c': 633.2041630594932, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:56,089] Trial 2519 finished with value: 0.9973475226959313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:58,441] Trial 2520 finished with value: 0.9973985487136469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:59,253] Trial 2521 finished with value: 0.9898180512978031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:01,298] Trial 2522 finished with value: 0.9971939877756072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:03,707] Trial 2523 finished with value: 0.9973204892667472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:07,256] Trial 2524 finished with value: 0.9972641526084507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:11,577] Trial 2525 finished with value: 0.9953359088990554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 30}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:13,507] Trial 2526 finished with value: 0.9967456341960356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:15,911] Trial 2527 finished with value: 0.9970081408408045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:18,063] Trial 2528 finished with value: 0.9976588023478401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:23,195] Trial 2529 finished with value: 0.996334759149686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:26,332] Trial 2530 finished with value: 0.9972976515571929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:28,752] Trial 2531 finished with value: 0.9972614160391169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:33,355] Trial 2532 finished with value: 0.9976002527004693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:36,063] Trial 2533 finished with value: 0.9972669738545216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:39,466] Trial 2534 finished with value: 0.9974681065590097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:42,384] Trial 2535 finished with value: 0.9966426442102255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:51,856] Trial 2536 finished with value: 0.9969179760799273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:53,731] Trial 2537 finished with value: 0.9973739234934057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:55,303] Trial 2538 finished with value: 0.9972797404912773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:00,165] Trial 2539 finished with value: 0.985205727389927 and parameters: {'classifier': 'SVC', 'svc_c': 4.695063750689733e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:02,153] Trial 2540 finished with value: 0.9976431180135125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:06,773] Trial 2541 finished with value: 0.9973986476407042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:10,098] Trial 2542 finished with value: 0.9973433701715937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:12,784] Trial 2543 finished with value: 0.9974401778034561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:16,128] Trial 2544 finished with value: 0.9963783577988191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:19,398] Trial 2545 finished with value: 0.9972018805171264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:22,611] Trial 2546 finished with value: 0.9974175290614027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:25,876] Trial 2547 finished with value: 0.9972229861621185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:30,112] Trial 2548 finished with value: 0.9975716135553326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:32,133] Trial 2549 finished with value: 0.9975923360920436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:35,754] Trial 2550 finished with value: 0.9975491112837224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:38,603] Trial 2551 finished with value: 0.997440163362708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:41,524] Trial 2552 finished with value: 0.9971767933199044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:45,926] Trial 2553 finished with value: 0.9973976613852296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:48,637] Trial 2554 finished with value: 0.9973235167457407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:57,626] Trial 2555 finished with value: 0.996875666085051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:02,921] Trial 2556 finished with value: 0.9857827020133133 and parameters: {'classifier': 'SVC', 'svc_c': 0.2412705038947039, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:06,526] Trial 2557 finished with value: 0.9972218223013137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:11,258] Trial 2558 finished with value: 0.9972875462074544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:14,116] Trial 2559 finished with value: 0.9973642842148381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:18,224] Trial 2560 finished with value: 0.9974654408286856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:21,681] Trial 2561 finished with value: 0.9977139898082449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:22,836] Trial 2562 finished with value: 0.9973746348033878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:25,188] Trial 2563 finished with value: 0.9975708595261269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:27,982] Trial 2564 finished with value: 0.9975276179919285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:30,693] Trial 2565 finished with value: 0.9973297680026857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:33,043] Trial 2566 finished with value: 0.9974780500136823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:35,824] Trial 2567 finished with value: 0.9974542908257225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:38,377] Trial 2568 finished with value: 0.9974323354934717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:40,618] Trial 2569 finished with value: 0.9973467026836159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:43,062] Trial 2570 finished with value: 0.9974870669753599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:46,220] Trial 2571 finished with value: 0.9974627059097229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:47,969] Trial 2572 finished with value: 0.9951393390900485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:50,353] Trial 2573 finished with value: 0.9974532058970936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:51,959] Trial 2574 finished with value: 0.9972369212616757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:55,578] Trial 2575 finished with value: 0.9879948185489521 and parameters: {'classifier': 'SVC', 'svc_c': 48292.814906916756, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:58,363] Trial 2576 finished with value: 0.9972851095613463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:00,829] Trial 2577 finished with value: 0.9977853287849753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:04,431] Trial 2578 finished with value: 0.9975280937114236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:06,507] Trial 2579 finished with value: 0.9974823887760609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:08,841] Trial 2580 finished with value: 0.9974062335718719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:11,004] Trial 2581 finished with value: 0.9973227636686723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:13,050] Trial 2582 finished with value: 0.9974669006454775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:15,715] Trial 2583 finished with value: 0.9972529070109104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:18,037] Trial 2584 finished with value: 0.997623724438201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:20,612] Trial 2585 finished with value: 0.99755504944621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:23,039] Trial 2586 finished with value: 0.9973924451966609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:25,423] Trial 2587 finished with value: 0.997350311728026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:28,279] Trial 2588 finished with value: 0.9974866247710953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:31,276] Trial 2589 finished with value: 0.997728472037589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:33,395] Trial 2590 finished with value: 0.9973616198809819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:35,804] Trial 2591 finished with value: 0.9971977724893352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:38,121] Trial 2592 finished with value: 0.9973653415632256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:40,848] Trial 2593 finished with value: 0.9974549363112847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:56,854] Trial 2594 finished with value: 0.996265810354767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:59,601] Trial 2595 finished with value: 0.9972341299761895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:02,026] Trial 2596 finished with value: 0.9974474807594408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:07,099] Trial 2597 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.492718656915132e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:19,163] Trial 2598 finished with value: 0.9966850639547857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:20,350] Trial 2599 finished with value: 0.9965347975946003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:23,170] Trial 2600 finished with value: 0.9972404777163731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:25,709] Trial 2601 finished with value: 0.9974640537869153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:27,765] Trial 2602 finished with value: 0.9976408315194446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:30,283] Trial 2603 finished with value: 0.997340458948555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:32,498] Trial 2604 finished with value: 0.9974558089133126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:35,081] Trial 2605 finished with value: 0.9971854114312989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:37,993] Trial 2606 finished with value: 0.9974593166503221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:40,732] Trial 2607 finished with value: 0.9975951754287217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:43,250] Trial 2608 finished with value: 0.9974946338320453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:45,448] Trial 2609 finished with value: 0.9975671873550188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:47,498] Trial 2610 finished with value: 0.997512504749508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:49,829] Trial 2611 finished with value: 0.997433568447701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:52,619] Trial 2612 finished with value: 0.9975598989984715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:55,637] Trial 2613 finished with value: 0.9867042138070886 and parameters: {'classifier': 'SVC', 'svc_c': 3537521.5837724376, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:57,989] Trial 2614 finished with value: 0.997305101205786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:00,128] Trial 2615 finished with value: 0.9976204199190132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:03,040] Trial 2616 finished with value: 0.9975344492908703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:04,121] Trial 2617 finished with value: 0.9953681208439118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:06,051] Trial 2618 finished with value: 0.9974255173022856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:11,925] Trial 2619 finished with value: 0.9969633471959791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:16,469] Trial 2620 finished with value: 0.9896109073701642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 55, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:21,088] Trial 2621 finished with value: 0.9971963595494325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:23,904] Trial 2622 finished with value: 0.9974427485739611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:26,393] Trial 2623 finished with value: 0.9975477887333802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:36,794] Trial 2624 finished with value: 0.9967149996569183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:39,161] Trial 2625 finished with value: 0.9975699579473893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:42,203] Trial 2626 finished with value: 0.9977144112876561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:44,411] Trial 2627 finished with value: 0.9975732802080676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:47,353] Trial 2628 finished with value: 0.9974774016082327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:50,248] Trial 2629 finished with value: 0.9975093526992277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:53,044] Trial 2630 finished with value: 0.9973281484807434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:55,483] Trial 2631 finished with value: 0.9969860993083969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:40,349] Trial 2632 finished with value: 0.9904075214527396 and parameters: {'classifier': 'SVC', 'svc_c': 98853589.03943683, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:43,172] Trial 2633 finished with value: 0.9970422109766673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:45,460] Trial 2634 finished with value: 0.9975615571454474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:47,011] Trial 2635 finished with value: 0.9960129272148256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:55,035] Trial 2636 finished with value: 0.9967287285870285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:57,165] Trial 2637 finished with value: 0.9974062154177888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:58,567] Trial 2638 finished with value: 0.9944549780824333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:01,268] Trial 2639 finished with value: 0.9976026074627762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:04,092] Trial 2640 finished with value: 0.9974685294983647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:06,224] Trial 2641 finished with value: 0.996881961902018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:09,032] Trial 2642 finished with value: 0.9974841478178447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:10,705] Trial 2643 finished with value: 0.9970936572360155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:12,420] Trial 2644 finished with value: 0.9969279174716359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:14,789] Trial 2645 finished with value: 0.9973751085551327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:17,557] Trial 2646 finished with value: 0.9973983334036823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:20,655] Trial 2647 finished with value: 0.9973822222262374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:21,859] Trial 2648 finished with value: 0.9970872713468673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:24,435] Trial 2649 finished with value: 0.9972481570839404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:27,362] Trial 2650 finished with value: 0.9971096058836363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:29,928] Trial 2651 finished with value: 0.9974209536768326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:35,720] Trial 2652 finished with value: 0.9852051536320358 and parameters: {'classifier': 'SVC', 'svc_c': 7.060978134023111e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:38,353] Trial 2653 finished with value: 0.9972827166818125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:41,421] Trial 2654 finished with value: 0.9976315905833539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:43,847] Trial 2655 finished with value: 0.9974818712894797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:46,049] Trial 2656 finished with value: 0.9975744242961562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:49,173] Trial 2657 finished with value: 0.9972800425726805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:51,270] Trial 2658 finished with value: 0.9974090773518571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:54,502] Trial 2659 finished with value: 0.9977064525312894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:57,595] Trial 2660 finished with value: 0.997470208719311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:00,258] Trial 2661 finished with value: 0.9974973949347815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:07,729] Trial 2662 finished with value: 0.9967578610344612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:09,528] Trial 2663 finished with value: 0.9975317924471602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:11,924] Trial 2664 finished with value: 0.9975625199783463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:14,504] Trial 2665 finished with value: 0.9966558398165386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:16,868] Trial 2666 finished with value: 0.9966968576342502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:19,391] Trial 2667 finished with value: 0.9972712836084527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:21,058] Trial 2668 finished with value: 0.9972515037193316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:26,041] Trial 2669 finished with value: 0.9960900647707267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 50}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:31,550] Trial 2670 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.1584436922803664e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:40,437] Trial 2671 finished with value: 0.9964771462887007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:43,072] Trial 2672 finished with value: 0.9972712461577221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:48,046] Trial 2673 finished with value: 0.9969995250462772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:50,353] Trial 2674 finished with value: 0.9966634899534932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:52,687] Trial 2675 finished with value: 0.9965650609906276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:03,164] Trial 2676 finished with value: 0.9967824575953715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:12,683] Trial 2677 finished with value: 0.9972766712134596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:19,412] Trial 2678 finished with value: 0.9969522148710306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:20,812] Trial 2679 finished with value: 0.9969580819723435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:25,637] Trial 2680 finished with value: 0.9972344228535995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:27,811] Trial 2681 finished with value: 0.9976136226748461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:28,917] Trial 2682 finished with value: 0.9953692376373998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:31,228] Trial 2683 finished with value: 0.9968724335156992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:40,044] Trial 2684 finished with value: 0.9972135384218226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:43,002] Trial 2685 finished with value: 0.9972958989899424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:44,680] Trial 2686 finished with value: 0.9961527115280484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:47,569] Trial 2687 finished with value: 0.9975873526375505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:49,805] Trial 2688 finished with value: 0.997359507278909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:50,799] Trial 2689 finished with value: 0.9896296681233386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:54,265] Trial 2690 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4885585387.1390705, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:56,209] Trial 2691 finished with value: 0.9961288153592801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:14,423] Trial 2692 finished with value: 0.9954881778259884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:15,099] Trial 2693 finished with value: 0.9952334037732578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 13}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:19,270] Trial 2694 finished with value: 0.9947536446455825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 37, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:20,566] Trial 2695 finished with value: 0.9940115837095935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:23,521] Trial 2696 finished with value: 0.9974103670534652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:26,216] Trial 2697 finished with value: 0.9972857885621388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:28,671] Trial 2698 finished with value: 0.9971130193907988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:30,931] Trial 2699 finished with value: 0.997619235618996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:34,046] Trial 2700 finished with value: 0.9975785069336215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:36,599] Trial 2701 finished with value: 0.9971381557183014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:37,350] Trial 2702 finished with value: 0.9962817725544745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 23}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:43,069] Trial 2703 finished with value: 0.9968758736827037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:46,206] Trial 2704 finished with value: 0.9974994478378504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:49,615] Trial 2705 finished with value: 0.9975228855525456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:50,883] Trial 2706 finished with value: 0.9966325677102447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:53,735] Trial 2707 finished with value: 0.997136434349414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:58,635] Trial 2708 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.195490817872548e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:01,083] Trial 2709 finished with value: 0.9974362409381996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:02,591] Trial 2710 finished with value: 0.9937354888923339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:11,191] Trial 2711 finished with value: 0.9971506688643904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:13,364] Trial 2712 finished with value: 0.997313151843395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:15,949] Trial 2713 finished with value: 0.9973349656245786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:24,635] Trial 2714 finished with value: 0.9967104033731585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:27,331] Trial 2715 finished with value: 0.9972311947592929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:30,572] Trial 2716 finished with value: 0.9968294085927193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:31,971] Trial 2717 finished with value: 0.9972446853059802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:36,335] Trial 2718 finished with value: 0.997280616647951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:38,765] Trial 2719 finished with value: 0.997396817410794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:40,015] Trial 2720 finished with value: 0.9896084789124361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:43,351] Trial 2721 finished with value: 0.9973366886120992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:46,323] Trial 2722 finished with value: 0.9975085106290665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:49,406] Trial 2723 finished with value: 0.9973428928334652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:52,531] Trial 2724 finished with value: 0.997488921579983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:04,866] Trial 2725 finished with value: 0.9967591956134703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:10,708] Trial 2726 finished with value: 0.9853858234793719 and parameters: {'classifier': 'SVC', 'svc_c': 0.016501574774413903, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:12,303] Trial 2727 finished with value: 0.9972722161316501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:13,074] Trial 2728 finished with value: 0.9976305769063272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 28}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:14,608] Trial 2729 finished with value: 0.9970229009355284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:20,416] Trial 2730 finished with value: 0.9965874714762095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:22,717] Trial 2731 finished with value: 0.9973957458755621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:23,630] Trial 2732 finished with value: 0.9966163791240433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:25,856] Trial 2733 finished with value: 0.9950024784411237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:27,828] Trial 2734 finished with value: 0.9977371933289207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:31,147] Trial 2735 finished with value: 0.9975314338088057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:33,405] Trial 2736 finished with value: 0.9973019734984806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:35,491] Trial 2737 finished with value: 0.997330257750336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:37,562] Trial 2738 finished with value: 0.9975738174038895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:40,094] Trial 2739 finished with value: 0.9974309141112857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:42,569] Trial 2740 finished with value: 0.9973953231901104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:45,407] Trial 2741 finished with value: 0.9975896202475635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:47,679] Trial 2742 finished with value: 0.9971595337062776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:50,237] Trial 2743 finished with value: 0.9974884034269058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:52,766] Trial 2744 finished with value: 0.9973473053547409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:54,889] Trial 2745 finished with value: 0.9974690917353956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:57,031] Trial 2746 finished with value: 0.997405354082718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:15:37,898] Trial 2747 finished with value: 0.9895556362168972 and parameters: {'classifier': 'SVC', 'svc_c': 19274004.725762174, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:15:51,240] Trial 2748 finished with value: 0.9958056461159505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 54, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:15:53,314] Trial 2749 finished with value: 0.9975621069412184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:15:55,510] Trial 2750 finished with value: 0.9976038445429335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:07,223] Trial 2751 finished with value: 0.9959460850552532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 46, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:08,523] Trial 2752 finished with value: 0.9955422215791595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:11,524] Trial 2753 finished with value: 0.9975110732111915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:14,046] Trial 2754 finished with value: 0.9973045902889517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:21,104] Trial 2755 finished with value: 0.9972812520091207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:23,787] Trial 2756 finished with value: 0.9971728411569766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:26,415] Trial 2757 finished with value: 0.9973900066462784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:28,938] Trial 2758 finished with value: 0.9970419206065518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:31,558] Trial 2759 finished with value: 0.9973945692561182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:34,345] Trial 2760 finished with value: 0.9975426102177076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:36,708] Trial 2761 finished with value: 0.9971460333843147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:42,868] Trial 2762 finished with value: 0.9967919557989403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:44,778] Trial 2763 finished with value: 0.9973014005975128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:46,218] Trial 2764 finished with value: 0.997073004554439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:48,949] Trial 2765 finished with value: 0.9881640441829229 and parameters: {'classifier': 'SVC', 'svc_c': 3.535805272397776, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:56,941] Trial 2766 finished with value: 0.9969429555586915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:59,437] Trial 2767 finished with value: 0.997622897157905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:01,836] Trial 2768 finished with value: 0.9976118842309644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:04,704] Trial 2769 finished with value: 0.9973315098425236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:10,569] Trial 2770 finished with value: 0.9972580249706554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:12,313] Trial 2771 finished with value: 0.9972281776268571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:13,662] Trial 2772 finished with value: 0.9970167963711919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:16,202] Trial 2773 finished with value: 0.9977278614002493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:19,807] Trial 2774 finished with value: 0.9972887300948788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:22,409] Trial 2775 finished with value: 0.9973627555902628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:25,075] Trial 2776 finished with value: 0.9973183873603492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:27,649] Trial 2777 finished with value: 0.9972472916229417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:29,512] Trial 2778 finished with value: 0.9973974865093593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:35,264] Trial 2779 finished with value: 0.9970205739121526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:37,241] Trial 2780 finished with value: 0.997533564469748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:39,258] Trial 2781 finished with value: 0.9975331022071257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:51,673] Trial 2782 finished with value: 0.9966056327955255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:53,331] Trial 2783 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6702780443292602e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:55,085] Trial 2784 finished with value: 0.9974972567479324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:57,011] Trial 2785 finished with value: 0.9973022209272074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:59,168] Trial 2786 finished with value: 0.9975378231891239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:12,827] Trial 2787 finished with value: 0.9965953340667166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:14,648] Trial 2788 finished with value: 0.997487999244654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:16,666] Trial 2789 finished with value: 0.9974808402518175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:18,791] Trial 2790 finished with value: 0.9973910571710157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:21,113] Trial 2791 finished with value: 0.9976842783344285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:22,999] Trial 2792 finished with value: 0.9969343039638044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:25,052] Trial 2793 finished with value: 0.9974338307297685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:28,344] Trial 2794 finished with value: 0.9974261372705703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:29,668] Trial 2795 finished with value: 0.9973777411510816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:43,777] Trial 2796 finished with value: 0.9962139634043372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 66, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:45,916] Trial 2797 finished with value: 0.9973880939930226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:46,931] Trial 2798 finished with value: 0.9945597740186543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:48,975] Trial 2799 finished with value: 0.9974045886278656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:51,134] Trial 2800 finished with value: 0.9973563399944331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:52,927] Trial 2801 finished with value: 0.9973818868200311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:54,222] Trial 2802 finished with value: 0.9867361571857719 and parameters: {'classifier': 'SVC', 'svc_c': 44995515.73608818, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:56,215] Trial 2803 finished with value: 0.9969711977895571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:58,372] Trial 2804 finished with value: 0.9972241697004259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:00,135] Trial 2805 finished with value: 0.9975644082251512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:01,720] Trial 2806 finished with value: 0.9968303682518275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:05,618] Trial 2807 finished with value: 0.9975081069546214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:06,553] Trial 2808 finished with value: 0.9952414633292186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:08,104] Trial 2809 finished with value: 0.9972053236674943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:09,592] Trial 2810 finished with value: 0.9972969129526104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:16,202] Trial 2811 finished with value: 0.9969995484688529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:18,569] Trial 2812 finished with value: 0.9971932735139997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:20,425] Trial 2813 finished with value: 0.9971851469593159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:22,095] Trial 2814 finished with value: 0.9966995870308167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:24,334] Trial 2815 finished with value: 0.9972754412108555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:24,919] Trial 2816 finished with value: 0.9897204805279557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:25,794] Trial 2817 finished with value: 0.9972658200546333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:29,548] Trial 2818 finished with value: 0.997592806193929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:30,523] Trial 2819 finished with value: 0.9970370968572094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:35,050] Trial 2820 finished with value: 0.997272018563176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:35,983] Trial 2821 finished with value: 0.9973288071057992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:37,659] Trial 2822 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6158542455147857e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:47,574] Trial 2823 finished with value: 0.9965116755768708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:49,620] Trial 2824 finished with value: 0.9968384368213542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:55,688] Trial 2825 finished with value: 0.9969476913940304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:56,891] Trial 2826 finished with value: 0.9976542811242313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:58,285] Trial 2827 finished with value: 0.996151386375198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:03,084] Trial 2828 finished with value: 0.9972503468091286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:05,523] Trial 2829 finished with value: 0.9972591692174334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:07,310] Trial 2830 finished with value: 0.9975564273792008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:13,346] Trial 2831 finished with value: 0.9971229222526876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:15,471] Trial 2832 finished with value: 0.9971035957713125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:17,117] Trial 2833 finished with value: 0.9972273636130063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:19,357] Trial 2834 finished with value: 0.9976028278508057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:23,466] Trial 2835 finished with value: 0.9973751225832878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:23,821] Trial 2836 finished with value: 0.9914307429886134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 4}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:26,233] Trial 2837 finished with value: 0.9974668640516701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:31,802] Trial 2838 finished with value: 0.9969037065263011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:32,900] Trial 2839 finished with value: 0.9871083130323585 and parameters: {'classifier': 'SVC', 'svc_c': 201224.16795518843, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:33,671] Trial 2840 finished with value: 0.9956837192315796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:35,683] Trial 2841 finished with value: 0.9974002062258642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:36,853] Trial 2842 finished with value: 0.9969013617296971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:42,424] Trial 2843 finished with value: 0.9971062176081107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:44,235] Trial 2844 finished with value: 0.9973389942758631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:49,981] Trial 2845 finished with value: 0.9968621766491905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:51,058] Trial 2846 finished with value: 0.9974584706129225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:51,461] Trial 2847 finished with value: 0.9934333192259097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 8}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:53,791] Trial 2848 finished with value: 0.9969215239019139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:55,867] Trial 2849 finished with value: 0.9974556309271275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:56,583] Trial 2850 finished with value: 0.9970446360067015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:04,346] Trial 2851 finished with value: 0.9969462095511307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:06,605] Trial 2852 finished with value: 0.9969953327543415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:08,981] Trial 2853 finished with value: 0.9972115016733486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:17,808] Trial 2854 finished with value: 0.9965546887568251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:19,821] Trial 2855 finished with value: 0.997359331355688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:24,735] Trial 2856 finished with value: 0.9957722799586133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 53}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:26,806] Trial 2857 finished with value: 0.9973470075262171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:28,643] Trial 2858 finished with value: 0.9975383768251819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:30,326] Trial 2859 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 9.738478310548329e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:33,075] Trial 2860 finished with value: 0.9970863720532591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:35,574] Trial 2861 finished with value: 0.9975727406001648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:37,182] Trial 2862 finished with value: 0.9972977537215172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:39,441] Trial 2863 finished with value: 0.997534614042348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:40,976] Trial 2864 finished with value: 0.9973691770893435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:41,881] Trial 2865 finished with value: 0.9937746993949045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:43,658] Trial 2866 finished with value: 0.9974926572586439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:46,363] Trial 2867 finished with value: 0.997577495256083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:47,746] Trial 2868 finished with value: 0.9975930910099106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:48,958] Trial 2869 finished with value: 0.9970170018741428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:52,281] Trial 2870 finished with value: 0.9967525402060117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:53,968] Trial 2871 finished with value: 0.9972517493389975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:54,869] Trial 2872 finished with value: 0.9970212794458359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:57,331] Trial 2873 finished with value: 0.9974504392402235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:05,457] Trial 2874 finished with value: 0.9965701896460475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:07,475] Trial 2875 finished with value: 0.9971870740850575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:08,931] Trial 2876 finished with value: 0.9966713194413628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:09,665] Trial 2877 finished with value: 0.9930572194365134 and parameters: {'classifier': 'SVC', 'svc_c': 1244.2384026075642, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:18,478] Trial 2878 finished with value: 0.9953147467288502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 73, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:20,743] Trial 2879 finished with value: 0.9975188928603099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:22,299] Trial 2880 finished with value: 0.9962410832558432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:25,462] Trial 2881 finished with value: 0.9965670328033429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:26,597] Trial 2882 finished with value: 0.9973718541183628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:28,586] Trial 2883 finished with value: 0.9974345798713363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:29,652] Trial 2884 finished with value: 0.9972018747725652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:31,415] Trial 2885 finished with value: 0.9973055166867327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:35,538] Trial 2886 finished with value: 0.9972103197219365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:41,173] Trial 2887 finished with value: 0.9971603578445207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:42,671] Trial 2888 finished with value: 0.9971893800027248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:43,276] Trial 2889 finished with value: 0.9967313591834893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:45,357] Trial 2890 finished with value: 0.9974898261103459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:47,176] Trial 2891 finished with value: 0.9971074329478015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:50,578] Trial 2892 finished with value: 0.9973095594613864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:55,678] Trial 2893 finished with value: 0.9972898715487211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:56,514] Trial 2894 finished with value: 0.9908561714326293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:06,677] Trial 2895 finished with value: 0.9963994997519774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:08,741] Trial 2896 finished with value: 0.9975550283722394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:13,492] Trial 2897 finished with value: 0.9929516533799675 and parameters: {'classifier': 'SVC', 'svc_c': 1412815.759347084, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:15,951] Trial 2898 finished with value: 0.9972683508036372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:24,092] Trial 2899 finished with value: 0.9968250874766172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:26,242] Trial 2900 finished with value: 0.9972614286708041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:27,970] Trial 2901 finished with value: 0.9974975167131325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:33,911] Trial 2902 finished with value: 0.9963997464189943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:35,285] Trial 2903 finished with value: 0.9974016220856544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:37,508] Trial 2904 finished with value: 0.9968735636391085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:40,392] Trial 2905 finished with value: 0.9975148042243801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:42,704] Trial 2906 finished with value: 0.997564104779018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:44,629] Trial 2907 finished with value: 0.9974668024483918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:47,058] Trial 2908 finished with value: 0.9974228159302913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:47,892] Trial 2909 finished with value: 0.99347809474839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:50,142] Trial 2910 finished with value: 0.9975845712860293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:52,245] Trial 2911 finished with value: 0.9974266412368028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:53,559] Trial 2912 finished with value: 0.9974411538075865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:55,416] Trial 2913 finished with value: 0.9973092266894265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:56,180] Trial 2914 finished with value: 0.9917358059461585 and parameters: {'classifier': 'SVC', 'svc_c': 81.05915637105302, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:57,788] Trial 2915 finished with value: 0.9962305821343985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:58,944] Trial 2916 finished with value: 0.9956923496255442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:01,138] Trial 2917 finished with value: 0.9974914064677106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:02,390] Trial 2918 finished with value: 0.9966660865903929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 47}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:03,968] Trial 2919 finished with value: 0.9965737259154356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:07,253] Trial 2920 finished with value: 0.9968062514411263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:09,003] Trial 2921 finished with value: 0.9971124238924407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:10,494] Trial 2922 finished with value: 0.997142547356034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:12,652] Trial 2923 finished with value: 0.9971624880293944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:15,376] Trial 2924 finished with value: 0.9973785064155066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:18,256] Trial 2925 finished with value: 0.9974791708061468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:19,993] Trial 2926 finished with value: 0.9968576653278088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:24,025] Trial 2927 finished with value: 0.9975470019823919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:25,975] Trial 2928 finished with value: 0.9973392473856754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:28,527] Trial 2929 finished with value: 0.9924094585520553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 71, 'rf_n_estimators': 33}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:30,406] Trial 2930 finished with value: 0.9975123545022541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:32,758] Trial 2931 finished with value: 0.9973475625587431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:34,777] Trial 2932 finished with value: 0.9974681111927444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:36,444] Trial 2933 finished with value: 0.985089702899422 and parameters: {'classifier': 'SVC', 'svc_c': 0.00031545077069977266, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:41,770] Trial 2934 finished with value: 0.9969934705643585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:43,409] Trial 2935 finished with value: 0.9973693155935717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:45,352] Trial 2936 finished with value: 0.9973662827826096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:48,975] Trial 2937 finished with value: 0.9975398676499095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:51,396] Trial 2938 finished with value: 0.9975068313446446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:53,196] Trial 2939 finished with value: 0.9972517393415566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:55,843] Trial 2940 finished with value: 0.9968912602837211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:57,799] Trial 2941 finished with value: 0.9974719624291263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:00,345] Trial 2942 finished with value: 0.9973475022567188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:14,952] Trial 2943 finished with value: 0.9965766671942725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:16,533] Trial 2944 finished with value: 0.9974214843663834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:18,470] Trial 2945 finished with value: 0.9972494487532989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:19,423] Trial 2946 finished with value: 0.9971396978949634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:21,036] Trial 2947 finished with value: 0.9976979710198486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:24,080] Trial 2948 finished with value: 0.9971851086199237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:25,820] Trial 2949 finished with value: 0.9966593412694422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:33,891] Trial 2950 finished with value: 0.9967933451893156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:34,800] Trial 2951 finished with value: 0.9970918315128884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:36,286] Trial 2952 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1682140949.6356328, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:38,241] Trial 2953 finished with value: 0.9974089851849738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:40,531] Trial 2954 finished with value: 0.9973160116510233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:42,838] Trial 2955 finished with value: 0.9976221916242217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:45,189] Trial 2956 finished with value: 0.9969599870719773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:48,622] Trial 2957 finished with value: 0.9972315338153583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:52,905] Trial 2958 finished with value: 0.9973429963307816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:57,459] Trial 2959 finished with value: 0.9967093614811319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:00,213] Trial 2960 finished with value: 0.9975489625916257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:03,313] Trial 2961 finished with value: 0.9973053476506376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:08,031] Trial 2962 finished with value: 0.9971473261644997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:09,861] Trial 2963 finished with value: 0.9974465076434598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:11,524] Trial 2964 finished with value: 0.9971518859496659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:14,468] Trial 2965 finished with value: 0.9971592608237492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:16,870] Trial 2966 finished with value: 0.9973877936572042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:18,411] Trial 2967 finished with value: 0.9969472297661662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:20,021] Trial 2968 finished with value: 0.9972001686061353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:21,803] Trial 2969 finished with value: 0.9974019095358825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:23,119] Trial 2970 finished with value: 0.9975064067549183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:23,797] Trial 2971 finished with value: 0.9951801631160969 and parameters: {'classifier': 'SVC', 'svc_c': 2803.673374432428, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:24,376] Trial 2972 finished with value: 0.9876339534946857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:27,001] Trial 2973 finished with value: 0.9972930862178928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:29,575] Trial 2974 finished with value: 0.997137629408582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:36,402] Trial 2975 finished with value: 0.9970214557181739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:37,574] Trial 2976 finished with value: 0.9974303383221684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:45,788] Trial 2977 finished with value: 0.9964572916885452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:48,657] Trial 2978 finished with value: 0.9974170096070711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:50,245] Trial 2979 finished with value: 0.9968143337849048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:51,054] Trial 2980 finished with value: 0.9969383167461355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:53,183] Trial 2981 finished with value: 0.997500001315219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:55,418] Trial 2982 finished with value: 0.9967068927479993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:00,563] Trial 2983 finished with value: 0.9966883768210434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:02,272] Trial 2984 finished with value: 0.9977305625818161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:03,889] Trial 2985 finished with value: 0.997457885683288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:05,685] Trial 2986 finished with value: 0.9974039890670556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:07,472] Trial 2987 finished with value: 0.9975018210081436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:09,274] Trial 2988 finished with value: 0.996974770557539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:11,354] Trial 2989 finished with value: 0.9853735317051876 and parameters: {'classifier': 'SVC', 'svc_c': 0.007549826035327539, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:12,965] Trial 2990 finished with value: 0.9975112839191592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:14,700] Trial 2991 finished with value: 0.9976017544112992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:16,321] Trial 2992 finished with value: 0.9973331749401012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:28,238] Trial 2993 finished with value: 0.9967301343859022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:30,032] Trial 2994 finished with value: 0.9973991747756092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:31,754] Trial 2995 finished with value: 0.997380564301427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:33,721] Trial 2996 finished with value: 0.997412524913794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:35,496] Trial 2997 finished with value: 0.9974653715765713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:37,126] Trial 2998 finished with value: 0.9975395213576009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:38,058] Trial 2999 finished with value: 0.9937448713160162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:40,012] Trial 3000 finished with value: 0.997347220614528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:41,784] Trial 3001 finished with value: 0.9974139143993831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:43,783] Trial 3002 finished with value: 0.9975641162046646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:45,002] Trial 3003 finished with value: 0.996295590953746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:46,749] Trial 3004 finished with value: 0.9972858622575598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:48,367] Trial 3005 finished with value: 0.9971550326362401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:50,150] Trial 3006 finished with value: 0.9975952681351493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:51,732] Trial 3007 finished with value: 0.9972174889026414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:09,051] Trial 3008 finished with value: 0.9962453572728908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:10,317] Trial 3009 finished with value: 0.9974580529103223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:11,997] Trial 3010 finished with value: 0.9853366605720387 and parameters: {'classifier': 'SVC', 'svc_c': 0.0024297915462510905, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:13,617] Trial 3011 finished with value: 0.9970854663803315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:15,022] Trial 3012 finished with value: 0.9972966829479949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:28,706] Trial 3013 finished with value: 0.9966930069374125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:32,314] Trial 3014 finished with value: 0.997385019161071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:33,138] Trial 3015 finished with value: 0.9970510911479641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:37,447] Trial 3016 finished with value: 0.9972712480619963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:39,208] Trial 3017 finished with value: 0.9973968507355969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:41,182] Trial 3018 finished with value: 0.9974886144205146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:43,376] Trial 3019 finished with value: 0.9973385568640225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:44,858] Trial 3020 finished with value: 0.9966820997611795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:46,817] Trial 3021 finished with value: 0.997549775780291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:48,498] Trial 3022 finished with value: 0.9975063861570163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:52,200] Trial 3023 finished with value: 0.9974786568424733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:53,387] Trial 3024 finished with value: 0.9969209882929874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:57,903] Trial 3025 finished with value: 0.9973893915021558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:01,375] Trial 3026 finished with value: 0.9974545964300335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:03,324] Trial 3027 finished with value: 0.997367141864289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:04,160] Trial 3028 finished with value: 0.9915297770981608 and parameters: {'classifier': 'SVC', 'svc_c': 7253.692023988566, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:06,262] Trial 3029 finished with value: 0.9973739455829893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:09,421] Trial 3030 finished with value: 0.997392553613353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:11,320] Trial 3031 finished with value: 0.997504343663981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:13,414] Trial 3032 finished with value: 0.9975098213411693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:15,161] Trial 3033 finished with value: 0.9976057809996198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:16,314] Trial 3034 finished with value: 0.9953798934176676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:21,972] Trial 3035 finished with value: 0.9970530206540485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:26,632] Trial 3036 finished with value: 0.9973763512211619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:29,234] Trial 3037 finished with value: 0.9974446117160812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:31,110] Trial 3038 finished with value: 0.9975433229241579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:33,261] Trial 3039 finished with value: 0.9972640333056565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:34,784] Trial 3040 finished with value: 0.9973925794480095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:39,083] Trial 3041 finished with value: 0.996995014994412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 30, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:40,674] Trial 3042 finished with value: 0.9975437646523542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:42,690] Trial 3043 finished with value: 0.997371651313134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:43,632] Trial 3044 finished with value: 0.9971851571789222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:45,268] Trial 3045 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.6336464785339394e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:47,239] Trial 3046 finished with value: 0.9974385009311147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:50,459] Trial 3047 finished with value: 0.9973378974772569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:53,433] Trial 3048 finished with value: 0.9971714052070909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:56,557] Trial 3049 finished with value: 0.9972593780846025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:57,179] Trial 3050 finished with value: 0.9912846724750094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:59,015] Trial 3051 finished with value: 0.9973764622721001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:00,059] Trial 3052 finished with value: 0.9972675616723058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:01,843] Trial 3053 finished with value: 0.9974464452467338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:02,745] Trial 3054 finished with value: 0.9905229581889362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:05,549] Trial 3055 finished with value: 0.9971961047257735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:07,762] Trial 3056 finished with value: 0.9970970926740718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:08,960] Trial 3057 finished with value: 0.9974830067131194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:11,426] Trial 3058 finished with value: 0.9967873163198883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:16,346] Trial 3059 finished with value: 0.9971259419241559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:17,299] Trial 3060 finished with value: 0.9973155661777543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:19,164] Trial 3061 finished with value: 0.9973178813946283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:21,038] Trial 3062 finished with value: 0.997393137368685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:21,879] Trial 3063 finished with value: 0.9936111923605774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:23,318] Trial 3064 finished with value: 0.986620658560656 and parameters: {'classifier': 'SVC', 'svc_c': 7950870.834714275, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:24,250] Trial 3065 finished with value: 0.9963912705251632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:25,778] Trial 3066 finished with value: 0.9969484785576115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:27,832] Trial 3067 finished with value: 0.996616373728599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:30,307] Trial 3068 finished with value: 0.9975353451885223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:31,118] Trial 3069 finished with value: 0.9970893405632205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:33,402] Trial 3070 finished with value: 0.9975951455316129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:41,121] Trial 3071 finished with value: 0.9969494224112417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:41,921] Trial 3072 finished with value: 0.9885216102721349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:57,752] Trial 3073 finished with value: 0.9962095241597434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:04,525] Trial 3074 finished with value: 0.9967208831984674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:07,875] Trial 3075 finished with value: 0.997444498951296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:10,107] Trial 3076 finished with value: 0.997198512363434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:13,425] Trial 3077 finished with value: 0.9973630894095736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:15,584] Trial 3078 finished with value: 0.9974350854562024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:17,221] Trial 3079 finished with value: 0.9974109102477514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:20,641] Trial 3080 finished with value: 0.9970950909642475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:23,810] Trial 3081 finished with value: 0.9974326740417306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:25,384] Trial 3082 finished with value: 0.9958853185150455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:27,087] Trial 3083 finished with value: 0.9976076173549462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:28,716] Trial 3084 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.347463552797608e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:30,690] Trial 3085 finished with value: 0.9971970781591334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:33,339] Trial 3086 finished with value: 0.9972590010699997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:34,481] Trial 3087 finished with value: 0.9955089981789301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:36,705] Trial 3088 finished with value: 0.997407554757484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:38,739] Trial 3089 finished with value: 0.9974694280302631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:40,232] Trial 3090 finished with value: 0.9974131020041656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:41,783] Trial 3091 finished with value: 0.9975515001642797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:42,576] Trial 3092 finished with value: 0.9970512590097567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:44,863] Trial 3093 finished with value: 0.9970757222397179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:47,388] Trial 3094 finished with value: 0.995350889730926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 32, 'rf_n_estimators': 38}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:49,419] Trial 3095 finished with value: 0.9974640203668987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:52,771] Trial 3096 finished with value: 0.9976994138251222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:56,272] Trial 3097 finished with value: 0.9971523862025636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:02,513] Trial 3098 finished with value: 0.9966793238051026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:04,300] Trial 3099 finished with value: 0.9974151778220036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:08,393] Trial 3100 finished with value: 0.996993037532349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:10,382] Trial 3101 finished with value: 0.9972401465630467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:12,086] Trial 3102 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.0489255258800005e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:13,519] Trial 3103 finished with value: 0.9975204797556835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:15,891] Trial 3104 finished with value: 0.9974676630534908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:17,782] Trial 3105 finished with value: 0.9969890421423914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:20,095] Trial 3106 finished with value: 0.9974328356828934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:22,228] Trial 3107 finished with value: 0.9972605853946027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:23,764] Trial 3108 finished with value: 0.996983164535831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:25,906] Trial 3109 finished with value: 0.9945886578947954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 16}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:27,930] Trial 3110 finished with value: 0.9974950707360796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:29,238] Trial 3111 finished with value: 0.997383504152058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:30,850] Trial 3112 finished with value: 0.9973920296522385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:32,651] Trial 3113 finished with value: 0.9973602148438182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:34,270] Trial 3114 finished with value: 0.996568750903226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:35,121] Trial 3115 finished with value: 0.9968797054002726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:40,985] Trial 3116 finished with value: 0.9968253565188588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:43,407] Trial 3117 finished with value: 0.9975185301277655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:50,483] Trial 3118 finished with value: 0.9962342289151804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:52,023] Trial 3119 finished with value: 0.9952020553851256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:53,694] Trial 3120 finished with value: 0.9853846759001135 and parameters: {'classifier': 'SVC', 'svc_c': 0.059557805153382756, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:55,566] Trial 3121 finished with value: 0.9973453954626831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:01,387] Trial 3122 finished with value: 0.9969498258000457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:03,354] Trial 3123 finished with value: 0.9973641561841196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:11,215] Trial 3124 finished with value: 0.9968086435906881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:13,181] Trial 3125 finished with value: 0.9974212979379149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:14,771] Trial 3126 finished with value: 0.997593137188566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:15,823] Trial 3127 finished with value: 0.9944889698891406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:19,701] Trial 3128 finished with value: 0.9968867694967658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:22,460] Trial 3129 finished with value: 0.9974044407926925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:25,559] Trial 3130 finished with value: 0.9974471062203948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:34,652] Trial 3131 finished with value: 0.9962506049454634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 44, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:36,638] Trial 3132 finished with value: 0.9973471670409401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:39,217] Trial 3133 finished with value: 0.9974459525157203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:40,689] Trial 3134 finished with value: 0.9972328007608868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:42,929] Trial 3135 finished with value: 0.9974100378996268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:45,658] Trial 3136 finished with value: 0.9973992502483533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:47,650] Trial 3137 finished with value: 0.9975401187284954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:49,207] Trial 3138 finished with value: 0.9962198600853798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:50,915] Trial 3139 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.589837386813248e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:52,458] Trial 3140 finished with value: 0.9976023707297242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:54,154] Trial 3141 finished with value: 0.9971790900335784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:58,263] Trial 3142 finished with value: 0.9969608361562158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:59,246] Trial 3143 finished with value: 0.9968088400165974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:06,919] Trial 3144 finished with value: 0.9970785038134043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:08,622] Trial 3145 finished with value: 0.9971892007152855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:09,434] Trial 3146 finished with value: 0.9971513297110998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:20,699] Trial 3147 finished with value: 0.9962652610985406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:26,734] Trial 3148 finished with value: 0.9959575493587137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 46, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:29,625] Trial 3149 finished with value: 0.9975897606560661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:30,592] Trial 3150 finished with value: 0.9972152678521388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:32,947] Trial 3151 finished with value: 0.9970433721080122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:35,002] Trial 3152 finished with value: 0.9975297802638264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:37,078] Trial 3153 finished with value: 0.9975503356369787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:39,556] Trial 3154 finished with value: 0.9971533291675324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:53,070] Trial 3155 finished with value: 0.9963830175901321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:55,130] Trial 3156 finished with value: 0.997689183777145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:56,706] Trial 3157 finished with value: 0.9974205246120614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:58,162] Trial 3158 finished with value: 0.9974145149440682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:59,811] Trial 3159 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9469596224028905e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:11,396] Trial 3160 finished with value: 0.9964724917341425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:13,651] Trial 3161 finished with value: 0.9974585869323535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:21,552] Trial 3162 finished with value: 0.9970601624132014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:29,988] Trial 3163 finished with value: 0.9967725560982128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:33,155] Trial 3164 finished with value: 0.9973767120811696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:35,918] Trial 3165 finished with value: 0.9973460962991559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:37,920] Trial 3166 finished with value: 0.9973444547511057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:40,009] Trial 3167 finished with value: 0.9973665581089569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:42,784] Trial 3168 finished with value: 0.9974426212414764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:43,633] Trial 3169 finished with value: 0.9892647444254652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:45,355] Trial 3170 finished with value: 0.9971754569953103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:47,860] Trial 3171 finished with value: 0.9974234433569841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:51,361] Trial 3172 finished with value: 0.9968239827117961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:53,648] Trial 3173 finished with value: 0.9972945374971878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:55,482] Trial 3174 finished with value: 0.9973356026043815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:58,006] Trial 3175 finished with value: 0.9973099081340377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:58,999] Trial 3176 finished with value: 0.9887546225938504 and parameters: {'classifier': 'SVC', 'svc_c': 25708.414448537053, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:03,292] Trial 3177 finished with value: 0.9971595880733131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:17,818] Trial 3178 finished with value: 0.9958401460465566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:29,567] Trial 3179 finished with value: 0.9967721479169848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:31,243] Trial 3180 finished with value: 0.9974854446287438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:31,850] Trial 3181 finished with value: 0.9970871573760416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 51}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:34,421] Trial 3182 finished with value: 0.9975472356051287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:35,963] Trial 3183 finished with value: 0.9972022276028826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:51,793] Trial 3184 finished with value: 0.9956517363074635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:53,203] Trial 3185 finished with value: 0.9973998115649848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:54,935] Trial 3186 finished with value: 0.9975336284533695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:57,601] Trial 3187 finished with value: 0.9973561524868758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:00,731] Trial 3188 finished with value: 0.997478925123005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:01,758] Trial 3189 finished with value: 0.9945321987599138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:03,404] Trial 3190 finished with value: 0.9975025006119563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:04,556] Trial 3191 finished with value: 0.9962236346112395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:06,459] Trial 3192 finished with value: 0.9976156201635286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:12,376] Trial 3193 finished with value: 0.9972184962003485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:15,056] Trial 3194 finished with value: 0.9974993644623676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:15,725] Trial 3195 finished with value: 0.9943033763180532 and parameters: {'classifier': 'SVC', 'svc_c': 372.38556147918587, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:18,695] Trial 3196 finished with value: 0.9973570520661251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:20,763] Trial 3197 finished with value: 0.9974617785915426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:34,625] Trial 3198 finished with value: 0.9960971788226862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 63, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:35,171] Trial 3199 finished with value: 0.9920812531375681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:38,130] Trial 3200 finished with value: 0.9971421357153741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:39,990] Trial 3201 finished with value: 0.9975372540649672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:41,751] Trial 3202 finished with value: 0.9973230524836305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:45,421] Trial 3203 finished with value: 0.9972653357024274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:47,137] Trial 3204 finished with value: 0.996673535858131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:48,782] Trial 3205 finished with value: 0.9971946106320413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:49,823] Trial 3206 finished with value: 0.9968547325547311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:51,676] Trial 3207 finished with value: 0.997399338194095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:54,750] Trial 3208 finished with value: 0.9974287099453497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:56,582] Trial 3209 finished with value: 0.997724753243495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:58,392] Trial 3210 finished with value: 0.9972477464588936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:00,001] Trial 3211 finished with value: 0.9974364562164261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:01,786] Trial 3212 finished with value: 0.9973790913451411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:03,466] Trial 3213 finished with value: 0.9971260588466072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:05,326] Trial 3214 finished with value: 0.997511068926574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:07,160] Trial 3215 finished with value: 0.9969412145757771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:08,288] Trial 3216 finished with value: 0.9873159614657746 and parameters: {'classifier': 'SVC', 'svc_c': 103372.76816280185, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:10,074] Trial 3217 finished with value: 0.9974674946521538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:12,017] Trial 3218 finished with value: 0.9971923108715282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:13,756] Trial 3219 finished with value: 0.9974710332701471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:15,280] Trial 3220 finished with value: 0.997504992355072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:17,189] Trial 3221 finished with value: 0.9974579471278768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:18,951] Trial 3222 finished with value: 0.9972731850582273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:20,945] Trial 3223 finished with value: 0.9972674861043481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:21,627] Trial 3224 finished with value: 0.9892208479478083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:23,461] Trial 3225 finished with value: 0.9974583949814892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:25,060] Trial 3226 finished with value: 0.9975598151151822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:27,058] Trial 3227 finished with value: 0.9970710967253451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:30,844] Trial 3228 finished with value: 0.9973421437871112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:32,853] Trial 3229 finished with value: 0.9972941029100207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:34,337] Trial 3230 finished with value: 0.9970298385247224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:35,528] Trial 3231 finished with value: 0.9969032834917324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:37,357] Trial 3232 finished with value: 0.9975331315964281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:38,973] Trial 3233 finished with value: 0.9973505092330243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:40,978] Trial 3234 finished with value: 0.997154716082351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:42,657] Trial 3235 finished with value: 0.9850767555470211 and parameters: {'classifier': 'SVC', 'svc_c': 2.493486597412469e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:52,340] Trial 3236 finished with value: 0.9963104116361353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 49, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:54,165] Trial 3237 finished with value: 0.9970081514730035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:55,934] Trial 3238 finished with value: 0.9975255828620876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:57,841] Trial 3239 finished with value: 0.9974639028414273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:59,627] Trial 3240 finished with value: 0.997290471458648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:01,147] Trial 3241 finished with value: 0.9971826898422576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:03,076] Trial 3242 finished with value: 0.997061092365628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:04,581] Trial 3243 finished with value: 0.9973274724633142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:05,388] Trial 3244 finished with value: 0.9965849844303043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:09,904] Trial 3245 finished with value: 0.9966573335294157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 24, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:10,970] Trial 3246 finished with value: 0.9970916242008768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:12,931] Trial 3247 finished with value: 0.997570288085103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:14,560] Trial 3248 finished with value: 0.9975204208501273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:15,328] Trial 3249 finished with value: 0.9967419149893487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:17,111] Trial 3250 finished with value: 0.9970113562716861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:19,211] Trial 3251 finished with value: 0.9973745146436702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:20,314] Trial 3252 finished with value: 0.9868510450465967 and parameters: {'classifier': 'SVC', 'svc_c': 443588.88829435327, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:23,182] Trial 3253 finished with value: 0.996944944446401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:24,605] Trial 3254 finished with value: 0.9973702915024885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:25,934] Trial 3255 finished with value: 0.9971531303295421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:27,461] Trial 3256 finished with value: 0.9968764548355274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:29,682] Trial 3257 finished with value: 0.9971168179422542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:34,244] Trial 3258 finished with value: 0.9969734631144408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:36,050] Trial 3259 finished with value: 0.9973035227526958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:38,271] Trial 3260 finished with value: 0.9974513790631395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:40,260] Trial 3261 finished with value: 0.997494789030413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:42,000] Trial 3262 finished with value: 0.9972990546900822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:42,956] Trial 3263 finished with value: 0.9962543031733935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:44,770] Trial 3264 finished with value: 0.9973045219254987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:50,086] Trial 3265 finished with value: 0.9973159568079194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:51,786] Trial 3266 finished with value: 0.9971591116555839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:53,674] Trial 3267 finished with value: 0.9975280812066879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:56,603] Trial 3268 finished with value: 0.9966513918440203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:58,419] Trial 3269 finished with value: 0.9975455759347334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:59,285] Trial 3270 finished with value: 0.9943600074723933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:00,111] Trial 3271 finished with value: 0.9954104556895697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:09,579] Trial 3272 finished with value: 0.9968588280777869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:10,829] Trial 3273 finished with value: 0.9862831470521541 and parameters: {'classifier': 'SVC', 'svc_c': 0.4535593466788642, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:12,763] Trial 3274 finished with value: 0.9975058410584555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:13,823] Trial 3275 finished with value: 0.9973399692326428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:17,308] Trial 3276 finished with value: 0.9970120572985862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:18,069] Trial 3277 finished with value: 0.9965788438751805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 20}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:19,988] Trial 3278 finished with value: 0.9967535339833703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:22,192] Trial 3279 finished with value: 0.9974600507163839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:25,437] Trial 3280 finished with value: 0.9975811684110661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:26,896] Trial 3281 finished with value: 0.9973694450524961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:28,790] Trial 3282 finished with value: 0.9974965268395365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:30,944] Trial 3283 finished with value: 0.9973561482022584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:33,217] Trial 3284 finished with value: 0.9969253558733859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:34,672] Trial 3285 finished with value: 0.9968778314990018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:36,287] Trial 3286 finished with value: 0.9972464136889453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:38,152] Trial 3287 finished with value: 0.997472464649774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:42,833] Trial 3288 finished with value: 0.9972745410603238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:43,522] Trial 3289 finished with value: 0.9963136405238897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:46,326] Trial 3290 finished with value: 0.9972255229730624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:47,714] Trial 3291 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 754233151.1620003, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:50,409] Trial 3292 finished with value: 0.9976468258262906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:01,893] Trial 3293 finished with value: 0.9968200044920463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:04,068] Trial 3294 finished with value: 0.9972297574129394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:13,857] Trial 3295 finished with value: 0.9958465758927068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:16,137] Trial 3296 finished with value: 0.9974763691741027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:17,967] Trial 3297 finished with value: 0.9975126024070494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:19,697] Trial 3298 finished with value: 0.9967370602003324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:21,391] Trial 3299 finished with value: 0.99636861965667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:23,118] Trial 3300 finished with value: 0.9973359226494404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:25,682] Trial 3301 finished with value: 0.995422784121037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:29,061] Trial 3302 finished with value: 0.9972680015597032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:30,347] Trial 3303 finished with value: 0.9970414735463873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:32,434] Trial 3304 finished with value: 0.9974507046960815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:34,065] Trial 3305 finished with value: 0.9968728091020963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:35,206] Trial 3306 finished with value: 0.9974023094969923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:38,340] Trial 3307 finished with value: 0.9973355032647312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:39,957] Trial 3308 finished with value: 0.9853858226541864 and parameters: {'classifier': 'SVC', 'svc_c': 0.11468362078787246, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:42,135] Trial 3309 finished with value: 0.997190798242858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:42,869] Trial 3310 finished with value: 0.9896373089293484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:44,716] Trial 3311 finished with value: 0.9974278335982487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:47,426] Trial 3312 finished with value: 0.9974469068111219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:49,410] Trial 3313 finished with value: 0.9975324378692466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:52,792] Trial 3314 finished with value: 0.9969602506870366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:55,607] Trial 3315 finished with value: 0.9972612832794501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:57,239] Trial 3316 finished with value: 0.9973657124841503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:58,757] Trial 3317 finished with value: 0.9974900166330046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:00,655] Trial 3318 finished with value: 0.9973661862041571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:15,120] Trial 3319 finished with value: 0.9957313627500683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:17,918] Trial 3320 finished with value: 0.9972089016404929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:19,819] Trial 3321 finished with value: 0.9973682760501504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:21,244] Trial 3322 finished with value: 0.9972222202946733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:23,370] Trial 3323 finished with value: 0.9976654206536848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:25,110] Trial 3324 finished with value: 0.9974640283013757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:33,408] Trial 3325 finished with value: 0.9962490994260845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 38, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:35,720] Trial 3326 finished with value: 0.9973183835200624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:36,858] Trial 3327 finished with value: 0.9910106673133156 and parameters: {'classifier': 'SVC', 'svc_c': 26.87054000982191, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:38,437] Trial 3328 finished with value: 0.997215687935082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:40,948] Trial 3329 finished with value: 0.9974113027821909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:42,641] Trial 3330 finished with value: 0.9967744980455571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:44,734] Trial 3331 finished with value: 0.9972333238016019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:46,573] Trial 3332 finished with value: 0.9976385808257365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:50,508] Trial 3333 finished with value: 0.9968312735439002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:58,992] Trial 3334 finished with value: 0.9968090074657973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 41, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:59,995] Trial 3335 finished with value: 0.9935893429377237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:01,781] Trial 3336 finished with value: 0.9970396775934173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:03,864] Trial 3337 finished with value: 0.9965607090570173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:08,563] Trial 3338 finished with value: 0.9966586178355795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:11,394] Trial 3339 finished with value: 0.9973581979632743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:12,781] Trial 3340 finished with value: 0.9972628893445196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:15,459] Trial 3341 finished with value: 0.9973245878049043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:17,010] Trial 3342 finished with value: 0.9975388045886988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:24,542] Trial 3343 finished with value: 0.9971422514000469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:25,298] Trial 3344 finished with value: 0.9972973957813966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:28,209] Trial 3345 finished with value: 0.9974266126726862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:29,058] Trial 3346 finished with value: 0.9901583564086582 and parameters: {'classifier': 'SVC', 'svc_c': 5.647050679587037, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:31,126] Trial 3347 finished with value: 0.9973529520362865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:31,778] Trial 3348 finished with value: 0.9878166183868857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:33,226] Trial 3349 finished with value: 0.9972484991233692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:39,264] Trial 3350 finished with value: 0.996797971497136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:40,864] Trial 3351 finished with value: 0.9973288563947694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:43,142] Trial 3352 finished with value: 0.9975154234626927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:44,925] Trial 3353 finished with value: 0.997565935008928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:47,000] Trial 3354 finished with value: 0.9974010625146077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:48,904] Trial 3355 finished with value: 0.99725810983782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:49,715] Trial 3356 finished with value: 0.996878435503119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:52,061] Trial 3357 finished with value: 0.9974569410044721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:53,500] Trial 3358 finished with value: 0.9972647082757348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:55,443] Trial 3359 finished with value: 0.997371834789977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:00,933] Trial 3360 finished with value: 0.9972128443772621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:04,438] Trial 3361 finished with value: 0.9971503519613844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:07,484] Trial 3362 finished with value: 0.9974782509463745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:09,548] Trial 3363 finished with value: 0.9975622095181355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:11,225] Trial 3364 finished with value: 0.9974641317986919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:11,957] Trial 3365 finished with value: 0.9918590398610351 and parameters: {'classifier': 'SVC', 'svc_c': 100.7312109104916, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:14,422] Trial 3366 finished with value: 0.9974579854037934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:17,649] Trial 3367 finished with value: 0.9972878146149378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:19,574] Trial 3368 finished with value: 0.9974121632920762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:21,302] Trial 3369 finished with value: 0.9969987990416437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:23,521] Trial 3370 finished with value: 0.99560141280833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:26,436] Trial 3371 finished with value: 0.9973998645355525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:27,402] Trial 3372 finished with value: 0.9960044633496614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:28,893] Trial 3373 finished with value: 0.9971537555345814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:31,373] Trial 3374 finished with value: 0.9974803068010688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:32,875] Trial 3375 finished with value: 0.9974186607717074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:34,470] Trial 3376 finished with value: 0.9970543680869102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:36,410] Trial 3377 finished with value: 0.9971680030620997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:46,915] Trial 3378 finished with value: 0.9967023032244139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:50,413] Trial 3379 finished with value: 0.9968726938617541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:50,961] Trial 3380 finished with value: 0.9948114728903166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 10}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:53,483] Trial 3381 finished with value: 0.9973311256868915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:55,258] Trial 3382 finished with value: 0.9974631438293701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:56,283] Trial 3383 finished with value: 0.987953136837692 and parameters: {'classifier': 'SVC', 'svc_c': 1.535099072606262, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:58,140] Trial 3384 finished with value: 0.9975012964122713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:05,504] Trial 3385 finished with value: 0.9966688439480559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:07,701] Trial 3386 finished with value: 0.9971660400407848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:23,975] Trial 3387 finished with value: 0.9963117276802066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 66, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:26,074] Trial 3388 finished with value: 0.9975919380034702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:31,141] Trial 3389 finished with value: 0.9971856048738449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:33,405] Trial 3390 finished with value: 0.9974002993131469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:35,297] Trial 3391 finished with value: 0.9972467021230483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:37,270] Trial 3392 finished with value: 0.9974037415431153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:39,351] Trial 3393 finished with value: 0.9975808841346291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:40,312] Trial 3394 finished with value: 0.9970108337705154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:43,099] Trial 3395 finished with value: 0.9971451992486307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:44,937] Trial 3396 finished with value: 0.9972566109199259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:46,618] Trial 3397 finished with value: 0.9975512292177638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:48,585] Trial 3398 finished with value: 0.9974125335147669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:54,125] Trial 3399 finished with value: 0.9969031623164017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:58,322] Trial 3400 finished with value: 0.9971468579351508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:59,625] Trial 3401 finished with value: 0.9973084533000972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:01,319] Trial 3402 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011532218012187258, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:07,970] Trial 3403 finished with value: 0.9972700650314955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:09,512] Trial 3404 finished with value: 0.9953630015194368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:11,619] Trial 3405 finished with value: 0.9974599287476055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:23,380] Trial 3406 finished with value: 0.9965505418183592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:25,980] Trial 3407 finished with value: 0.9973980253872904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:35,133] Trial 3408 finished with value: 0.9971296503716922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:37,080] Trial 3409 finished with value: 0.9967738684924244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:39,992] Trial 3410 finished with value: 0.9974310515999006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:41,953] Trial 3411 finished with value: 0.997461541763277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:43,037] Trial 3412 finished with value: 0.9944615488131548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:44,202] Trial 3413 finished with value: 0.9974016587429375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:47,150] Trial 3414 finished with value: 0.9973901697473849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:50,110] Trial 3415 finished with value: 0.9974222207810505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:52,087] Trial 3416 finished with value: 0.9973640124431365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:54,014] Trial 3417 finished with value: 0.9976164970501741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:56,340] Trial 3418 finished with value: 0.9973797000782064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:57,944] Trial 3419 finished with value: 0.9974777775120088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:59,102] Trial 3420 finished with value: 0.997231975035748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:50:54,233] Trial 3421 finished with value: 0.9892305341667408 and parameters: {'classifier': 'SVC', 'svc_c': 9273522010.930864, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:50:56,892] Trial 3422 finished with value: 0.9975870093603433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:50:57,777] Trial 3423 finished with value: 0.9971803731654397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:50:59,528] Trial 3424 finished with value: 0.9974393234824627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:04,908] Trial 3425 finished with value: 0.9954656541312907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:06,172] Trial 3426 finished with value: 0.9964859267712297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:09,373] Trial 3427 finished with value: 0.9972012747674245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:10,936] Trial 3428 finished with value: 0.9972017280799569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:12,164] Trial 3429 finished with value: 0.9972109607959295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:14,115] Trial 3430 finished with value: 0.997576666198464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:15,062] Trial 3431 finished with value: 0.9970909913787397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:17,351] Trial 3432 finished with value: 0.9972798217403205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:18,237] Trial 3433 finished with value: 0.989634245364354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:25,188] Trial 3434 finished with value: 0.9964304126008052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:28,001] Trial 3435 finished with value: 0.9973290439975405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:31,148] Trial 3436 finished with value: 0.9973342326058674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:43,075] Trial 3437 finished with value: 0.9959449829564163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:45,196] Trial 3438 finished with value: 0.9975497677823384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:46,939] Trial 3439 finished with value: 0.9974669285430982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:48,668] Trial 3440 finished with value: 0.9853887730100648 and parameters: {'classifier': 'SVC', 'svc_c': 0.021703099477124663, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:51,399] Trial 3441 finished with value: 0.9968820593691318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:53,388] Trial 3442 finished with value: 0.9974522692479683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:55,144] Trial 3443 finished with value: 0.99682105415986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:55,849] Trial 3444 finished with value: 0.9937718211475519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:57,598] Trial 3445 finished with value: 0.996983384765171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:00,837] Trial 3446 finished with value: 0.9966531386349716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:02,709] Trial 3447 finished with value: 0.997436135536609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:03,761] Trial 3448 finished with value: 0.9974124897164547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:05,326] Trial 3449 finished with value: 0.9956170839714259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:11,389] Trial 3450 finished with value: 0.996213597148885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 52, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:13,868] Trial 3451 finished with value: 0.9975765054777006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:18,193] Trial 3452 finished with value: 0.9971748066221103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:23,658] Trial 3453 finished with value: 0.9972457472563642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:25,414] Trial 3454 finished with value: 0.9974462632615723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:33,597] Trial 3455 finished with value: 0.9967399029964424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:35,639] Trial 3456 finished with value: 0.9976775794142988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:36,814] Trial 3457 finished with value: 0.9966592288220361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:38,847] Trial 3458 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.229326851333822e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:40,667] Trial 3459 finished with value: 0.996908145739157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:44,462] Trial 3460 finished with value: 0.9973227445941899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:46,449] Trial 3461 finished with value: 0.9974846484198592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:48,564] Trial 3462 finished with value: 0.9974482152063575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:50,369] Trial 3463 finished with value: 0.9975026331177199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:59,421] Trial 3464 finished with value: 0.9966130594341355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:01,389] Trial 3465 finished with value: 0.9973733715394569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:03,958] Trial 3466 finished with value: 0.996901919142566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:06,125] Trial 3467 finished with value: 0.9970579420609326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:07,322] Trial 3468 finished with value: 0.9959642831905416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:09,832] Trial 3469 finished with value: 0.9976710982796901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:11,839] Trial 3470 finished with value: 0.9972296130689363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:16,093] Trial 3471 finished with value: 0.9971041573101093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:18,528] Trial 3472 finished with value: 0.9969576864545407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:20,172] Trial 3473 finished with value: 0.9973301957344648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:23,270] Trial 3474 finished with value: 0.9973475987399576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:24,780] Trial 3475 finished with value: 0.9973122913017719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:26,565] Trial 3476 finished with value: 0.9971985663496147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:28,247] Trial 3477 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.3573774309263014e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:31,513] Trial 3478 finished with value: 0.9956339255968113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 26}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:33,611] Trial 3479 finished with value: 0.9971283321694434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:35,993] Trial 3480 finished with value: 0.9975601035492851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:38,578] Trial 3481 finished with value: 0.9972541300629126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:43,104] Trial 3482 finished with value: 0.9974911915703389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:44,902] Trial 3483 finished with value: 0.997030844394224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:55,226] Trial 3484 finished with value: 0.997113411988714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:57,327] Trial 3485 finished with value: 0.9971986412828141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:58,881] Trial 3486 finished with value: 0.9973182611386914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:00,940] Trial 3487 finished with value: 0.9973030068530099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:01,938] Trial 3488 finished with value: 0.9969956954551481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:02,829] Trial 3489 finished with value: 0.9971050644747187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:04,571] Trial 3490 finished with value: 0.9975441024071653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:16,490] Trial 3491 finished with value: 0.9968065254344814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:18,832] Trial 3492 finished with value: 0.9974890863314608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:20,398] Trial 3493 finished with value: 0.9943880212538011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:22,300] Trial 3494 finished with value: 0.997676682056703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:23,834] Trial 3495 finished with value: 0.9972858363911653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:25,489] Trial 3496 finished with value: 0.9850757721796959 and parameters: {'classifier': 'SVC', 'svc_c': 1.0330600042795884e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:27,737] Trial 3497 finished with value: 0.9973819933959245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:29,763] Trial 3498 finished with value: 0.997510100634755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:32,337] Trial 3499 finished with value: 0.9972639601497798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:33,184] Trial 3500 finished with value: 0.9967919308846828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:34,481] Trial 3501 finished with value: 0.997257243043829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:36,114] Trial 3502 finished with value: 0.9917809216990068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:38,619] Trial 3503 finished with value: 0.9976006134652634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:39,647] Trial 3504 finished with value: 0.9965296222209807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:48,190] Trial 3505 finished with value: 0.9969358940964446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:50,071] Trial 3506 finished with value: 0.9968633608857319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:52,057] Trial 3507 finished with value: 0.9974080440925416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:01,321] Trial 3508 finished with value: 0.9965598424217159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:15,518] Trial 3509 finished with value: 0.9960024100974754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:18,516] Trial 3510 finished with value: 0.9972859522345274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:20,356] Trial 3511 finished with value: 0.9971743872056632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:21,882] Trial 3512 finished with value: 0.9970493522280135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:24,015] Trial 3513 finished with value: 0.9976958179519437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:25,528] Trial 3514 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 229927288.34780946, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:27,609] Trial 3515 finished with value: 0.9973413828073037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:29,558] Trial 3516 finished with value: 0.9974121145109125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:33,697] Trial 3517 finished with value: 0.9974412238214105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:35,798] Trial 3518 finished with value: 0.9976617287733361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:39,383] Trial 3519 finished with value: 0.9969888811042488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:42,195] Trial 3520 finished with value: 0.9975626276968043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:47,188] Trial 3521 finished with value: 0.9964558399331818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:50,076] Trial 3522 finished with value: 0.9973895142961199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:52,018] Trial 3523 finished with value: 0.9973473826365457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:53,711] Trial 3524 finished with value: 0.9974501127206316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:56,229] Trial 3525 finished with value: 0.9975877053091783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:58,110] Trial 3526 finished with value: 0.9975183710256353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:04,680] Trial 3527 finished with value: 0.9972286586783207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:08,103] Trial 3528 finished with value: 0.9974222410298355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:11,363] Trial 3529 finished with value: 0.9971736955414457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:13,890] Trial 3530 finished with value: 0.9973380535325479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:20,838] Trial 3531 finished with value: 0.9966813297043305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:22,497] Trial 3532 finished with value: 0.9961722290081507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:24,102] Trial 3533 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.141142777984931e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:25,065] Trial 3534 finished with value: 0.9970153796544782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:27,136] Trial 3535 finished with value: 0.9974021435077364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:28,765] Trial 3536 finished with value: 0.997552177514701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:30,217] Trial 3537 finished with value: 0.9973865047807817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:33,008] Trial 3538 finished with value: 0.9973328642259869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:33,721] Trial 3539 finished with value: 0.9945322105029398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:36,728] Trial 3540 finished with value: 0.9972456116720233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:39,324] Trial 3541 finished with value: 0.9970707264391786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:41,699] Trial 3542 finished with value: 0.9950583731173208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:43,686] Trial 3543 finished with value: 0.9974493427272583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:45,724] Trial 3544 finished with value: 0.9972864212890619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:48,937] Trial 3545 finished with value: 0.9974300791504159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:51,628] Trial 3546 finished with value: 0.9969120221754375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:53,215] Trial 3547 finished with value: 0.9974566375900767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:55,116] Trial 3548 finished with value: 0.9977345091906101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:55,932] Trial 3549 finished with value: 0.997443078235606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 47}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:57,699] Trial 3550 finished with value: 0.9973335572866723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:59,462] Trial 3551 finished with value: 0.9974111911282325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:01,157] Trial 3552 finished with value: 0.9852203125770429 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007038265267404149, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:02,935] Trial 3553 finished with value: 0.9975533939334805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:10,897] Trial 3554 finished with value: 0.9968702444252694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:12,794] Trial 3555 finished with value: 0.9976351250436813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:14,633] Trial 3556 finished with value: 0.9975022051955138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:16,198] Trial 3557 finished with value: 0.9974640347759086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:18,141] Trial 3558 finished with value: 0.9976176142562548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:20,047] Trial 3559 finished with value: 0.9975000884357749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:21,849] Trial 3560 finished with value: 0.9974778850400393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:25,570] Trial 3561 finished with value: 0.9970468672133345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:27,404] Trial 3562 finished with value: 0.9972809121913454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:34,540] Trial 3563 finished with value: 0.9970354798425616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:37,309] Trial 3564 finished with value: 0.9973404575520871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:39,103] Trial 3565 finished with value: 0.9975224054214813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:47,636] Trial 3566 finished with value: 0.9961448321481884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:49,555] Trial 3567 finished with value: 0.9976674476586211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:51,435] Trial 3568 finished with value: 0.9975613593865459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:54,247] Trial 3569 finished with value: 0.9971208011765933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:54,939] Trial 3570 finished with value: 0.9935355554046795 and parameters: {'classifier': 'SVC', 'svc_c': 188.11595055254688, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:02,419] Trial 3571 finished with value: 0.9971857647376848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:04,671] Trial 3572 finished with value: 0.9973730014437178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:05,491] Trial 3573 finished with value: 0.9970304992762179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 44}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:19,530] Trial 3574 finished with value: 0.9962209311445432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 60, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:20,942] Trial 3575 finished with value: 0.9970806272063658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:22,151] Trial 3576 finished with value: 0.9955422125021182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:24,122] Trial 3577 finished with value: 0.9973778073563565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:26,820] Trial 3578 finished with value: 0.9975182846667892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:28,675] Trial 3579 finished with value: 0.9961190214536275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:33,187] Trial 3580 finished with value: 0.9971202218963063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:38,058] Trial 3581 finished with value: 0.9973622436578155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:39,455] Trial 3582 finished with value: 0.994477683254486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:40,323] Trial 3583 finished with value: 0.9897034918925828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:41,898] Trial 3584 finished with value: 0.9973603934647614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:43,845] Trial 3585 finished with value: 0.9977215715500088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:45,684] Trial 3586 finished with value: 0.9974358715406946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:46,950] Trial 3587 finished with value: 0.9967048371154705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:49,362] Trial 3588 finished with value: 0.9972678094818873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:51,063] Trial 3589 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 6.86609801420946e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:52,511] Trial 3590 finished with value: 0.9973970956887667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:02,198] Trial 3591 finished with value: 0.9968367816577417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:04,488] Trial 3592 finished with value: 0.9976357903336979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:05,069] Trial 3593 finished with value: 0.9959591017232441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 49}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:07,355] Trial 3594 finished with value: 0.996243936430249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:09,349] Trial 3595 finished with value: 0.9974225223863851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:11,412] Trial 3596 finished with value: 0.9974009814242543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:12,615] Trial 3597 finished with value: 0.9970116129361438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:14,368] Trial 3598 finished with value: 0.997402444700478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:16,997] Trial 3599 finished with value: 0.9973905888781909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:19,690] Trial 3600 finished with value: 0.9974981701966473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:30,256] Trial 3601 finished with value: 0.9967431339788987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:38,555] Trial 3602 finished with value: 0.9970033786947402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:39,694] Trial 3603 finished with value: 0.9962358086377869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:53,505] Trial 3604 finished with value: 0.9958337948786791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 61, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:55,759] Trial 3605 finished with value: 0.9974641888634496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:11,231] Trial 3606 finished with value: 0.9957194992154697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:12,043] Trial 3607 finished with value: 0.9965596236523199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:18,183] Trial 3608 finished with value: 0.9926516167865663 and parameters: {'classifier': 'SVC', 'svc_c': 2010581.911080418, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:19,760] Trial 3609 finished with value: 0.9968893850177204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:21,494] Trial 3610 finished with value: 0.9965389730971829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:24,110] Trial 3611 finished with value: 0.9974395543440017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:26,318] Trial 3612 finished with value: 0.9977322869340671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:28,871] Trial 3613 finished with value: 0.9973607300135322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:31,298] Trial 3614 finished with value: 0.9973395543229785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:34,119] Trial 3615 finished with value: 0.9973883004798486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:36,797] Trial 3616 finished with value: 0.9973026589103302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:40,022] Trial 3617 finished with value: 0.9972104075407265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:42,356] Trial 3618 finished with value: 0.9974652316441374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:45,018] Trial 3619 finished with value: 0.9975355047349833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:46,199] Trial 3620 finished with value: 0.9971648782746819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:56,065] Trial 3621 finished with value: 0.9964694408960492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:57,555] Trial 3622 finished with value: 0.9974105589091158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:59,935] Trial 3623 finished with value: 0.997410004511348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:02,976] Trial 3624 finished with value: 0.9973129171733071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:05,554] Trial 3625 finished with value: 0.9974173205750886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:09,251] Trial 3626 finished with value: 0.9973002199156172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:10,087] Trial 3627 finished with value: 0.9907310787554637 and parameters: {'classifier': 'SVC', 'svc_c': 19.03653003244355, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:11,498] Trial 3628 finished with value: 0.9969892957600098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:13,805] Trial 3629 finished with value: 0.9974172141896228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:16,233] Trial 3630 finished with value: 0.9975440262361874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:19,310] Trial 3631 finished with value: 0.9974277094395547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:22,664] Trial 3632 finished with value: 0.9972679937204402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:25,059] Trial 3633 finished with value: 0.9973408541489789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:27,541] Trial 3634 finished with value: 0.9975402994441408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:30,294] Trial 3635 finished with value: 0.9972930992621728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:33,198] Trial 3636 finished with value: 0.9973870422939827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:34,301] Trial 3637 finished with value: 0.997210288714001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:36,653] Trial 3638 finished with value: 0.9974144418516674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:49,520] Trial 3639 finished with value: 0.9965137459992649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:51,705] Trial 3640 finished with value: 0.9973552673801122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:53,145] Trial 3641 finished with value: 0.997523920589184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:55,412] Trial 3642 finished with value: 0.997377629497123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:58,276] Trial 3643 finished with value: 0.9973461906559548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:00,622] Trial 3644 finished with value: 0.9975025519956287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:03,943] Trial 3645 finished with value: 0.9970488297585808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:05,605] Trial 3646 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.197996768779053e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:07,885] Trial 3647 finished with value: 0.9974057977151887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:10,337] Trial 3648 finished with value: 0.9973831981034161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:11,820] Trial 3649 finished with value: 0.9976110169609048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:14,527] Trial 3650 finished with value: 0.9975408455900524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:15,181] Trial 3651 finished with value: 0.989806610163015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:17,078] Trial 3652 finished with value: 0.9973116930104782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:19,255] Trial 3653 finished with value: 0.9975237396513735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:19,939] Trial 3654 finished with value: 0.9929532166623378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:28,514] Trial 3655 finished with value: 0.9966216508539499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:30,493] Trial 3656 finished with value: 0.9973582081828805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:34,225] Trial 3657 finished with value: 0.9972267655756158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:36,518] Trial 3658 finished with value: 0.9975824580809362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:40,331] Trial 3659 finished with value: 0.9971478171499283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:43,157] Trial 3660 finished with value: 0.9975999536024293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:46,301] Trial 3661 finished with value: 0.9976254517738151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:48,243] Trial 3662 finished with value: 0.9975090949874189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:50,084] Trial 3663 finished with value: 0.9972083169647615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:51,664] Trial 3664 finished with value: 0.9969611474416123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:52,402] Trial 3665 finished with value: 0.9930125000266535 and parameters: {'classifier': 'SVC', 'svc_c': 1076.301734089387, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:54,652] Trial 3666 finished with value: 0.9956413351921652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:58,107] Trial 3667 finished with value: 0.9974626725214443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:00,896] Trial 3668 finished with value: 0.997415133071554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:02,851] Trial 3669 finished with value: 0.9974785303669118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:08,784] Trial 3670 finished with value: 0.9962073257701066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 39, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:09,931] Trial 3671 finished with value: 0.9956899423687385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:11,363] Trial 3672 finished with value: 0.9975425636899354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:12,355] Trial 3673 finished with value: 0.9973834943767823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:14,059] Trial 3674 finished with value: 0.9976386661372317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:16,740] Trial 3675 finished with value: 0.997483644168991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:19,335] Trial 3676 finished with value: 0.9973679245210872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:21,415] Trial 3677 finished with value: 0.9973368826576655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:21,858] Trial 3678 finished with value: 0.9907939440282786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 6}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:22,702] Trial 3679 finished with value: 0.9962962768734022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:34,368] Trial 3680 finished with value: 0.9966916439212383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:36,489] Trial 3681 finished with value: 0.9976370835582135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:39,105] Trial 3682 finished with value: 0.9969399162731962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:41,263] Trial 3683 finished with value: 0.9975893164205752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:42,273] Trial 3684 finished with value: 0.9952265405777189 and parameters: {'classifier': 'SVC', 'svc_c': 3164.489778579809, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:43,485] Trial 3685 finished with value: 0.9968785753086014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:46,296] Trial 3686 finished with value: 0.9974309356295871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:48,173] Trial 3687 finished with value: 0.9974651416989074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:49,057] Trial 3688 finished with value: 0.9974147879852863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 52}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:51,625] Trial 3689 finished with value: 0.997342883343831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:53,842] Trial 3690 finished with value: 0.9976437599761669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:55,610] Trial 3691 finished with value: 0.997350530592636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:57,888] Trial 3692 finished with value: 0.994556334867263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:58,761] Trial 3693 finished with value: 0.9967215938736912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:02,981] Trial 3694 finished with value: 0.9970310715106897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:05,372] Trial 3695 finished with value: 0.9975059909248548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:05,948] Trial 3696 finished with value: 0.9887451094099894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:18,243] Trial 3697 finished with value: 0.9966276475411391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:19,488] Trial 3698 finished with value: 0.9963201746290661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:23,102] Trial 3699 finished with value: 0.9973546522359894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:25,291] Trial 3700 finished with value: 0.9974018764967209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:28,159] Trial 3701 finished with value: 0.9975092138458824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:29,885] Trial 3702 finished with value: 0.9852039245180931 and parameters: {'classifier': 'SVC', 'svc_c': 3.946183543217587e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:35,150] Trial 3703 finished with value: 0.9968293869792043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:36,885] Trial 3704 finished with value: 0.9974320452503079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:39,353] Trial 3705 finished with value: 0.9972697816119819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:41,359] Trial 3706 finished with value: 0.9975636113497705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:54,072] Trial 3707 finished with value: 0.9969720422717993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:55,600] Trial 3708 finished with value: 0.997114112095215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:57,448] Trial 3709 finished with value: 0.9953117986263633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:00,646] Trial 3710 finished with value: 0.9972452146625388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:03,683] Trial 3711 finished with value: 0.9967917011974466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:04,513] Trial 3712 finished with value: 0.996110510045078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:06,411] Trial 3713 finished with value: 0.9973465022587301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:08,875] Trial 3714 finished with value: 0.9974584980979505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:09,717] Trial 3715 finished with value: 0.9963148078441266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:14,948] Trial 3716 finished with value: 0.9957567527586656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:16,427] Trial 3717 finished with value: 0.9974115236145513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:18,317] Trial 3718 finished with value: 0.997449572668398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:20,559] Trial 3719 finished with value: 0.997728918272568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:22,631] Trial 3720 finished with value: 0.9972199335784401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:24,784] Trial 3721 finished with value: 0.9976989961542598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:37,982] Trial 3722 finished with value: 0.9963859175144753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:56,842] Trial 3723 finished with value: 0.9903831243328397 and parameters: {'classifier': 'SVC', 'svc_c': 14448396.847951746, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:58,906] Trial 3724 finished with value: 0.9971677544590706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:00,906] Trial 3725 finished with value: 0.9976554272118078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:11,990] Trial 3726 finished with value: 0.9967102371299991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:13,977] Trial 3727 finished with value: 0.9974480079578217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:16,385] Trial 3728 finished with value: 0.9975654580516545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:18,784] Trial 3729 finished with value: 0.9975096491312834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:21,083] Trial 3730 finished with value: 0.9974737165197963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:23,026] Trial 3731 finished with value: 0.997511070323042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:25,143] Trial 3732 finished with value: 0.9974132695168411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:26,990] Trial 3733 finished with value: 0.9975184165695326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:28,926] Trial 3734 finished with value: 0.9973528382876259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:31,241] Trial 3735 finished with value: 0.9974448008422718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:33,461] Trial 3736 finished with value: 0.9971890624014849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:35,632] Trial 3737 finished with value: 0.9975761098012081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:37,511] Trial 3738 finished with value: 0.997452710087503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:39,683] Trial 3739 finished with value: 0.9977857780667936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:41,028] Trial 3740 finished with value: 0.9867186504290596 and parameters: {'classifier': 'SVC', 'svc_c': 832663.0814156848, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:43,358] Trial 3741 finished with value: 0.9974822593488742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:45,563] Trial 3742 finished with value: 0.9973127068144564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:47,866] Trial 3743 finished with value: 0.9974061194423567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:50,026] Trial 3744 finished with value: 0.9972192483252799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:52,629] Trial 3745 finished with value: 0.9975099470550207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:54,727] Trial 3746 finished with value: 0.9975760015749436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:57,361] Trial 3747 finished with value: 0.997537399234156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:59,654] Trial 3748 finished with value: 0.9973533695167213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:01,834] Trial 3749 finished with value: 0.9974627754474783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:04,470] Trial 3750 finished with value: 0.9972942237362344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:06,600] Trial 3751 finished with value: 0.9974379355520311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:12,201] Trial 3752 finished with value: 0.9971347266278268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:19,410] Trial 3753 finished with value: 0.9970899244137664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:21,898] Trial 3754 finished with value: 0.9970941777059602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:27,519] Trial 3755 finished with value: 0.9970012918321102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:30,216] Trial 3756 finished with value: 0.9974149910444181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:32,258] Trial 3757 finished with value: 0.9972354944205696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:34,590] Trial 3758 finished with value: 0.9973093657014612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:36,188] Trial 3759 finished with value: 0.9975897279660214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:37,888] Trial 3760 finished with value: 0.9853509162244615 and parameters: {'classifier': 'SVC', 'svc_c': 0.004173107100397953, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:47,474] Trial 3761 finished with value: 0.9964798262058694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:48,537] Trial 3762 finished with value: 0.9970820155176522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:50,856] Trial 3763 finished with value: 0.9974913402306976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:52,228] Trial 3764 finished with value: 0.9973021375199864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:59,003] Trial 3765 finished with value: 0.9970544482886025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:04,870] Trial 3766 finished with value: 0.9973693465380314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:06,792] Trial 3767 finished with value: 0.9975524743276116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:08,534] Trial 3768 finished with value: 0.9967023503234685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:10,580] Trial 3769 finished with value: 0.9973726534693003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:14,487] Trial 3770 finished with value: 0.9967688878943429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:17,044] Trial 3771 finished with value: 0.997480688163765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:19,379] Trial 3772 finished with value: 0.9973848533939802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:20,756] Trial 3773 finished with value: 0.9951280885413946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:27,920] Trial 3774 finished with value: 0.9967435649479442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:30,248] Trial 3775 finished with value: 0.9973749961712025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:32,710] Trial 3776 finished with value: 0.997459014537181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:33,632] Trial 3777 finished with value: 0.9902866704199559 and parameters: {'classifier': 'SVC', 'svc_c': 12637.831279879252, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:35,850] Trial 3778 finished with value: 0.9974059690046754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:37,756] Trial 3779 finished with value: 0.9974108152879323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:40,108] Trial 3780 finished with value: 0.9973724442530142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:42,543] Trial 3781 finished with value: 0.9974001261193859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:43,374] Trial 3782 finished with value: 0.9900149653678924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:45,796] Trial 3783 finished with value: 0.9972618774448158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:46,880] Trial 3784 finished with value: 0.9938898798792363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:48,183] Trial 3785 finished with value: 0.9971062148786506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:50,375] Trial 3786 finished with value: 0.9975182940929476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:52,918] Trial 3787 finished with value: 0.9965587345783179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:55,138] Trial 3788 finished with value: 0.9968357908320084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:57,001] Trial 3789 finished with value: 0.9971083655344746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:57,655] Trial 3790 finished with value: 0.9915991738101676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:59,521] Trial 3791 finished with value: 0.997068330100213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:09:00,862] Trial 3792 finished with value: 0.9974910391331694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:09:08,560] Trial 3793 finished with value: 0.9967698740228661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:09:09,862] Trial 3794 finished with value: 0.9969049935619249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:09:17,808] Trial 3795 finished with value: 0.9939968063811856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:13,948] Trial 3796 finished with value: 0.9896191425002293 and parameters: {'classifier': 'SVC', 'svc_c': 2235694881.7391477, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:16,452] Trial 3797 finished with value: 0.9973873832543227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:18,823] Trial 3798 finished with value: 0.9976217417711214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:29,955] Trial 3799 finished with value: 0.9966055007975684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:41,022] Trial 3800 finished with value: 0.9967045048830551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:42,557] Trial 3801 finished with value: 0.9971179426384813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:44,579] Trial 3802 finished with value: 0.9972085815636961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:47,772] Trial 3803 finished with value: 0.9978113536151979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:50,856] Trial 3804 finished with value: 0.9973411546752248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:53,883] Trial 3805 finished with value: 0.9974537228758683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:56,902] Trial 3806 finished with value: 0.9972895993644265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:07,467] Trial 3807 finished with value: 0.9970143999370126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:10,620] Trial 3808 finished with value: 0.9971784954556199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:13,326] Trial 3809 finished with value: 0.997480750560491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:16,176] Trial 3810 finished with value: 0.9974134948877221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:19,422] Trial 3811 finished with value: 0.9974796329418174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:22,229] Trial 3812 finished with value: 0.9973430042017825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:25,194] Trial 3813 finished with value: 0.9973781185465392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:27,831] Trial 3814 finished with value: 0.9975139159438259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:30,451] Trial 3815 finished with value: 0.9973289793474232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:31,747] Trial 3816 finished with value: 0.9867343545361035 and parameters: {'classifier': 'SVC', 'svc_c': 57071237.36465463, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:46,469] Trial 3817 finished with value: 0.9959786927083399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:49,270] Trial 3818 finished with value: 0.9975816377195038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:51,862] Trial 3819 finished with value: 0.9976675635019835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:54,638] Trial 3820 finished with value: 0.9976657707228043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:58,079] Trial 3821 finished with value: 0.997266179708601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:00,510] Trial 3822 finished with value: 0.9972336245182752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:03,075] Trial 3823 finished with value: 0.9973600577729141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:05,614] Trial 3824 finished with value: 0.9975520668446176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:12,425] Trial 3825 finished with value: 0.9970110936087639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:20,555] Trial 3826 finished with value: 0.9970668430522963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:22,413] Trial 3827 finished with value: 0.9973848441899871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:23,690] Trial 3828 finished with value: 0.9970093537366763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:25,890] Trial 3829 finished with value: 0.9971898099561574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:32,167] Trial 3830 finished with value: 0.9971343937289152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:33,259] Trial 3831 finished with value: 0.9968577503854009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:35,199] Trial 3832 finished with value: 0.9974896068331432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:35,850] Trial 3833 finished with value: 0.9964023854894762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:37,490] Trial 3834 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.620319898351458e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:39,994] Trial 3835 finished with value: 0.9973904484696883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:42,700] Trial 3836 finished with value: 0.997392247977304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:46,096] Trial 3837 finished with value: 0.9942987461382082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:49,267] Trial 3838 finished with value: 0.9973404264806757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:50,389] Trial 3839 finished with value: 0.9968099288172513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:51,460] Trial 3840 finished with value: 0.9972848866342842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:52,910] Trial 3841 finished with value: 0.997244541660211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:55,251] Trial 3842 finished with value: 0.9973700265861748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:56,439] Trial 3843 finished with value: 0.994483040645005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:58,394] Trial 3844 finished with value: 0.9974075196870964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:00,634] Trial 3845 finished with value: 0.9974633313051897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:03,274] Trial 3846 finished with value: 0.9972993475674924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:05,115] Trial 3847 finished with value: 0.996505692917837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:07,865] Trial 3848 finished with value: 0.997149426293575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:09,648] Trial 3849 finished with value: 0.9971865930970698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:12,064] Trial 3850 finished with value: 0.9976553219371688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:14,169] Trial 3851 finished with value: 0.9971332386595108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:15,115] Trial 3852 finished with value: 0.990121460329514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:16,824] Trial 3853 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.1631168028611129e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:18,707] Trial 3854 finished with value: 0.9971590274866534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:20,369] Trial 3855 finished with value: 0.9970995782917713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:21,043] Trial 3856 finished with value: 0.9968033319027559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:23,078] Trial 3857 finished with value: 0.9976068613262522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:24,835] Trial 3858 finished with value: 0.9972551479610812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:25,357] Trial 3859 finished with value: 0.996982451480264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 15}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:39,913] Trial 3860 finished with value: 0.9962099093627264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:42,016] Trial 3861 finished with value: 0.9976007138522648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:43,004] Trial 3862 finished with value: 0.9958937084308853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:44,430] Trial 3863 finished with value: 0.9969203640400853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:46,888] Trial 3864 finished with value: 0.9968986552796375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:51,882] Trial 3865 finished with value: 0.9963794783373804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:53,050] Trial 3866 finished with value: 0.9961418485944588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:55,271] Trial 3867 finished with value: 0.997044019434373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:58,250] Trial 3868 finished with value: 0.9973226625199613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:00,059] Trial 3869 finished with value: 0.9974422095373406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:01,361] Trial 3870 finished with value: 0.9972565517922042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:07,518] Trial 3871 finished with value: 0.9953579900086336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:09,183] Trial 3872 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7090886865287625e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:11,606] Trial 3873 finished with value: 0.9972090911475383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:13,916] Trial 3874 finished with value: 0.9974984887182868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:16,337] Trial 3875 finished with value: 0.9976259684034731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:18,801] Trial 3876 finished with value: 0.9973952311819166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:20,659] Trial 3877 finished with value: 0.9973566541362411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:22,220] Trial 3878 finished with value: 0.9972746756290515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:23,947] Trial 3879 finished with value: 0.9974661712131501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:25,576] Trial 3880 finished with value: 0.9970912763216729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:28,615] Trial 3881 finished with value: 0.9971484550183926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:30,600] Trial 3882 finished with value: 0.9973530872715101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:33,046] Trial 3883 finished with value: 0.9976190478257975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:34,567] Trial 3884 finished with value: 0.9971189525386971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:35,256] Trial 3885 finished with value: 0.996770464347945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 23}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:37,121] Trial 3886 finished with value: 0.9976251081792289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:39,105] Trial 3887 finished with value: 0.9973908559844201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:49,024] Trial 3888 finished with value: 0.9963757782051759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:51,257] Trial 3889 finished with value: 0.9968458868508021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:52,314] Trial 3890 finished with value: 0.9882121480597595 and parameters: {'classifier': 'SVC', 'svc_c': 40007.47299834709, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:54,137] Trial 3891 finished with value: 0.9973546195776829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:55,325] Trial 3892 finished with value: 0.9973768260837333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:58,262] Trial 3893 finished with value: 0.9973807138187091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:00,360] Trial 3894 finished with value: 0.9974840999253423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:02,849] Trial 3895 finished with value: 0.997715414300746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:04,866] Trial 3896 finished with value: 0.9974847011999993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:05,766] Trial 3897 finished with value: 0.9964524877753947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 30}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:07,319] Trial 3898 finished with value: 0.9972881573526006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:09,563] Trial 3899 finished with value: 0.9974074287579916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:12,288] Trial 3900 finished with value: 0.9974517662973486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:14,333] Trial 3901 finished with value: 0.9976271614948905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:21,451] Trial 3902 finished with value: 0.9966729369320791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:30,181] Trial 3903 finished with value: 0.9961485999456116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 61, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:32,899] Trial 3904 finished with value: 0.9976103889311917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:33,811] Trial 3905 finished with value: 0.9933536560308079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:36,088] Trial 3906 finished with value: 0.9973260041407631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:39,118] Trial 3907 finished with value: 0.996532011165014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 24, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:40,139] Trial 3908 finished with value: 0.9968844161626649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:41,005] Trial 3909 finished with value: 0.9908320458622654 and parameters: {'classifier': 'SVC', 'svc_c': 9.327370892123866, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:41,791] Trial 3910 finished with value: 0.9959421877354294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:43,602] Trial 3911 finished with value: 0.9975264043978228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:45,665] Trial 3912 finished with value: 0.9974217793702332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:47,672] Trial 3913 finished with value: 0.9971661324933092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:49,733] Trial 3914 finished with value: 0.9976093119053019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:52,527] Trial 3915 finished with value: 0.9973303518849694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:55,489] Trial 3916 finished with value: 0.9974941528440576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:57,442] Trial 3917 finished with value: 0.997393855629269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:58,859] Trial 3918 finished with value: 0.9973816801110397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:00,112] Trial 3919 finished with value: 0.9974561885938997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:02,384] Trial 3920 finished with value: 0.9975303435164703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:05,027] Trial 3921 finished with value: 0.9975019997243008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:07,551] Trial 3922 finished with value: 0.9972483151387196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:09,233] Trial 3923 finished with value: 0.9974596262536094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:22,304] Trial 3924 finished with value: 0.9961283130116807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:23,813] Trial 3925 finished with value: 0.997200895912023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:24,887] Trial 3926 finished with value: 0.9972625828515472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:26,262] Trial 3927 finished with value: 0.995420216397371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:27,386] Trial 3928 finished with value: 0.9872110746639245 and parameters: {'classifier': 'SVC', 'svc_c': 151371.60313334232, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:28,173] Trial 3929 finished with value: 0.9885496793727154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:30,627] Trial 3930 finished with value: 0.9976979646087912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:33,831] Trial 3931 finished with value: 0.9973131622216908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:41,418] Trial 3932 finished with value: 0.9967634884193588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:42,494] Trial 3933 finished with value: 0.9953392162429172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 12}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:50,344] Trial 3934 finished with value: 0.9964791473002909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:52,832] Trial 3935 finished with value: 0.997191333629619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:54,891] Trial 3936 finished with value: 0.9974688205032383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:55,914] Trial 3937 finished with value: 0.997338607454247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:57,974] Trial 3938 finished with value: 0.9968060397175454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:00,594] Trial 3939 finished with value: 0.9975480774213864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:02,570] Trial 3940 finished with value: 0.9973541019958878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:04,058] Trial 3941 finished with value: 0.9974567148084056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:05,957] Trial 3942 finished with value: 0.9975649206019295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:08,080] Trial 3943 finished with value: 0.9975831889414694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:08,897] Trial 3944 finished with value: 0.9969284771696341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:19,660] Trial 3945 finished with value: 0.9966668109763929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:25,250] Trial 3946 finished with value: 0.9969289685041797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:26,221] Trial 3947 finished with value: 0.9884973644468399 and parameters: {'classifier': 'SVC', 'svc_c': 2.0231634877290885, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:28,917] Trial 3948 finished with value: 0.9967393089580283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:31,304] Trial 3949 finished with value: 0.9973605166713182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:33,278] Trial 3950 finished with value: 0.9970409197516399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:35,699] Trial 3951 finished with value: 0.9969344694769919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:37,981] Trial 3952 finished with value: 0.9975106342441934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:45,077] Trial 3953 finished with value: 0.9971375656471259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:46,581] Trial 3954 finished with value: 0.9974557361065529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:48,563] Trial 3955 finished with value: 0.9967258700171785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:51,258] Trial 3956 finished with value: 0.9975413075035577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:58,051] Trial 3957 finished with value: 0.9957397275612235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:59,176] Trial 3958 finished with value: 0.9954668654402671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:00,260] Trial 3959 finished with value: 0.9972776317612292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:01,650] Trial 3960 finished with value: 0.9969463836335531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:03,319] Trial 3961 finished with value: 0.9966490979550201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:05,269] Trial 3962 finished with value: 0.9974983834119097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:15,332] Trial 3963 finished with value: 0.9963902706541261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:18,496] Trial 3964 finished with value: 0.9973677971251266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:20,599] Trial 3965 finished with value: 0.9853187989855209 and parameters: {'classifier': 'SVC', 'svc_c': 0.0017886198386568473, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:32,113] Trial 3966 finished with value: 0.9965059078469464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:34,038] Trial 3967 finished with value: 0.9972910548331252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:37,928] Trial 3968 finished with value: 0.9954028168195722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:39,201] Trial 3969 finished with value: 0.9972188682003621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:40,768] Trial 3970 finished with value: 0.9974672005052273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:45,964] Trial 3971 finished with value: 0.9968422016354141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:47,968] Trial 3972 finished with value: 0.9974655686689767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:01,219] Trial 3973 finished with value: 0.9957815258458176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:03,242] Trial 3974 finished with value: 0.997171827448212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:04,217] Trial 3975 finished with value: 0.9973806394250538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:06,570] Trial 3976 finished with value: 0.9968348304429284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:08,674] Trial 3977 finished with value: 0.9969509216147769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:09,837] Trial 3978 finished with value: 0.9943555760988007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:10,847] Trial 3979 finished with value: 0.997120495001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:11,614] Trial 3980 finished with value: 0.9888461975334323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:13,613] Trial 3981 finished with value: 0.9975589649518547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:16,163] Trial 3982 finished with value: 0.9972505674510613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:19,238] Trial 3983 finished with value: 0.9973505749939685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:20,906] Trial 3984 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8446215172669652e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:23,292] Trial 3985 finished with value: 0.9973296169302462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:25,513] Trial 3986 finished with value: 0.9975389024366675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:27,362] Trial 3987 finished with value: 0.9974339716778156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:29,390] Trial 3988 finished with value: 0.9973756748228778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:31,636] Trial 3989 finished with value: 0.9972228616860453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:34,354] Trial 3990 finished with value: 0.9972024684936004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:36,423] Trial 3991 finished with value: 0.9974546153458265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:45,686] Trial 3992 finished with value: 0.9967317001438293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:49,051] Trial 3993 finished with value: 0.9972721542744685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:56,884] Trial 3994 finished with value: 0.996856627403021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:58,691] Trial 3995 finished with value: 0.9975399206839528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:01,223] Trial 3996 finished with value: 0.9968567152535487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:11,603] Trial 3997 finished with value: 0.9962460199286607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:13,783] Trial 3998 finished with value: 0.9976191807758918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:16,133] Trial 3999 finished with value: 0.9974777445680608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:21,764] Trial 4000 finished with value: 0.9971615577595886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:22,625] Trial 4001 finished with value: 0.9967313711169425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 19}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:24,299] Trial 4002 finished with value: 0.9974542092275623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:26,045] Trial 4003 finished with value: 0.9854040105698688 and parameters: {'classifier': 'SVC', 'svc_c': 0.23210020995431346, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:37,784] Trial 4004 finished with value: 0.9970726047520185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:40,640] Trial 4005 finished with value: 0.9975996357472859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:43,216] Trial 4006 finished with value: 0.9973856270372128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:59,674] Trial 4007 finished with value: 0.9964894705942399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:01,978] Trial 4008 finished with value: 0.9976754347569393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:04,265] Trial 4009 finished with value: 0.9974291148893112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:05,141] Trial 4010 finished with value: 0.9963016260755411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:06,939] Trial 4011 finished with value: 0.997498390933794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:09,536] Trial 4012 finished with value: 0.9972615136966584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:12,032] Trial 4013 finished with value: 0.9972926824164962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:13,850] Trial 4014 finished with value: 0.9978200248875874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:15,751] Trial 4015 finished with value: 0.9975282693807414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:17,963] Trial 4016 finished with value: 0.9974219948071492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:19,855] Trial 4017 finished with value: 0.9975099594328047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:24,318] Trial 4018 finished with value: 0.9977369643081805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:29,033] Trial 4019 finished with value: 0.9969398063648226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:34,551] Trial 4020 finished with value: 0.9973457577826347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:39,381] Trial 4021 finished with value: 0.9972172586441227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:22,432] Trial 4022 finished with value: 0.9903732073793199 and parameters: {'classifier': 'SVC', 'svc_c': 475014374.78941125, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:27,259] Trial 4023 finished with value: 0.9974043675733401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:32,191] Trial 4024 finished with value: 0.9971266802113595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:36,479] Trial 4025 finished with value: 0.9974418083384524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:40,133] Trial 4026 finished with value: 0.9973829663214779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:45,889] Trial 4027 finished with value: 0.9973715829496812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:50,326] Trial 4028 finished with value: 0.9970433263736876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:56,625] Trial 4029 finished with value: 0.9973072837899449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:58,300] Trial 4030 finished with value: 0.9975502012586785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:02,334] Trial 4031 finished with value: 0.9972997837098166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:04,008] Trial 4032 finished with value: 0.9976465086376435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:14,072] Trial 4033 finished with value: 0.9968457378730645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:19,468] Trial 4034 finished with value: 0.9972074505516254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:23,415] Trial 4035 finished with value: 0.9975766647702581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:27,705] Trial 4036 finished with value: 0.9974360434332015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:34,321] Trial 4037 finished with value: 0.9973141168344716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:38,486] Trial 4038 finished with value: 0.9974983554508133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:42,659] Trial 4039 finished with value: 0.9972414435326353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:44,426] Trial 4040 finished with value: 0.9852080208663345 and parameters: {'classifier': 'SVC', 'svc_c': 0.00027447107230701105, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:49,173] Trial 4041 finished with value: 0.9973001018188633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:54,462] Trial 4042 finished with value: 0.9973267106265832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:59,201] Trial 4043 finished with value: 0.9972466077027736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:05,665] Trial 4044 finished with value: 0.9968405189550359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:10,217] Trial 4045 finished with value: 0.9971373173614757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:15,608] Trial 4046 finished with value: 0.9973935969018473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:21,087] Trial 4047 finished with value: 0.9969974727462286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:25,006] Trial 4048 finished with value: 0.9972060518303053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:28,633] Trial 4049 finished with value: 0.9974419371626188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:34,612] Trial 4050 finished with value: 0.9971596609118106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:38,297] Trial 4051 finished with value: 0.9975492036092953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:40,041] Trial 4052 finished with value: 0.9975798801694019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:44,027] Trial 4053 finished with value: 0.9973569930336171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:47,515] Trial 4054 finished with value: 0.9971634546708422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:49,176] Trial 4055 finished with value: 0.9973739381245809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:54,322] Trial 4056 finished with value: 0.9973422610904171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:00,084] Trial 4057 finished with value: 0.997229507223015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:06,002] Trial 4058 finished with value: 0.9972243688557955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:11,252] Trial 4059 finished with value: 0.997007820287939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:15,761] Trial 4060 finished with value: 0.9972522891690657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:17,442] Trial 4061 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.791554341480252e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:21,412] Trial 4062 finished with value: 0.9972611636592768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:25,472] Trial 4063 finished with value: 0.9971738449000384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:28,049] Trial 4064 finished with value: 0.9954040640875977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:32,511] Trial 4065 finished with value: 0.9972852391789603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:36,824] Trial 4066 finished with value: 0.9976360382702311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:38,073] Trial 4067 finished with value: 0.9929624502669719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:43,948] Trial 4068 finished with value: 0.997326356050681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:47,734] Trial 4069 finished with value: 0.9967622478162937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:51,129] Trial 4070 finished with value: 0.9973400233775128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:56,230] Trial 4071 finished with value: 0.9972632940980537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:01,676] Trial 4072 finished with value: 0.9970137104309726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:05,784] Trial 4073 finished with value: 0.9973527279031837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:10,318] Trial 4074 finished with value: 0.9969414667969279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:17,607] Trial 4075 finished with value: 0.9967818756173624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:21,798] Trial 4076 finished with value: 0.997129309792207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:25,278] Trial 4077 finished with value: 0.9970133036462127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:29,255] Trial 4078 finished with value: 0.9974702887305759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:29,948] Trial 4079 finished with value: 0.9927759161429967 and parameters: {'classifier': 'SVC', 'svc_c': 454.94364552435786, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:33,988] Trial 4080 finished with value: 0.9972416674118346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:41,569] Trial 4081 finished with value: 0.9970104351423976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:48,436] Trial 4082 finished with value: 0.996947854526875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:50,157] Trial 4083 finished with value: 0.9972084311577527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:54,096] Trial 4084 finished with value: 0.9972060083493721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:58,331] Trial 4085 finished with value: 0.9972908640248255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:02,397] Trial 4086 finished with value: 0.9974456155226189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:05,262] Trial 4087 finished with value: 0.9962801828026894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:11,882] Trial 4088 finished with value: 0.9970967392089963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:13,462] Trial 4089 finished with value: 0.9974159637160684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:17,104] Trial 4090 finished with value: 0.9974383469387877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:20,823] Trial 4091 finished with value: 0.9974548758823089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:26,616] Trial 4092 finished with value: 0.9973828390524689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:30,109] Trial 4093 finished with value: 0.997575754463596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:38,068] Trial 4094 finished with value: 0.996928251862229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:41,915] Trial 4095 finished with value: 0.9973264815106293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:47,029] Trial 4096 finished with value: 0.9965818209226392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:52,165] Trial 4097 finished with value: 0.9973332228643413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:53,851] Trial 4098 finished with value: 0.9853884443957709 and parameters: {'classifier': 'SVC', 'svc_c': 0.037704572158804336, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:01,048] Trial 4099 finished with value: 0.9967795611621978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:02,753] Trial 4100 finished with value: 0.9972026764403701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:09,229] Trial 4101 finished with value: 0.9968749511886852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:16,004] Trial 4102 finished with value: 0.9966275020228333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:20,949] Trial 4103 finished with value: 0.997277363607649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:24,437] Trial 4104 finished with value: 0.9975840281234808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:32,417] Trial 4105 finished with value: 0.9971248385875406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:38,359] Trial 4106 finished with value: 0.9971286680199801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:43,638] Trial 4107 finished with value: 0.997441791961692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:44,432] Trial 4108 finished with value: 0.9883560842625618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:46,638] Trial 4109 finished with value: 0.9974568771795402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:50,519] Trial 4110 finished with value: 0.9972488062510999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:54,623] Trial 4111 finished with value: 0.9971333809722879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:56,298] Trial 4112 finished with value: 0.9972572679580863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:57,984] Trial 4113 finished with value: 0.997316305067978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:59,929] Trial 4114 finished with value: 0.9970770772262013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:02,669] Trial 4115 finished with value: 0.9969340932558367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:04,093] Trial 4116 finished with value: 0.9859557459714562 and parameters: {'classifier': 'SVC', 'svc_c': 0.5991200182783825, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:09,258] Trial 4117 finished with value: 0.9972270606429415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:15,308] Trial 4118 finished with value: 0.9971685480337088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:17,574] Trial 4119 finished with value: 0.9954277762717169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:21,883] Trial 4120 finished with value: 0.9968064663384979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:25,842] Trial 4121 finished with value: 0.9966225839801677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:35,210] Trial 4122 finished with value: 0.9967428993405488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:37,088] Trial 4123 finished with value: 0.9975642072607211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:44,237] Trial 4124 finished with value: 0.9971947693215787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:52,693] Trial 4125 finished with value: 0.996780696776265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:54,944] Trial 4126 finished with value: 0.9961678535250135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:56,197] Trial 4127 finished with value: 0.997338935370307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:00,667] Trial 4128 finished with value: 0.997238340485684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:03,607] Trial 4129 finished with value: 0.9972914119480599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:08,250] Trial 4130 finished with value: 0.9972112797301618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:13,496] Trial 4131 finished with value: 0.9968819867845374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:17,118] Trial 4132 finished with value: 0.9973547597322822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:19,870] Trial 4133 finished with value: 0.9963597604006545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 22, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:24,858] Trial 4134 finished with value: 0.9970471639627694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:26,516] Trial 4135 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.958236880416528e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:32,399] Trial 4136 finished with value: 0.9970777193158075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:34,025] Trial 4137 finished with value: 0.9971208079050298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:38,941] Trial 4138 finished with value: 0.9970876948892423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:40,755] Trial 4139 finished with value: 0.9975970959847164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:45,308] Trial 4140 finished with value: 0.9973552432910404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:49,369] Trial 4141 finished with value: 0.9972448940779355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:54,038] Trial 4142 finished with value: 0.9973920231142296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:55,482] Trial 4143 finished with value: 0.9973474737560779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:00,546] Trial 4144 finished with value: 0.9970744622765291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:02,434] Trial 4145 finished with value: 0.9972478453224753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 45}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:04,989] Trial 4146 finished with value: 0.9948163408188263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:08,289] Trial 4147 finished with value: 0.9974815582584983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:12,522] Trial 4148 finished with value: 0.9967986813789124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:16,611] Trial 4149 finished with value: 0.9970909591647636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:20,486] Trial 4150 finished with value: 0.9927303690719859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:22,252] Trial 4151 finished with value: 0.9972211700238395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:23,336] Trial 4152 finished with value: 0.9970975412259181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:25,104] Trial 4153 finished with value: 0.9853909031314626 and parameters: {'classifier': 'SVC', 'svc_c': 0.0096211085369868, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:27,450] Trial 4154 finished with value: 0.9966183962584904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:28,908] Trial 4155 finished with value: 0.9970229612692906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:30,043] Trial 4156 finished with value: 0.9972029859167059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:39,542] Trial 4157 finished with value: 0.996919309072041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:40,031] Trial 4158 finished with value: 0.9802306859178637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 2}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:43,685] Trial 4159 finished with value: 0.9973458782914694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:46,571] Trial 4160 finished with value: 0.9974109848953098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:48,183] Trial 4161 finished with value: 0.9975604958932974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:50,242] Trial 4162 finished with value: 0.9904361419359867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:53,691] Trial 4163 finished with value: 0.9974350040167318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:59,948] Trial 4164 finished with value: 0.9968536437540775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:04,978] Trial 4165 finished with value: 0.9970297204279688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:06,265] Trial 4166 finished with value: 0.9975478344677047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:08,120] Trial 4167 finished with value: 0.9973930148921001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:09,752] Trial 4168 finished with value: 0.9972740698158739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:11,013] Trial 4169 finished with value: 0.9962117423220965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:11,864] Trial 4170 finished with value: 0.9960189375175771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:12,615] Trial 4171 finished with value: 0.9920191647769904 and parameters: {'classifier': 'SVC', 'svc_c': 31.93682356593661, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:14,092] Trial 4172 finished with value: 0.9972772855958724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:17,133] Trial 4173 finished with value: 0.9966242061046183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 51}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:20,927] Trial 4174 finished with value: 0.9965333986511148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:23,106] Trial 4175 finished with value: 0.996477698020484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 34}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:25,458] Trial 4176 finished with value: 0.9970234490809284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:29,086] Trial 4177 finished with value: 0.9971059323160606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:32,511] Trial 4178 finished with value: 0.9974501233210926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:34,482] Trial 4179 finished with value: 0.9971748627029929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:50,917] Trial 4180 finished with value: 0.9960458738605021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:00,314] Trial 4181 finished with value: 0.9961065385220267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:03,446] Trial 4182 finished with value: 0.9974053373568408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:09,068] Trial 4183 finished with value: 0.9970875176965049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:12,221] Trial 4184 finished with value: 0.9972547198167093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:16,479] Trial 4185 finished with value: 0.996904296216622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:28,549] Trial 4186 finished with value: 0.9963944891933113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:30,834] Trial 4187 finished with value: 0.993649764931208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:32,233] Trial 4188 finished with value: 0.9974010271268409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:37,822] Trial 4189 finished with value: 0.9970440341290242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:39,536] Trial 4190 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.4702787801624518e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:51,090] Trial 4191 finished with value: 0.9962434367168959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:51,883] Trial 4192 finished with value: 0.9967110427650424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:54,250] Trial 4193 finished with value: 0.9975450860918694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:55,865] Trial 4194 finished with value: 0.9970523919895774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:57,300] Trial 4195 finished with value: 0.9975345693236365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:04,952] Trial 4196 finished with value: 0.9964439968377955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:06,295] Trial 4197 finished with value: 0.9973902600734696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:09,975] Trial 4198 finished with value: 0.9970027142299093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:12,322] Trial 4199 finished with value: 0.9973361308183755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:16,010] Trial 4200 finished with value: 0.9973941805937035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:17,974] Trial 4201 finished with value: 0.9975970214323717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:26,463] Trial 4202 finished with value: 0.9970110563167226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:27,073] Trial 4203 finished with value: 0.9926432838402706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 8}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:28,840] Trial 4204 finished with value: 0.9974128766332845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:30,169] Trial 4205 finished with value: 0.9973420929112454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:34,661] Trial 4206 finished with value: 0.9959646472560784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:37,724] Trial 4207 finished with value: 0.9972374120566768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:38,873] Trial 4208 finished with value: 0.98930620704995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:43,374] Trial 4209 finished with value: 0.9966981937684166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:44,104] Trial 4210 finished with value: 0.9931894443831971 and parameters: {'classifier': 'SVC', 'svc_c': 132.1510881678318, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:46,074] Trial 4211 finished with value: 0.9974813661489444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:49,391] Trial 4212 finished with value: 0.9973527375832455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:50,494] Trial 4213 finished with value: 0.995949288743109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:54,250] Trial 4214 finished with value: 0.9972118506951172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:56,294] Trial 4215 finished with value: 0.9973386597900564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:59,558] Trial 4216 finished with value: 0.9974237705113344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:06,234] Trial 4217 finished with value: 0.9968549357725527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:07,713] Trial 4218 finished with value: 0.9972073029703558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:10,650] Trial 4219 finished with value: 0.9974960340450472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:14,630] Trial 4220 finished with value: 0.9972144093734796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:17,815] Trial 4221 finished with value: 0.9971261067073716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:20,747] Trial 4222 finished with value: 0.9962401195025449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 41}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:28,019] Trial 4223 finished with value: 0.9968817535109175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:30,331] Trial 4224 finished with value: 0.9974024283237178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:33,930] Trial 4225 finished with value: 0.9970227284717393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:41,076] Trial 4226 finished with value: 0.9970827800838432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:42,536] Trial 4227 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3562088112.9340105, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:44,775] Trial 4228 finished with value: 0.9973698404116096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:46,401] Trial 4229 finished with value: 0.9976096261105858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:48,289] Trial 4230 finished with value: 0.9974387239851285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:53,892] Trial 4231 finished with value: 0.9958029413162622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 59, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:55,170] Trial 4232 finished with value: 0.9970635234576024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:56,285] Trial 4233 finished with value: 0.9969108155319333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:59,558] Trial 4234 finished with value: 0.9970370435692626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:01,522] Trial 4235 finished with value: 0.9975698324239654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:02,534] Trial 4236 finished with value: 0.9969036576181858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:04,735] Trial 4237 finished with value: 0.99727235127166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:06,368] Trial 4238 finished with value: 0.9949811423471856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:12,364] Trial 4239 finished with value: 0.9970413894726704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:15,003] Trial 4240 finished with value: 0.9974200810113288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:24,243] Trial 4241 finished with value: 0.9971838013037772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:28,604] Trial 4242 finished with value: 0.997049636123596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:31,450] Trial 4243 finished with value: 0.9957828804197083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:33,046] Trial 4244 finished with value: 0.9970269222236187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:35,114] Trial 4245 finished with value: 0.9975117337087841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:35,832] Trial 4246 finished with value: 0.9924227982167304 and parameters: {'classifier': 'SVC', 'svc_c': 50.48499066924162, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:37,462] Trial 4247 finished with value: 0.9973506129525057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:39,951] Trial 4248 finished with value: 0.9975815884940094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:44,792] Trial 4249 finished with value: 0.9972109751732017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:50,686] Trial 4250 finished with value: 0.9967611207079857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:51,401] Trial 4251 finished with value: 0.9969590583890667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 28}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:54,305] Trial 4252 finished with value: 0.997332126097473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:56,942] Trial 4253 finished with value: 0.9972431115818384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:59,058] Trial 4254 finished with value: 0.997430717431473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:01,581] Trial 4255 finished with value: 0.9974333029283673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:04,910] Trial 4256 finished with value: 0.9973737694693406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:08,800] Trial 4257 finished with value: 0.9971071955799915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:18,800] Trial 4258 finished with value: 0.9970635310429623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:21,696] Trial 4259 finished with value: 0.996947982398904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:26,458] Trial 4260 finished with value: 0.9961222014015286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 36, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:28,912] Trial 4261 finished with value: 0.9973067781733409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:42,587] Trial 4262 finished with value: 0.9967596230278701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:50,133] Trial 4263 finished with value: 0.9958632020177006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:52,219] Trial 4264 finished with value: 0.9976426107465374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:53,690] Trial 4265 finished with value: 0.98662229731577 and parameters: {'classifier': 'SVC', 'svc_c': 6794566.525852753, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:58,046] Trial 4266 finished with value: 0.9968670693650061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:59,213] Trial 4267 finished with value: 0.9962687363041948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:05,664] Trial 4268 finished with value: 0.9968670489892696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:06,656] Trial 4269 finished with value: 0.9906200533662401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:09,024] Trial 4270 finished with value: 0.9973580610459415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:11,076] Trial 4271 finished with value: 0.9974599147511883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:12,213] Trial 4272 finished with value: 0.9939704792791324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:15,505] Trial 4273 finished with value: 0.997345411236423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:23,143] Trial 4274 finished with value: 0.9972922048244645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:35,229] Trial 4275 finished with value: 0.9966412897950242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:36,843] Trial 4276 finished with value: 0.9973013061772381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:38,697] Trial 4277 finished with value: 0.9973033951980458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:40,267] Trial 4278 finished with value: 0.9973248307585859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:43,378] Trial 4279 finished with value: 0.9974356684498247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:45,499] Trial 4280 finished with value: 0.9974751171771289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:48,659] Trial 4281 finished with value: 0.997630451446379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:51,448] Trial 4282 finished with value: 0.9975478036501967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:56,305] Trial 4283 finished with value: 0.9970016455510889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:57,012] Trial 4284 finished with value: 0.9956291191763661 and parameters: {'classifier': 'SVC', 'svc_c': 5774.014365773999, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:58,434] Trial 4285 finished with value: 0.9974811397941883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:00,087] Trial 4286 finished with value: 0.9971272517475972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:03,948] Trial 4287 finished with value: 0.9970332503815135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:06,412] Trial 4288 finished with value: 0.9968311988963419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:08,610] Trial 4289 finished with value: 0.9976002270562402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:10,066] Trial 4290 finished with value: 0.996721679724731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:12,564] Trial 4291 finished with value: 0.9974967898515755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:16,184] Trial 4292 finished with value: 0.9926500246227002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 62, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:17,842] Trial 4293 finished with value: 0.9975833470914623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:22,287] Trial 4294 finished with value: 0.9974408282718695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:23,086] Trial 4295 finished with value: 0.9970280848149073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:25,743] Trial 4296 finished with value: 0.9974723645801519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:28,843] Trial 4297 finished with value: 0.9973778494725597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:30,588] Trial 4298 finished with value: 0.9972630878651308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:32,958] Trial 4299 finished with value: 0.9971585166332947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 53}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:34,961] Trial 4300 finished with value: 0.9974583427726312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:36,802] Trial 4301 finished with value: 0.9977023159393813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:38,243] Trial 4302 finished with value: 0.9939946457596588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:39,354] Trial 4303 finished with value: 0.9869355922930655 and parameters: {'classifier': 'SVC', 'svc_c': 349945.60241008503, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:40,751] Trial 4304 finished with value: 0.9974080341585765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:43,050] Trial 4305 finished with value: 0.9975019369784577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:45,074] Trial 4306 finished with value: 0.9968495176674167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:46,802] Trial 4307 finished with value: 0.9974373772822386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:50,411] Trial 4308 finished with value: 0.9972922577632941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:57,381] Trial 4309 finished with value: 0.9971538967682697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:00,960] Trial 4310 finished with value: 0.996449901802432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:03,186] Trial 4311 finished with value: 0.99741932050759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:05,139] Trial 4312 finished with value: 0.9973906502910418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:18,902] Trial 4313 finished with value: 0.996870784794882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:21,493] Trial 4314 finished with value: 0.9974798293042508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:27,746] Trial 4315 finished with value: 0.996803297276699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:30,043] Trial 4316 finished with value: 0.9974200344835564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:32,092] Trial 4317 finished with value: 0.9974298052522744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:33,289] Trial 4318 finished with value: 0.9967416200489745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:35,808] Trial 4319 finished with value: 0.997576141380426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:38,874] Trial 4320 finished with value: 0.9975211175924099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:40,538] Trial 4321 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 2.809337787022172e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:41,369] Trial 4322 finished with value: 0.9967253729380717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:42,989] Trial 4323 finished with value: 0.9974525880552488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:46,939] Trial 4324 finished with value: 0.997561366178458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:58,336] Trial 4325 finished with value: 0.9960011653050067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:16,006] Trial 4326 finished with value: 0.9962077382042143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:18,145] Trial 4327 finished with value: 0.9974750122516066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:19,668] Trial 4328 finished with value: 0.9974029495553722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:21,908] Trial 4329 finished with value: 0.997428399485139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:25,486] Trial 4330 finished with value: 0.9974520091875544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:27,410] Trial 4331 finished with value: 0.9971192049502751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:28,944] Trial 4332 finished with value: 0.9961438286907679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:31,158] Trial 4333 finished with value: 0.9973949756282856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:33,727] Trial 4334 finished with value: 0.9961441199495447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:34,661] Trial 4335 finished with value: 0.9953887878710227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:36,884] Trial 4336 finished with value: 0.9971045645709381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:39,812] Trial 4337 finished with value: 0.9976806695439216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:42,810] Trial 4338 finished with value: 0.9974086982742904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:45,097] Trial 4339 finished with value: 0.9974371236646201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:46,504] Trial 4340 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 100357851.8977986, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:48,145] Trial 4341 finished with value: 0.9973598892128875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:52,933] Trial 4342 finished with value: 0.997300366100419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:55,039] Trial 4343 finished with value: 0.9972933085419347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:57,807] Trial 4344 finished with value: 0.9974717820625981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:00,510] Trial 4345 finished with value: 0.9973294769978122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:02,708] Trial 4346 finished with value: 0.9976246473448125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:03,604] Trial 4347 finished with value: 0.9936082342923873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:10,972] Trial 4348 finished with value: 0.996413952369854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:11,817] Trial 4349 finished with value: 0.9974601221266758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 38}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:13,288] Trial 4350 finished with value: 0.9915367522967751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:15,732] Trial 4351 finished with value: 0.9976179798452111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:17,419] Trial 4352 finished with value: 0.996749491081765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:19,742] Trial 4353 finished with value: 0.9971946876599427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:21,828] Trial 4354 finished with value: 0.9972963247857091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:24,471] Trial 4355 finished with value: 0.99742188892949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:27,584] Trial 4356 finished with value: 0.9973961306342143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:28,613] Trial 4357 finished with value: 0.9964863063566031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:30,379] Trial 4358 finished with value: 0.9853830369545719 and parameters: {'classifier': 'SVC', 'svc_c': 0.08384538795142372, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:33,722] Trial 4359 finished with value: 0.99753928643361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:37,492] Trial 4360 finished with value: 0.9972488005382765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:39,226] Trial 4361 finished with value: 0.9972615802510502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:40,863] Trial 4362 finished with value: 0.9974056144922488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:45,145] Trial 4363 finished with value: 0.997242297028443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:48,014] Trial 4364 finished with value: 0.9973555927254018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:50,833] Trial 4365 finished with value: 0.9973304979428197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:56,966] Trial 4366 finished with value: 0.9973648185859864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:58,879] Trial 4367 finished with value: 0.9973592800989675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:59,812] Trial 4368 finished with value: 0.9971887062704251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:02,366] Trial 4369 finished with value: 0.9974243301775946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:04,784] Trial 4370 finished with value: 0.9972697352746369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:06,519] Trial 4371 finished with value: 0.9973804384606236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:08,309] Trial 4372 finished with value: 0.9975374652807414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:11,355] Trial 4373 finished with value: 0.9973297624802898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:16,813] Trial 4374 finished with value: 0.9971848576365514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:19,114] Trial 4375 finished with value: 0.9972924153737427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:20,485] Trial 4376 finished with value: 0.9972924638057895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:23,431] Trial 4377 finished with value: 0.9974236818673586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:25,526] Trial 4378 finished with value: 0.9852462028385377 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008967203172061135, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:26,448] Trial 4379 finished with value: 0.9971877288063508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:31,255] Trial 4380 finished with value: 0.9968878256073749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:34,577] Trial 4381 finished with value: 0.9974265557348799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:36,111] Trial 4382 finished with value: 0.9973933520121531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:38,085] Trial 4383 finished with value: 0.997549639973785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:40,713] Trial 4384 finished with value: 0.9975172150358316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:42,367] Trial 4385 finished with value: 0.9972859904469681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:43,748] Trial 4386 finished with value: 0.9972642901922795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:48,308] Trial 4387 finished with value: 0.997309653913399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:50,610] Trial 4388 finished with value: 0.9974789637480383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:53,785] Trial 4389 finished with value: 0.9977262122668393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:55,708] Trial 4390 finished with value: 0.9973401795280177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:03,798] Trial 4391 finished with value: 0.9954158304089861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:06,321] Trial 4392 finished with value: 0.9972215617648312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:13,565] Trial 4393 finished with value: 0.9967604642093697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:16,003] Trial 4394 finished with value: 0.9974982759156172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:16,915] Trial 4395 finished with value: 0.9955491321593944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:18,145] Trial 4396 finished with value: 0.9963013024758366 and parameters: {'classifier': 'SVC', 'svc_c': 73949.8723808147, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:20,006] Trial 4397 finished with value: 0.9974824363194464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:21,953] Trial 4398 finished with value: 0.9974027900723872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:24,714] Trial 4399 finished with value: 0.997471725823026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:26,963] Trial 4400 finished with value: 0.9975137638557733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:29,520] Trial 4401 finished with value: 0.9975276720733227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:30,655] Trial 4402 finished with value: 0.9911881191907375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:33,084] Trial 4403 finished with value: 0.9972852496842077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:38,208] Trial 4404 finished with value: 0.9972223855856955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:41,477] Trial 4405 finished with value: 0.9974267049982589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:43,028] Trial 4406 finished with value: 0.9970633276029756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:45,059] Trial 4407 finished with value: 0.9973959917808691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:46,536] Trial 4408 finished with value: 0.9976882253240774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:48,714] Trial 4409 finished with value: 0.9976016009585166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:50,123] Trial 4410 finished with value: 0.9975361468880651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:52,727] Trial 4411 finished with value: 0.9962124511247842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:55,346] Trial 4412 finished with value: 0.9973953203971746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:57,612] Trial 4413 finished with value: 0.9973555652721117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:59,539] Trial 4414 finished with value: 0.9974424617267533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:01,241] Trial 4415 finished with value: 0.9852050717164964 and parameters: {'classifier': 'SVC', 'svc_c': 6.331614894447135e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:04,936] Trial 4416 finished with value: 0.9955137201130656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:07,463] Trial 4417 finished with value: 0.9974636402102431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:08,536] Trial 4418 finished with value: 0.9972865627131778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:10,191] Trial 4419 finished with value: 0.9975672072864249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:12,572] Trial 4420 finished with value: 0.9972552352085887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:22,209] Trial 4421 finished with value: 0.996899310635689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:25,362] Trial 4422 finished with value: 0.9970527129232978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:29,905] Trial 4423 finished with value: 0.9972954484068701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:31,877] Trial 4424 finished with value: 0.9975394718782035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:37,567] Trial 4425 finished with value: 0.9969912473239401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:39,084] Trial 4426 finished with value: 0.9973246580091555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:40,406] Trial 4427 finished with value: 0.9964896844125226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:41,489] Trial 4428 finished with value: 0.9967973622245262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:42,562] Trial 4429 finished with value: 0.9972936021175788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:43,448] Trial 4430 finished with value: 0.9969817131930602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:46,264] Trial 4431 finished with value: 0.9973421357256825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:49,610] Trial 4432 finished with value: 0.9975169490086911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:51,296] Trial 4433 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.311743047211655e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:54,704] Trial 4434 finished with value: 0.9971767044855012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:06,077] Trial 4435 finished with value: 0.996483363744774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:08,062] Trial 4436 finished with value: 0.997628535778022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:20,710] Trial 4437 finished with value: 0.996540229854843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:21,605] Trial 4438 finished with value: 0.9972638545260238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:35,794] Trial 4439 finished with value: 0.9964521905498911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:38,686] Trial 4440 finished with value: 0.9973438168191655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:40,290] Trial 4441 finished with value: 0.9971844507565777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:48,157] Trial 4442 finished with value: 0.996106847395342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:57,556] Trial 4443 finished with value: 0.9968877472147434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:00,063] Trial 4444 finished with value: 0.99748060618475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:02,083] Trial 4445 finished with value: 0.99738850582411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:04,267] Trial 4446 finished with value: 0.9970757445514667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:06,047] Trial 4447 finished with value: 0.9973550998674364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:08,628] Trial 4448 finished with value: 0.9956157998874277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 25, 'rf_n_estimators': 49}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:10,290] Trial 4449 finished with value: 0.9973823066808091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:11,446] Trial 4450 finished with value: 0.9944172079413175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:12,699] Trial 4451 finished with value: 0.9972322480452281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:13,457] Trial 4452 finished with value: 0.9930441167587931 and parameters: {'classifier': 'SVC', 'svc_c': 1136.780375505688, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:15,978] Trial 4453 finished with value: 0.9974438170306161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:18,686] Trial 4454 finished with value: 0.9973159852133465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:25,370] Trial 4455 finished with value: 0.9972020702780752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:27,150] Trial 4456 finished with value: 0.9957765917437705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:29,694] Trial 4457 finished with value: 0.997624968818077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:31,536] Trial 4458 finished with value: 0.9974013020088576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:34,592] Trial 4459 finished with value: 0.9963455749524832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:38,335] Trial 4460 finished with value: 0.9973778254787016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:39,070] Trial 4461 finished with value: 0.9884961015955017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:41,114] Trial 4462 finished with value: 0.9974230294946707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:43,385] Trial 4463 finished with value: 0.997498843008548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:45,693] Trial 4464 finished with value: 0.9976238152086164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:46,706] Trial 4465 finished with value: 0.997331387619842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:48,824] Trial 4466 finished with value: 0.9969782756285644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:50,813] Trial 4467 finished with value: 0.9974358038119999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:53,033] Trial 4468 finished with value: 0.997505191573917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:55,403] Trial 4469 finished with value: 0.99740188363775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:57,640] Trial 4470 finished with value: 0.9970507694525338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:59,342] Trial 4471 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.251136349292032e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:02,272] Trial 4472 finished with value: 0.9973828639349884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:04,883] Trial 4473 finished with value: 0.9974803971271534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:07,792] Trial 4474 finished with value: 0.9973570835183914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:16,386] Trial 4475 finished with value: 0.9968863958146432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:20,274] Trial 4476 finished with value: 0.9975400065349925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:22,468] Trial 4477 finished with value: 0.9973216828342335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:24,082] Trial 4478 finished with value: 0.9960925623536171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:25,998] Trial 4479 finished with value: 0.9975396577671273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:32,833] Trial 4480 finished with value: 0.997005757165264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:34,570] Trial 4481 finished with value: 0.9973085667631164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:44,450] Trial 4482 finished with value: 0.9970539344201427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:46,683] Trial 4483 finished with value: 0.9972710908006649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:48,017] Trial 4484 finished with value: 0.9974312830644599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:49,651] Trial 4485 finished with value: 0.9972809329796748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:52,139] Trial 4486 finished with value: 0.9974584772778833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:55,113] Trial 4487 finished with value: 0.9970925331745467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:57,651] Trial 4488 finished with value: 0.9976151862111197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:02,690] Trial 4489 finished with value: 0.9970119075908768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:04,340] Trial 4490 finished with value: 0.9867043775746911 and parameters: {'classifier': 'SVC', 'svc_c': 3381300.5905226422, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:06,481] Trial 4491 finished with value: 0.9974807696984492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:07,634] Trial 4492 finished with value: 0.9972625003964636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:16,834] Trial 4493 finished with value: 0.9969344752215532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:20,488] Trial 4494 finished with value: 0.9972848742565003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:24,501] Trial 4495 finished with value: 0.9972306892061648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:26,909] Trial 4496 finished with value: 0.9972456058005106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:28,626] Trial 4497 finished with value: 0.9973473323319624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:33,277] Trial 4498 finished with value: 0.9906013542163444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:36,003] Trial 4499 finished with value: 0.9974154158563096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:41,060] Trial 4500 finished with value: 0.9969396441523776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:42,805] Trial 4501 finished with value: 0.9970585538408371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:44,301] Trial 4502 finished with value: 0.9964239106143914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:46,266] Trial 4503 finished with value: 0.9974717455005285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:48,950] Trial 4504 finished with value: 0.9973572032337783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:50,527] Trial 4505 finished with value: 0.9967294204099356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:52,084] Trial 4506 finished with value: 0.9973407762324161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:53,546] Trial 4507 finished with value: 0.9966834178999525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:54,400] Trial 4508 finished with value: 0.9899677789704849 and parameters: {'classifier': 'SVC', 'svc_c': 5.069784679867513, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:56,335] Trial 4509 finished with value: 0.9974583485806684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:00,516] Trial 4510 finished with value: 0.9973159008857264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:03,603] Trial 4511 finished with value: 0.9971606637662109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:06,905] Trial 4512 finished with value: 0.9971360618098561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:11,823] Trial 4513 finished with value: 0.997096657325195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:14,488] Trial 4514 finished with value: 0.9974143567940753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:15,621] Trial 4515 finished with value: 0.9973357001032331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:17,157] Trial 4516 finished with value: 0.9970069772656407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:19,483] Trial 4517 finished with value: 0.9975508054532232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:20,472] Trial 4518 finished with value: 0.9955719646639319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:21,994] Trial 4519 finished with value: 0.9973603521102681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:22,901] Trial 4520 finished with value: 0.9965974701548411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:24,194] Trial 4521 finished with value: 0.9974516130984693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:25,945] Trial 4522 finished with value: 0.9977080097834573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:36,672] Trial 4523 finished with value: 0.9963500035648779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:38,168] Trial 4524 finished with value: 0.9973442922847573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:41,021] Trial 4525 finished with value: 0.9972946292514783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:43,490] Trial 4526 finished with value: 0.9971859357097924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:45,368] Trial 4527 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1202970752.9746828, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:47,504] Trial 4528 finished with value: 0.9969143748113045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:49,806] Trial 4529 finished with value: 0.9974733292538494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:53,260] Trial 4530 finished with value: 0.9968665910430027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:54,873] Trial 4531 finished with value: 0.9973768254489753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:56,211] Trial 4532 finished with value: 0.9975000984649537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:58,179] Trial 4533 finished with value: 0.9975738276552336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:59,199] Trial 4534 finished with value: 0.9973466197524637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:01,327] Trial 4535 finished with value: 0.9975326266463201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:03,878] Trial 4536 finished with value: 0.997201440629729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:06,519] Trial 4537 finished with value: 0.9974185424210504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:11,928] Trial 4538 finished with value: 0.9969806228689873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:14,904] Trial 4539 finished with value: 0.9931035748402893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:17,562] Trial 4540 finished with value: 0.996719856699326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:19,205] Trial 4541 finished with value: 0.9967736167156045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:21,650] Trial 4542 finished with value: 0.9973584673863707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:25,088] Trial 4543 finished with value: 0.9974945608348582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:26,903] Trial 4544 finished with value: 0.9974310869559296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:59,282] Trial 4545 finished with value: 0.98975001776066 and parameters: {'classifier': 'SVC', 'svc_c': 27422573.139952004, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:05,049] Trial 4546 finished with value: 0.9969765349947671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:06,089] Trial 4547 finished with value: 0.9907359819765268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:11,642] Trial 4548 finished with value: 0.9965828958538273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:22,246] Trial 4549 finished with value: 0.9969290835223564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:23,501] Trial 4550 finished with value: 0.997493100383308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:25,940] Trial 4551 finished with value: 0.9970861292265291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:27,911] Trial 4552 finished with value: 0.9976713484696148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:30,276] Trial 4553 finished with value: 0.997405132837765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:34,406] Trial 4554 finished with value: 0.9973405216626604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:36,804] Trial 4555 finished with value: 0.9974333500908977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:38,688] Trial 4556 finished with value: 0.9972646522900659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:41,505] Trial 4557 finished with value: 0.9975062616492054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:43,958] Trial 4558 finished with value: 0.9975119782493609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:46,075] Trial 4559 finished with value: 0.9974277011242229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:52,460] Trial 4560 finished with value: 0.9966161061145632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:55,530] Trial 4561 finished with value: 0.9976086445523213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:00,502] Trial 4562 finished with value: 0.9975464503458221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:02,567] Trial 4563 finished with value: 0.9973038673946331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:03,501] Trial 4564 finished with value: 0.9896839699691736 and parameters: {'classifier': 'SVC', 'svc_c': 16921.882092633667, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:04,897] Trial 4565 finished with value: 0.9969047020492448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:17,003] Trial 4566 finished with value: 0.9969876140635069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:23,137] Trial 4567 finished with value: 0.9969061791949342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:25,578] Trial 4568 finished with value: 0.9974176932098602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:27,263] Trial 4569 finished with value: 0.9956373698262678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:29,622] Trial 4570 finished with value: 0.9974670525113648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:39,239] Trial 4571 finished with value: 0.9970078497089793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:41,919] Trial 4572 finished with value: 0.9968601587530334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:44,447] Trial 4573 finished with value: 0.9974508039087805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:46,152] Trial 4574 finished with value: 0.9973577400170074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:50,486] Trial 4575 finished with value: 0.9971539329177462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:52,915] Trial 4576 finished with value: 0.9974554336442947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:55,524] Trial 4577 finished with value: 0.9976121003026384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:56,922] Trial 4578 finished with value: 0.9972322245591766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:58,993] Trial 4579 finished with value: 0.997417473075734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:00,992] Trial 4580 finished with value: 0.9970403889033995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:02,143] Trial 4581 finished with value: 0.9974279839724541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:04,361] Trial 4582 finished with value: 0.9975806754578872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:04,860] Trial 4583 finished with value: 0.9966773921725783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 17}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:06,935] Trial 4584 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.752872048378662e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:09,037] Trial 4585 finished with value: 0.9970409819579386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:12,065] Trial 4586 finished with value: 0.9968983762399551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:26,536] Trial 4587 finished with value: 0.9965025469612346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:28,426] Trial 4588 finished with value: 0.9975280064004401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:29,272] Trial 4589 finished with value: 0.9966013600797323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 24}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:31,367] Trial 4590 finished with value: 0.9907023409689107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:33,966] Trial 4591 finished with value: 0.9974012366287682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:36,461] Trial 4592 finished with value: 0.9971253996185311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:38,694] Trial 4593 finished with value: 0.997482729387284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:40,290] Trial 4594 finished with value: 0.9970740602207173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:41,126] Trial 4595 finished with value: 0.9961583162203426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:44,098] Trial 4596 finished with value: 0.9972888150572571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:50,789] Trial 4597 finished with value: 0.9967657926866549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:54,541] Trial 4598 finished with value: 0.9971147504714858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:04,989] Trial 4599 finished with value: 0.996846046714642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:06,556] Trial 4600 finished with value: 0.9972658573149369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:19,506] Trial 4601 finished with value: 0.9964606797101676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:21,225] Trial 4602 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.148933530357622e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:27,052] Trial 4603 finished with value: 0.9967935944905788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:33,598] Trial 4604 finished with value: 0.9970930237473824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:35,117] Trial 4605 finished with value: 0.997139296378696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:38,038] Trial 4606 finished with value: 0.9969880427791608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:51,655] Trial 4607 finished with value: 0.9965314863469761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:53,729] Trial 4608 finished with value: 0.997643171301459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:56,333] Trial 4609 finished with value: 0.9973589593239366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:01,606] Trial 4610 finished with value: 0.9945465412155136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 65, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:04,228] Trial 4611 finished with value: 0.9971635442986929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:06,776] Trial 4612 finished with value: 0.997393204589573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:10,038] Trial 4613 finished with value: 0.9974058958805365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:12,107] Trial 4614 finished with value: 0.9973900188336348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:14,190] Trial 4615 finished with value: 0.9970705705743151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:16,688] Trial 4616 finished with value: 0.9958568511354642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:19,802] Trial 4617 finished with value: 0.9971206944102726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:22,103] Trial 4618 finished with value: 0.9975607004123731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:23,889] Trial 4619 finished with value: 0.9976472135365685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:24,984] Trial 4620 finished with value: 0.9872104781816914 and parameters: {'classifier': 'SVC', 'svc_c': 0.993320782242395, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:26,536] Trial 4621 finished with value: 0.9972052147429958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:28,592] Trial 4622 finished with value: 0.9971819504442271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:31,989] Trial 4623 finished with value: 0.9970768078983187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:34,090] Trial 4624 finished with value: 0.9975920407708146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:35,183] Trial 4625 finished with value: 0.997221614608447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:38,750] Trial 4626 finished with value: 0.9971630348418022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:41,409] Trial 4627 finished with value: 0.997187207352531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:42,591] Trial 4628 finished with value: 0.9943185646841006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:43,314] Trial 4629 finished with value: 0.9968964337848042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:45,181] Trial 4630 finished with value: 0.9976457758093599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:46,855] Trial 4631 finished with value: 0.9973960792505422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:59,729] Trial 4632 finished with value: 0.9967830273860244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:06,791] Trial 4633 finished with value: 0.997018366255047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:09,605] Trial 4634 finished with value: 0.9976392261208712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:11,608] Trial 4635 finished with value: 0.9973290432358307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:13,773] Trial 4636 finished with value: 0.9973739282858296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:15,368] Trial 4637 finished with value: 0.9973361637305856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:17,409] Trial 4638 finished with value: 0.9975451080227634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:19,453] Trial 4639 finished with value: 0.9974499424784958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:22,021] Trial 4640 finished with value: 0.9973923022808635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:23,723] Trial 4641 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 5.969375703116915e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:36,117] Trial 4642 finished with value: 0.9958661031798224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 59, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:40,880] Trial 4643 finished with value: 0.9973977712301272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:47,108] Trial 4644 finished with value: 0.9971201579761605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:50,694] Trial 4645 finished with value: 0.9972102952837479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:53,370] Trial 4646 finished with value: 0.9976240669854364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:56,484] Trial 4647 finished with value: 0.9974119326527028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:57,682] Trial 4648 finished with value: 0.9959097579098383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:59,803] Trial 4649 finished with value: 0.9975505747821116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:01,238] Trial 4650 finished with value: 0.9975071660208789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:04,806] Trial 4651 finished with value: 0.9968006223106437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:05,396] Trial 4652 finished with value: 0.9942186450234592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:07,440] Trial 4653 finished with value: 0.9963446543310012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:08,969] Trial 4654 finished with value: 0.9971093258918167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:10,963] Trial 4655 finished with value: 0.9967167338796582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:13,652] Trial 4656 finished with value: 0.9975733001077356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:15,728] Trial 4657 finished with value: 0.997520714870102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:06:54,725] Trial 4658 finished with value: 0.9892308618288975 and parameters: {'classifier': 'SVC', 'svc_c': 9586604301.168102, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:06:56,278] Trial 4659 finished with value: 0.9974876031238309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:06:57,292] Trial 4660 finished with value: 0.9968364588832227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:00,005] Trial 4661 finished with value: 0.9972536592627933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:02,441] Trial 4662 finished with value: 0.9972465277549847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:04,930] Trial 4663 finished with value: 0.9974681550227945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:07,146] Trial 4664 finished with value: 0.9970973672704474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:09,300] Trial 4665 finished with value: 0.9971453593028979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:11,919] Trial 4666 finished with value: 0.9973253499590142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:15,490] Trial 4667 finished with value: 0.9974884497959885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:17,202] Trial 4668 finished with value: 0.9974845392414574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:19,636] Trial 4669 finished with value: 0.9975145200431564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:26,478] Trial 4670 finished with value: 0.9970131095689085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:28,563] Trial 4671 finished with value: 0.9972639311095944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:44,663] Trial 4672 finished with value: 0.9965050327376236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:47,649] Trial 4673 finished with value: 0.9975502349643363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:49,176] Trial 4674 finished with value: 0.9922888674844718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:50,897] Trial 4675 finished with value: 0.997362155299481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:52,495] Trial 4676 finished with value: 0.9974344507615287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:54,477] Trial 4677 finished with value: 0.9978278731008224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:56,279] Trial 4678 finished with value: 0.9975353077377916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:58,013] Trial 4679 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.1446383855597782e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:59,890] Trial 4680 finished with value: 0.9973328841891309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:01,752] Trial 4681 finished with value: 0.9975497019579183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:03,714] Trial 4682 finished with value: 0.9975277817912689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:05,934] Trial 4683 finished with value: 0.9972112504043352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:07,903] Trial 4684 finished with value: 0.9976826851549494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:09,775] Trial 4685 finished with value: 0.9971968702441015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:11,793] Trial 4686 finished with value: 0.9974734742326107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:13,771] Trial 4687 finished with value: 0.9975409348687861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:15,441] Trial 4688 finished with value: 0.9973981476099719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:17,308] Trial 4689 finished with value: 0.997629073227747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:19,267] Trial 4690 finished with value: 0.9972630494622629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:21,291] Trial 4691 finished with value: 0.9974053089514138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:23,325] Trial 4692 finished with value: 0.9975204138043118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:25,185] Trial 4693 finished with value: 0.9975816823112638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:27,012] Trial 4694 finished with value: 0.99752049603723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:28,996] Trial 4695 finished with value: 0.9972702311159652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:30,673] Trial 4696 finished with value: 0.9853504255564122 and parameters: {'classifier': 'SVC', 'svc_c': 0.0032290365896430785, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:33,115] Trial 4697 finished with value: 0.9975913058478291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:34,848] Trial 4698 finished with value: 0.9975306591816983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:36,645] Trial 4699 finished with value: 0.9975972554042256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:38,683] Trial 4700 finished with value: 0.9974536651446148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:40,857] Trial 4701 finished with value: 0.9968792269195795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:42,685] Trial 4702 finished with value: 0.9974937885246179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:44,267] Trial 4703 finished with value: 0.9973338927563544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:52,980] Trial 4704 finished with value: 0.9967749390755193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:55,143] Trial 4705 finished with value: 0.9974710189563508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:57,189] Trial 4706 finished with value: 0.9972068407394712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:59,319] Trial 4707 finished with value: 0.9974568602314977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:01,404] Trial 4708 finished with value: 0.9973574628181235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:03,219] Trial 4709 finished with value: 0.9974386600967208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:05,261] Trial 4710 finished with value: 0.9975077909085388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:12,707] Trial 4711 finished with value: 0.9972987223624531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:14,677] Trial 4712 finished with value: 0.9973795634782526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:16,169] Trial 4713 finished with value: 0.9975414152220156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:18,124] Trial 4714 finished with value: 0.9973113372285353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:19,394] Trial 4715 finished with value: 0.9867188145775171 and parameters: {'classifier': 'SVC', 'svc_c': 825990.3733521071, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:20,986] Trial 4716 finished with value: 0.9974598498154297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:23,284] Trial 4717 finished with value: 0.9976656533877604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:25,414] Trial 4718 finished with value: 0.9974566154687553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:26,364] Trial 4719 finished with value: 0.9963749369284626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:28,185] Trial 4720 finished with value: 0.9943455325427678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:29,741] Trial 4721 finished with value: 0.9966814318051789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:31,870] Trial 4722 finished with value: 0.9976041396737351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:33,598] Trial 4723 finished with value: 0.9974325830491501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:36,203] Trial 4724 finished with value: 0.9973990004710216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:39,501] Trial 4725 finished with value: 0.997006872847925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:41,457] Trial 4726 finished with value: 0.9976888836000163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:42,717] Trial 4727 finished with value: 0.9954823843248829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:44,637] Trial 4728 finished with value: 0.9974364442194971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:46,508] Trial 4729 finished with value: 0.9975699913356681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:51,414] Trial 4730 finished with value: 0.9974772328895165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:57,645] Trial 4731 finished with value: 0.9969750381715748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:59,706] Trial 4732 finished with value: 0.9974547643870398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:01,346] Trial 4733 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.3937644181928176e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:05,552] Trial 4734 finished with value: 0.9971345658753253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:07,119] Trial 4735 finished with value: 0.997578409688673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:13,230] Trial 4736 finished with value: 0.996706086160819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:29,733] Trial 4737 finished with value: 0.9963357376293733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:31,988] Trial 4738 finished with value: 0.9974985584464694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:33,899] Trial 4739 finished with value: 0.9975239661648191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:36,115] Trial 4740 finished with value: 0.9974111165758878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:38,081] Trial 4741 finished with value: 0.9974510504488455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:40,342] Trial 4742 finished with value: 0.9976034197945177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:41,975] Trial 4743 finished with value: 0.9974254105994408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:43,958] Trial 4744 finished with value: 0.997238232830702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:49,314] Trial 4745 finished with value: 0.9964641071502713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:50,394] Trial 4746 finished with value: 0.9974717045586279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:52,233] Trial 4747 finished with value: 0.9969386615150245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:53,273] Trial 4748 finished with value: 0.9972241345665624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 43}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:57,702] Trial 4749 finished with value: 0.9972635497786362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:58,852] Trial 4750 finished with value: 0.9973671748082369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:01,495] Trial 4751 finished with value: 0.997609655150771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:02,238] Trial 4752 finished with value: 0.9926682348183937 and parameters: {'classifier': 'SVC', 'svc_c': 320.72298791630595, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:03,920] Trial 4753 finished with value: 0.9969439015704994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:07,749] Trial 4754 finished with value: 0.9974464295047317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:10,166] Trial 4755 finished with value: 0.9908238529436173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:14,972] Trial 4756 finished with value: 0.9971908469288081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:27,163] Trial 4757 finished with value: 0.996797974194858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:28,578] Trial 4758 finished with value: 0.9972288350458726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:39,960] Trial 4759 finished with value: 0.9965371670832964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:48,524] Trial 4760 finished with value: 0.9965724964523761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:50,902] Trial 4761 finished with value: 0.9971997115485299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:52,710] Trial 4762 finished with value: 0.9972258054087012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:53,313] Trial 4763 finished with value: 0.9918260785207074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:03,372] Trial 4764 finished with value: 0.9969795097253584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:05,778] Trial 4765 finished with value: 0.9975061773533231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:08,027] Trial 4766 finished with value: 0.9973891923150484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:13,748] Trial 4767 finished with value: 0.9966758668170073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:14,717] Trial 4768 finished with value: 0.9937064451523528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:16,491] Trial 4769 finished with value: 0.9965409961348809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:22,666] Trial 4770 finished with value: 0.9970943514392657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:24,347] Trial 4771 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015026415876365166, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:26,303] Trial 4772 finished with value: 0.9973123164381946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:27,432] Trial 4773 finished with value: 0.9973308149727774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:28,497] Trial 4774 finished with value: 0.9972704050396981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:30,812] Trial 4775 finished with value: 0.9974788838637253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:31,801] Trial 4776 finished with value: 0.9972279750437938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:33,893] Trial 4777 finished with value: 0.9974354395242981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:35,730] Trial 4778 finished with value: 0.9973106385185023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:38,108] Trial 4779 finished with value: 0.9973347993179433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:50,227] Trial 4780 finished with value: 0.9967133873712187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:52,870] Trial 4781 finished with value: 0.9958734933198391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:53,908] Trial 4782 finished with value: 0.9975452207240729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:55,265] Trial 4783 finished with value: 0.9971190078578697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:58,882] Trial 4784 finished with value: 0.997292909120369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:01,270] Trial 4785 finished with value: 0.9974795647053164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:10,462] Trial 4786 finished with value: 0.9961832310172513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 42, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:15,791] Trial 4787 finished with value: 0.9971757901798629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:17,997] Trial 4788 finished with value: 0.997398316709543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:19,666] Trial 4789 finished with value: 0.9972936392826686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:21,075] Trial 4790 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 349476177.3658658, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:22,821] Trial 4791 finished with value: 0.9975197485460333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:24,926] Trial 4792 finished with value: 0.9975990859832528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:26,149] Trial 4793 finished with value: 0.9965725487564475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:28,468] Trial 4794 finished with value: 0.9972187281092385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:28,974] Trial 4795 finished with value: 0.9939867935791854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 11}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:30,960] Trial 4796 finished with value: 0.9975321235370108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:34,212] Trial 4797 finished with value: 0.997564151021149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:36,746] Trial 4798 finished with value: 0.9976514622902414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:41,226] Trial 4799 finished with value: 0.9974170886027229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:43,422] Trial 4800 finished with value: 0.9975509871527435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:50,594] Trial 4801 finished with value: 0.9969504273286062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:52,406] Trial 4802 finished with value: 0.9975620077919954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:56,504] Trial 4803 finished with value: 0.997054001863196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:01,376] Trial 4804 finished with value: 0.9968550041677434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:03,217] Trial 4805 finished with value: 0.9975007810838675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:05,772] Trial 4806 finished with value: 0.9976030711853422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:06,159] Trial 4807 finished with value: 0.9913625382889353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 4}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:07,857] Trial 4808 finished with value: 0.9853792678241565 and parameters: {'classifier': 'SVC', 'svc_c': 0.015091164894245343, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:10,178] Trial 4809 finished with value: 0.9975172736874844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:11,380] Trial 4810 finished with value: 0.9942837587365908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:13,385] Trial 4811 finished with value: 0.9972323372604861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:23,321] Trial 4812 finished with value: 0.9970382454838186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:24,414] Trial 4813 finished with value: 0.9886490830701952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:25,398] Trial 4814 finished with value: 0.9968723711507111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:34,092] Trial 4815 finished with value: 0.997061528730118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:37,734] Trial 4816 finished with value: 0.9972277373586048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:39,725] Trial 4817 finished with value: 0.9974360927221717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:41,577] Trial 4818 finished with value: 0.9975640664078878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:44,212] Trial 4819 finished with value: 0.9969857390196714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:47,024] Trial 4820 finished with value: 0.9971898849845706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:49,185] Trial 4821 finished with value: 0.9973200409688042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:50,418] Trial 4822 finished with value: 0.9970597159560569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:57,389] Trial 4823 finished with value: 0.9970808753015885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:02,409] Trial 4824 finished with value: 0.9974004343579432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:17,481] Trial 4825 finished with value: 0.995676659800559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:19,694] Trial 4826 finished with value: 0.9974689655454755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:21,869] Trial 4827 finished with value: 0.9973216300540934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:23,579] Trial 4828 finished with value: 0.9852051536637735 and parameters: {'classifier': 'SVC', 'svc_c': 1.4556028678104576e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:25,227] Trial 4829 finished with value: 0.9974622450753065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:28,406] Trial 4830 finished with value: 0.9975777268158558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:30,191] Trial 4831 finished with value: 0.9975119073151378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:33,745] Trial 4832 finished with value: 0.9947827545908386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 38, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:35,455] Trial 4833 finished with value: 0.9975235171051663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:37,499] Trial 4834 finished with value: 0.9976330160914681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:41,864] Trial 4835 finished with value: 0.996586765402982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:44,121] Trial 4836 finished with value: 0.9975284526988949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:45,428] Trial 4837 finished with value: 0.9972152529035841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:47,150] Trial 4838 finished with value: 0.9972336812656537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:49,770] Trial 4839 finished with value: 0.9974551331815248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:54,111] Trial 4840 finished with value: 0.9974937005471384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:57,365] Trial 4841 finished with value: 0.9972966883117013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:59,390] Trial 4842 finished with value: 0.9974259954655995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:12,873] Trial 4843 finished with value: 0.9967242534785994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:15,163] Trial 4844 finished with value: 0.9976582297959892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:15,961] Trial 4845 finished with value: 0.9913112291056095 and parameters: {'classifier': 'SVC', 'svc_c': 15.300166789402473, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:20,452] Trial 4846 finished with value: 0.997282869848954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:22,453] Trial 4847 finished with value: 0.9974436075604268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:25,041] Trial 4848 finished with value: 0.9975026952922809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:26,816] Trial 4849 finished with value: 0.9976238064806919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:29,822] Trial 4850 finished with value: 0.9974911131777077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:34,915] Trial 4851 finished with value: 0.9946894353041243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:37,559] Trial 4852 finished with value: 0.9972047294069147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:40,247] Trial 4853 finished with value: 0.9975155481291932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:42,687] Trial 4854 finished with value: 0.9974761235861745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:44,685] Trial 4855 finished with value: 0.9971286785252275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:45,929] Trial 4856 finished with value: 0.99627610356118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:47,047] Trial 4857 finished with value: 0.9967259486954513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:49,487] Trial 4858 finished with value: 0.9969949778610602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:51,525] Trial 4859 finished with value: 0.9974174384814148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:53,673] Trial 4860 finished with value: 0.9974533767739873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:56,272] Trial 4861 finished with value: 0.9975678276990401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:57,879] Trial 4862 finished with value: 0.9974345372473267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:58,917] Trial 4863 finished with value: 0.997221782755881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:09,857] Trial 4864 finished with value: 0.9963349288522773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:11,550] Trial 4865 finished with value: 0.9852039249941617 and parameters: {'classifier': 'SVC', 'svc_c': 4.794160271835747e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:13,681] Trial 4866 finished with value: 0.9973934655386482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:16,160] Trial 4867 finished with value: 0.9973755113726543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:18,108] Trial 4868 finished with value: 0.9971142632946061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:26,614] Trial 4869 finished with value: 0.9970465361869595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:32,151] Trial 4870 finished with value: 0.9967408238400898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:33,054] Trial 4871 finished with value: 0.9971460468094496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:35,768] Trial 4872 finished with value: 0.9974626822967197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:38,438] Trial 4873 finished with value: 0.9974257063015246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:41,612] Trial 4874 finished with value: 0.9967762798116825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 51}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:44,868] Trial 4875 finished with value: 0.9974291576085346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:45,868] Trial 4876 finished with value: 0.9905346256150046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:49,151] Trial 4877 finished with value: 0.9974210404482716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:50,100] Trial 4878 finished with value: 0.9965579710594779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:51,611] Trial 4879 finished with value: 0.9975822905047846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:55,324] Trial 4880 finished with value: 0.9971151664285012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:57,297] Trial 4881 finished with value: 0.997483823583382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:58,227] Trial 4882 finished with value: 0.99673157985716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:59,988] Trial 4883 finished with value: 0.9973583031109617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:05,707] Trial 4884 finished with value: 0.9971709406593394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:07,421] Trial 4885 finished with value: 0.9850954404148587 and parameters: {'classifier': 'SVC', 'svc_c': 0.00035306234423339045, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:08,484] Trial 4886 finished with value: 0.9944967535474719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:11,815] Trial 4887 finished with value: 0.997427748762822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:14,373] Trial 4888 finished with value: 0.9972723233423014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:17,016] Trial 4889 finished with value: 0.9976404753883849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:18,975] Trial 4890 finished with value: 0.9975528888246833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:20,749] Trial 4891 finished with value: 0.9968893633724676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:22,339] Trial 4892 finished with value: 0.9972597810925515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:23,794] Trial 4893 finished with value: 0.9965976085638556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:25,452] Trial 4894 finished with value: 0.9972883650454673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:28,884] Trial 4895 finished with value: 0.9967785899504914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:34,172] Trial 4896 finished with value: 0.9969398155688157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:36,903] Trial 4897 finished with value: 0.9973754464051577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:38,284] Trial 4898 finished with value: 0.9971218749017412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:39,378] Trial 4899 finished with value: 0.9954934716137407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:41,533] Trial 4900 finished with value: 0.9968315111973514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:43,265] Trial 4901 finished with value: 0.9854035204731016 and parameters: {'classifier': 'SVC', 'svc_c': 0.13567260724121813, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:44,845] Trial 4902 finished with value: 0.9960993404598262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:54,818] Trial 4903 finished with value: 0.9965183943331928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:56,745] Trial 4904 finished with value: 0.9974664340030239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:59,881] Trial 4905 finished with value: 0.9967809453158184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:01,941] Trial 4906 finished with value: 0.9976140033393083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:05,930] Trial 4907 finished with value: 0.9969476148739355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:08,297] Trial 4908 finished with value: 0.9974060528879648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:10,838] Trial 4909 finished with value: 0.9972918447896421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:13,607] Trial 4910 finished with value: 0.9975510419006337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:15,705] Trial 4911 finished with value: 0.9972627473491217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:16,551] Trial 4912 finished with value: 0.9909034691031402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:18,711] Trial 4913 finished with value: 0.9974563306527734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:20,872] Trial 4914 finished with value: 0.9974230668184498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:24,539] Trial 4915 finished with value: 0.9970467847265129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:33,265] Trial 4916 finished with value: 0.9970598930535806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:35,546] Trial 4917 finished with value: 0.9943197112160082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:37,941] Trial 4918 finished with value: 0.997298610581543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:48,708] Trial 4919 finished with value: 0.9957824755392227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:50,449] Trial 4920 finished with value: 0.9952310250170928 and parameters: {'classifier': 'SVC', 'svc_c': 218994.29780259886, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:52,162] Trial 4921 finished with value: 0.9973726486451384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:53,734] Trial 4922 finished with value: 0.9972999356391798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:54,777] Trial 4923 finished with value: 0.9969194411969498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:00,147] Trial 4924 finished with value: 0.9971567043987782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:02,510] Trial 4925 finished with value: 0.9973886068458694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:04,573] Trial 4926 finished with value: 0.9975562573592306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:07,017] Trial 4927 finished with value: 0.9973994826967877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:07,913] Trial 4928 finished with value: 0.9969869936508915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:19,724] Trial 4929 finished with value: 0.9962588498190662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:21,481] Trial 4930 finished with value: 0.9975185371101052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:25,255] Trial 4931 finished with value: 0.9971727613996152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:29,248] Trial 4932 finished with value: 0.9971081544139141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:32,893] Trial 4933 finished with value: 0.9972323676971393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:34,675] Trial 4934 finished with value: 0.9973073563428013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:37,358] Trial 4935 finished with value: 0.9974459777790946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:39,408] Trial 4936 finished with value: 0.9973686600153547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:41,741] Trial 4937 finished with value: 0.9975563909123452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:52,475] Trial 4938 finished with value: 0.9964524370582186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:54,572] Trial 4939 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.478286628096119e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:56,443] Trial 4940 finished with value: 0.9966007507119089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:58,133] Trial 4941 finished with value: 0.9955966430769059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:59,647] Trial 4942 finished with value: 0.9971139653391309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:01,893] Trial 4943 finished with value: 0.9975843114477807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:03,892] Trial 4944 finished with value: 0.9971994012787464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:06,436] Trial 4945 finished with value: 0.9969835701145505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:08,635] Trial 4946 finished with value: 0.9973226827370083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:10,871] Trial 4947 finished with value: 0.9974752510476225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:13,212] Trial 4948 finished with value: 0.9974862506129041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:21,108] Trial 4949 finished with value: 0.9972759384486518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:24,129] Trial 4950 finished with value: 0.9976231675966144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:26,092] Trial 4951 finished with value: 0.9971826747984894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:27,976] Trial 4952 finished with value: 0.9972114400700702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:30,639] Trial 4953 finished with value: 0.9973279712245301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:32,233] Trial 4954 finished with value: 0.9960511850088899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:35,479] Trial 4955 finished with value: 0.9969983025655571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:43,470] Trial 4956 finished with value: 0.9968389764927329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:44,708] Trial 4957 finished with value: 0.9972414898065045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:46,981] Trial 4958 finished with value: 0.9975055382788183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:48,155] Trial 4959 finished with value: 0.9973875051278873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:49,197] Trial 4960 finished with value: 0.9964135060079231 and parameters: {'classifier': 'SVC', 'svc_c': 32520.37373899411, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:52,005] Trial 4961 finished with value: 0.9973159836581891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:53,198] Trial 4962 finished with value: 0.9971240620244206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:55,610] Trial 4963 finished with value: 0.9973250037301816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:57,677] Trial 4964 finished with value: 0.9975899127758566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:00,211] Trial 4965 finished with value: 0.9972314895727153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:02,631] Trial 4966 finished with value: 0.9969999921013235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:07,668] Trial 4967 finished with value: 0.997166143569839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:09,584] Trial 4968 finished with value: 0.9970731323629923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:11,746] Trial 4969 finished with value: 0.997137089102445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:13,423] Trial 4970 finished with value: 0.9968738621023904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:15,396] Trial 4971 finished with value: 0.9974737566365114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:21,410] Trial 4972 finished with value: 0.9971000829879758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:23,096] Trial 4973 finished with value: 0.9973463097365834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:25,532] Trial 4974 finished with value: 0.9973836834394972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:27,895] Trial 4975 finished with value: 0.9969036902130167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:28,692] Trial 4976 finished with value: 0.9930352390947914 and parameters: {'classifier': 'SVC', 'svc_c': 2615.4838836037084, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:29,556] Trial 4977 finished with value: 0.9970761610162885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:32,124] Trial 4978 finished with value: 0.9972197914878284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:34,757] Trial 4979 finished with value: 0.9973445670398223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:37,865] Trial 4980 finished with value: 0.9971842630268549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:39,725] Trial 4981 finished with value: 0.9976284118097555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:41,226] Trial 4982 finished with value: 0.9975056461877037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:42,040] Trial 4983 finished with value: 0.9948836891345474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:46,081] Trial 4984 finished with value: 0.997254673606316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:51,172] Trial 4985 finished with value: 0.9966477489670008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:53,600] Trial 4986 finished with value: 0.9968533813767965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:55,750] Trial 4987 finished with value: 0.9973209270594431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:58,641] Trial 4988 finished with value: 0.997101348219657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:07,411] Trial 4989 finished with value: 0.9970165541157442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:08,707] Trial 4990 finished with value: 0.9972700990862702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:22,949] Trial 4991 finished with value: 0.9966461822569365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:25,553] Trial 4992 finished with value: 0.9971871477804787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:28,034] Trial 4993 finished with value: 0.9973693600266422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:30,101] Trial 4994 finished with value: 0.9973661030191017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:32,290] Trial 4995 finished with value: 0.997274965332671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:34,684] Trial 4996 finished with value: 0.9974113896805816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:35,774] Trial 4997 finished with value: 0.9930140913018582 and parameters: {'classifier': 'SVC', 'svc_c': 92.4654863431315, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:37,960] Trial 4998 finished with value: 0.9976904920136912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:41,297] Trial 4999 finished with value: 0.9976264164157748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:43,211] Trial 5000 finished with value: 0.9974275455767384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:46,049] Trial 5001 finished with value: 0.9972433938587874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:50,543] Trial 5002 finished with value: 0.9973966419319037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:02,985] Trial 5003 finished with value: 0.99668079825307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:09,151] Trial 5004 finished with value: 0.996850280805402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:10,914] Trial 5005 finished with value: 0.9974907797075138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:11,709] Trial 5006 finished with value: 0.9959307879233967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 20}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:12,857] Trial 5007 finished with value: 0.9970765725934726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:15,071] Trial 5008 finished with value: 0.997620749993251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:15,940] Trial 5009 finished with value: 0.9962903800019322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:17,293] Trial 5010 finished with value: 0.9964185153922868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:19,382] Trial 5011 finished with value: 0.9974981143379301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:21,676] Trial 5012 finished with value: 0.9974164832973517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:24,393] Trial 5013 finished with value: 0.9974347402112449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:25,766] Trial 5014 finished with value: 0.9867336991483141 and parameters: {'classifier': 'SVC', 'svc_c': 139086763.3864578, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:27,658] Trial 5015 finished with value: 0.9976400067781811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:29,141] Trial 5016 finished with value: 0.9973715232189395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:31,514] Trial 5017 finished with value: 0.9972710954661373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:37,463] Trial 5018 finished with value: 0.996843858671563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:38,691] Trial 5019 finished with value: 0.994617175959815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:44,273] Trial 5020 finished with value: 0.9970310714472138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:47,497] Trial 5021 finished with value: 0.9976026025116626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:48,388] Trial 5022 finished with value: 0.9900217743550853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:50,767] Trial 5023 finished with value: 0.9969145799016625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:53,682] Trial 5024 finished with value: 0.9962741825925924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:56,105] Trial 5025 finished with value: 0.9972754312768907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:58,249] Trial 5026 finished with value: 0.9968742817410029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:00,014] Trial 5027 finished with value: 0.9971830572085366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:11,527] Trial 5028 finished with value: 0.9965664706297878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:13,569] Trial 5029 finished with value: 0.9973432593428209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:16,202] Trial 5030 finished with value: 0.9971196319203443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:18,580] Trial 5031 finished with value: 0.9974151517969195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:19,544] Trial 5032 finished with value: 0.9889871720181853 and parameters: {'classifier': 'SVC', 'svc_c': 2.6018575257353307, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:22,049] Trial 5033 finished with value: 0.9973519051931463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:32,634] Trial 5034 finished with value: 0.9956141172070492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 73, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:33,841] Trial 5035 finished with value: 0.9971625240201814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:36,578] Trial 5036 finished with value: 0.9968403930190192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:38,007] Trial 5037 finished with value: 0.9973829955520906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:39,782] Trial 5038 finished with value: 0.9976403468815976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:50,521] Trial 5039 finished with value: 0.9969735125621005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:51,530] Trial 5040 finished with value: 0.9969950332754466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:56,835] Trial 5041 finished with value: 0.9970559629484986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:01,406] Trial 5042 finished with value: 0.9973756043012475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:03,448] Trial 5043 finished with value: 0.9971390088015165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:05,230] Trial 5044 finished with value: 0.9973179145924796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:07,444] Trial 5045 finished with value: 0.9977116550725578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:09,542] Trial 5046 finished with value: 0.9969769077564902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:15,128] Trial 5047 finished with value: 0.9969395593169509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:18,133] Trial 5048 finished with value: 0.9971319508621773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:20,174] Trial 5049 finished with value: 0.9975862668202602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:21,999] Trial 5050 finished with value: 0.9975250313524696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:23,702] Trial 5051 finished with value: 0.9854066307880337 and parameters: {'classifier': 'SVC', 'svc_c': 0.2956664387378975, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:26,332] Trial 5052 finished with value: 0.9976430593935973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:39,759] Trial 5053 finished with value: 0.9965062767366448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:41,990] Trial 5054 finished with value: 0.9972417425037238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:45,774] Trial 5055 finished with value: 0.997238464676116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:48,094] Trial 5056 finished with value: 0.9973690967606995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:48,833] Trial 5057 finished with value: 0.9972781037673891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 46}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:51,040] Trial 5058 finished with value: 0.9973971462472534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:00,146] Trial 5059 finished with value: 0.9970201266615607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:02,733] Trial 5060 finished with value: 0.9972573580302678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:05,450] Trial 5061 finished with value: 0.9974355199798935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:08,012] Trial 5062 finished with value: 0.9971783552058068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:10,733] Trial 5063 finished with value: 0.9975180158467128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:13,681] Trial 5064 finished with value: 0.9972606355087587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:15,464] Trial 5065 finished with value: 0.9974823211108422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:19,116] Trial 5066 finished with value: 0.9967766319755037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:21,148] Trial 5067 finished with value: 0.9973906452764525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:23,854] Trial 5068 finished with value: 0.9973766090281843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:26,080] Trial 5069 finished with value: 0.9973669358852696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:28,168] Trial 5070 finished with value: 0.9975877538047008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:33,889] Trial 5071 finished with value: 0.9966716932186991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:35,566] Trial 5072 finished with value: 0.9967371283733576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:38,470] Trial 5073 finished with value: 0.9972822190631613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:43,912] Trial 5074 finished with value: 0.9928436678157836 and parameters: {'classifier': 'SVC', 'svc_c': 1727966.8069122934, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:45,827] Trial 5075 finished with value: 0.9976277472179729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:48,457] Trial 5076 finished with value: 0.9974972628733488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:58,070] Trial 5077 finished with value: 0.996810522950879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:00,393] Trial 5078 finished with value: 0.9972300202345511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:02,307] Trial 5079 finished with value: 0.9974867732092885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:04,475] Trial 5080 finished with value: 0.9974191601042056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:08,191] Trial 5081 finished with value: 0.9971284387453366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:09,992] Trial 5082 finished with value: 0.9971789392150422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:12,034] Trial 5083 finished with value: 0.9974015654969652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:13,725] Trial 5084 finished with value: 0.9971597073761073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:16,933] Trial 5085 finished with value: 0.9974591521210098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:19,461] Trial 5086 finished with value: 0.9974085746868786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:21,769] Trial 5087 finished with value: 0.9972146306184323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:23,537] Trial 5088 finished with value: 0.9853943445362455 and parameters: {'classifier': 'SVC', 'svc_c': 0.034678830681354564, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:24,752] Trial 5089 finished with value: 0.98942937387089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:25,879] Trial 5090 finished with value: 0.997326764549288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:26,819] Trial 5091 finished with value: 0.9969164287934622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:28,164] Trial 5092 finished with value: 0.9970330386261947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:30,868] Trial 5093 finished with value: 0.9973933840039638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:32,387] Trial 5094 finished with value: 0.9975154236213823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:33,656] Trial 5095 finished with value: 0.995712549502395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 32}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:35,910] Trial 5096 finished with value: 0.9959331629027507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:38,177] Trial 5097 finished with value: 0.9973279449772807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:39,567] Trial 5098 finished with value: 0.9966683662290726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:50,517] Trial 5099 finished with value: 0.9969448615787245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:56,544] Trial 5100 finished with value: 0.9967709306095437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:00,214] Trial 5101 finished with value: 0.9972265836856682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:02,242] Trial 5102 finished with value: 0.9963944114037001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:05,586] Trial 5103 finished with value: 0.9973955646838483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:08,122] Trial 5104 finished with value: 0.9972009075280971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:10,556] Trial 5105 finished with value: 0.9974199674848337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:18,147] Trial 5106 finished with value: 0.9968221572108341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:20,411] Trial 5107 finished with value: 0.9973217668444746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:22,133] Trial 5108 finished with value: 0.9853091296511552 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014822028165984433, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:24,859] Trial 5109 finished with value: 0.9975714117974549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:27,108] Trial 5110 finished with value: 0.9975907541795214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:41,360] Trial 5111 finished with value: 0.996851351959779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:43,299] Trial 5112 finished with value: 0.994869487880898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:46,167] Trial 5113 finished with value: 0.9973632779010061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:47,871] Trial 5114 finished with value: 0.9973576516904107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:49,635] Trial 5115 finished with value: 0.9972431611564497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:51,464] Trial 5116 finished with value: 0.9974547104325971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:53,560] Trial 5117 finished with value: 0.9975129247372375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:55,014] Trial 5118 finished with value: 0.9961631059149104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:03,274] Trial 5119 finished with value: 0.9971012704300458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:06,147] Trial 5120 finished with value: 0.9973652475238057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:08,070] Trial 5121 finished with value: 0.9973600135302712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:09,686] Trial 5122 finished with value: 0.996744274671031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:11,608] Trial 5123 finished with value: 0.9975038316680577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:12,575] Trial 5124 finished with value: 0.995211752267995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:13,923] Trial 5125 finished with value: 0.997283559640635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:16,047] Trial 5126 finished with value: 0.9853738589864895 and parameters: {'classifier': 'SVC', 'svc_c': 0.0069859594441202336, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:18,369] Trial 5127 finished with value: 0.996896868118068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:21,365] Trial 5128 finished with value: 0.9974238387795733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:24,295] Trial 5129 finished with value: 0.9972185744025527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:24,740] Trial 5130 finished with value: 0.9926817936967959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 6}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:30,950] Trial 5131 finished with value: 0.9964515996535299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:36,002] Trial 5132 finished with value: 0.997277777279535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:37,458] Trial 5133 finished with value: 0.9970313212245457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:40,866] Trial 5134 finished with value: 0.9975520525308212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:43,272] Trial 5135 finished with value: 0.997570645104824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:51,279] Trial 5136 finished with value: 0.9967437208762836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:56,143] Trial 5137 finished with value: 0.9972137401162247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:09,497] Trial 5138 finished with value: 0.996683876734881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:15,355] Trial 5139 finished with value: 0.9972225715380953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:17,410] Trial 5140 finished with value: 0.9972281582032577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:19,843] Trial 5141 finished with value: 0.9973303531227479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:21,536] Trial 5142 finished with value: 0.9976036119675475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:25,397] Trial 5143 finished with value: 0.997431146242341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:26,786] Trial 5144 finished with value: 0.9970612113827811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:27,477] Trial 5145 finished with value: 0.9948098674282672 and parameters: {'classifier': 'SVC', 'svc_c': 645.0190479170843, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:28,924] Trial 5146 finished with value: 0.997347963154611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:30,179] Trial 5147 finished with value: 0.997388373000967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:33,000] Trial 5148 finished with value: 0.9974099374808875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:34,326] Trial 5149 finished with value: 0.9971548817859658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:35,639] Trial 5150 finished with value: 0.9973193449882314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:36,850] Trial 5151 finished with value: 0.9962378533524756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:38,084] Trial 5152 finished with value: 0.9971620911785993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 49}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:40,453] Trial 5153 finished with value: 0.99738342661635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:42,593] Trial 5154 finished with value: 0.9974753312810526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:44,499] Trial 5155 finished with value: 0.9968390417776085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:46,564] Trial 5156 finished with value: 0.9973306750086054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:48,912] Trial 5157 finished with value: 0.9974883582003876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:51,435] Trial 5158 finished with value: 0.9973812760240021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:52,207] Trial 5159 finished with value: 0.9893366638250475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:53,293] Trial 5160 finished with value: 0.9969179592905743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:55,761] Trial 5161 finished with value: 0.9972855959765162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:57,893] Trial 5162 finished with value: 0.9971512652196717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:58,976] Trial 5163 finished with value: 0.9904167837167042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:00,770] Trial 5164 finished with value: 0.9852051536637737 and parameters: {'classifier': 'SVC', 'svc_c': 4.043674491614671e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:02,190] Trial 5165 finished with value: 0.9957550710621627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:05,357] Trial 5166 finished with value: 0.9977603976747823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:08,504] Trial 5167 finished with value: 0.9973834378198312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:11,399] Trial 5168 finished with value: 0.997337742754958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:14,477] Trial 5169 finished with value: 0.9973445400943387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:17,741] Trial 5170 finished with value: 0.9972685922338993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:21,508] Trial 5171 finished with value: 0.9973293654073295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:24,369] Trial 5172 finished with value: 0.9972199163764941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:27,346] Trial 5173 finished with value: 0.9973785992488858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:30,355] Trial 5174 finished with value: 0.9973789577602886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:32,801] Trial 5175 finished with value: 0.9970200801972641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:36,265] Trial 5176 finished with value: 0.9972825823669881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:39,796] Trial 5177 finished with value: 0.9974054378390559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:40,725] Trial 5178 finished with value: 0.9969781161138412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 27}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:43,677] Trial 5179 finished with value: 0.9971206444865442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:47,194] Trial 5180 finished with value: 0.9974560724648963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:50,435] Trial 5181 finished with value: 0.9974425805217412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:10,026] Trial 5182 finished with value: 0.9903775525527557 and parameters: {'classifier': 'SVC', 'svc_c': 14269107.846205909, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:12,501] Trial 5183 finished with value: 0.9971469880923093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:15,878] Trial 5184 finished with value: 0.9976493743485225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:18,746] Trial 5185 finished with value: 0.9974849633551149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:31,576] Trial 5186 finished with value: 0.9962571154058987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:34,100] Trial 5187 finished with value: 0.9972520262205024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:36,918] Trial 5188 finished with value: 0.9974845467633416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:40,170] Trial 5189 finished with value: 0.9972020296852916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:43,102] Trial 5190 finished with value: 0.9973035651862783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:45,900] Trial 5191 finished with value: 0.997292071556991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:48,319] Trial 5192 finished with value: 0.9967447141775739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:50,938] Trial 5193 finished with value: 0.9973270076933972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:53,737] Trial 5194 finished with value: 0.9975463022567458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:55,916] Trial 5195 finished with value: 0.9977775799431287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:58,171] Trial 5196 finished with value: 0.9971035607961385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:00,456] Trial 5197 finished with value: 0.9974646721365666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:03,208] Trial 5198 finished with value: 0.9975377367033261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:05,871] Trial 5199 finished with value: 0.9974803646592741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:08,291] Trial 5200 finished with value: 0.9974301111739646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:09,365] Trial 5201 finished with value: 0.987450152956681 and parameters: {'classifier': 'SVC', 'svc_c': 75516.08429412665, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:11,863] Trial 5202 finished with value: 0.9972966587319715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:14,706] Trial 5203 finished with value: 0.9974760440509787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:17,059] Trial 5204 finished with value: 0.9972306882540276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:19,532] Trial 5205 finished with value: 0.9974754804492177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:21,853] Trial 5206 finished with value: 0.9971869053028657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:24,331] Trial 5207 finished with value: 0.9974010953633421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:27,178] Trial 5208 finished with value: 0.9971860827197799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:29,763] Trial 5209 finished with value: 0.9970511316137959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:32,094] Trial 5210 finished with value: 0.9971861633340647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:34,856] Trial 5211 finished with value: 0.9971975040818516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:36,748] Trial 5212 finished with value: 0.9966492270965656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:38,902] Trial 5213 finished with value: 0.9974671089731023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:41,261] Trial 5214 finished with value: 0.99729555336413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:43,925] Trial 5215 finished with value: 0.9969413111859674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:46,042] Trial 5216 finished with value: 0.9973432593745586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:48,716] Trial 5217 finished with value: 0.9972318029210759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:51,202] Trial 5218 finished with value: 0.9974471836291509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:53,280] Trial 5219 finished with value: 0.997007564385191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:55,396] Trial 5220 finished with value: 0.9973473881589415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:57,076] Trial 5221 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.606449026097551e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:59,579] Trial 5222 finished with value: 0.9972952933354541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:02,157] Trial 5223 finished with value: 0.9969430377916096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:03,761] Trial 5224 finished with value: 0.9956922555543866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:05,971] Trial 5225 finished with value: 0.9973130698643801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:07,955] Trial 5226 finished with value: 0.9967371894370917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:10,087] Trial 5227 finished with value: 0.9973555470862907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:12,611] Trial 5228 finished with value: 0.9970803156988038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:13,616] Trial 5229 finished with value: 0.9940859944396984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:17,524] Trial 5230 finished with value: 0.9971334361645091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:20,418] Trial 5231 finished with value: 0.9975069790846037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:22,819] Trial 5232 finished with value: 0.9971410692899451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:25,830] Trial 5233 finished with value: 0.9970779767737129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:27,566] Trial 5234 finished with value: 0.9974611238702492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:29,766] Trial 5235 finished with value: 0.9974459724471262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:32,041] Trial 5236 finished with value: 0.9973874294012401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:34,212] Trial 5237 finished with value: 0.9973879481255999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:36,522] Trial 5238 finished with value: 0.9971271492024182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:38,198] Trial 5239 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 1.1275300317334267e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:41,039] Trial 5240 finished with value: 0.9974249937220261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:43,231] Trial 5241 finished with value: 0.9972249682579158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:45,542] Trial 5242 finished with value: 0.9972364546826981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:47,836] Trial 5243 finished with value: 0.9975033207512233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:48,644] Trial 5244 finished with value: 0.9970507556148062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:59,606] Trial 5245 finished with value: 0.9964666097477511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:01,934] Trial 5246 finished with value: 0.9974674783388693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:04,140] Trial 5247 finished with value: 0.9970464057758978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:07,816] Trial 5248 finished with value: 0.9972102034659814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:08,680] Trial 5249 finished with value: 0.9899111320424049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:10,709] Trial 5250 finished with value: 0.99760332845282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:12,210] Trial 5251 finished with value: 0.996124378621981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:14,281] Trial 5252 finished with value: 0.9968483380646099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:16,032] Trial 5253 finished with value: 0.9957710409424436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:19,646] Trial 5254 finished with value: 0.9971128323910478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:23,189] Trial 5255 finished with value: 0.9969843818432721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:25,196] Trial 5256 finished with value: 0.9970012309905417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:26,895] Trial 5257 finished with value: 0.9972291898439402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:28,586] Trial 5258 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 9.099392548390253e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:37,168] Trial 5259 finished with value: 0.9961084209925324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 59, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:39,723] Trial 5260 finished with value: 0.997042004267676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:42,249] Trial 5261 finished with value: 0.9972636894571671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:43,080] Trial 5262 finished with value: 0.9970256050687207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:45,137] Trial 5263 finished with value: 0.9974502333881556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:47,296] Trial 5264 finished with value: 0.9974447903370245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:49,410] Trial 5265 finished with value: 0.9972559201443699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:51,845] Trial 5266 finished with value: 0.9972378488972352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:54,647] Trial 5267 finished with value: 0.9969066897943897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:58,419] Trial 5268 finished with value: 0.9965824912272451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:02,206] Trial 5269 finished with value: 0.9970738403404944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:04,774] Trial 5270 finished with value: 0.9964793048790014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:07,666] Trial 5271 finished with value: 0.997338677468071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:10,537] Trial 5272 finished with value: 0.9967308259549058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:12,190] Trial 5273 finished with value: 0.9972146762575435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:12,996] Trial 5274 finished with value: 0.9970334932717192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:14,709] Trial 5275 finished with value: 0.9966654528478563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:16,436] Trial 5276 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.4862398991849851e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:19,016] Trial 5277 finished with value: 0.997346533234928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:21,515] Trial 5278 finished with value: 0.9974860077226982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:23,617] Trial 5279 finished with value: 0.996877778242793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:25,590] Trial 5280 finished with value: 0.9971792367896626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:26,334] Trial 5281 finished with value: 0.9895173982907632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:28,631] Trial 5282 finished with value: 0.9974612071505184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:30,517] Trial 5283 finished with value: 0.9971773202961199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:32,579] Trial 5284 finished with value: 0.9972011892337639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:35,814] Trial 5285 finished with value: 0.9971839732280219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:38,330] Trial 5286 finished with value: 0.9968009329295441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:40,163] Trial 5287 finished with value: 0.9975506501596417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:42,929] Trial 5288 finished with value: 0.9972740893981626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:43,667] Trial 5289 finished with value: 0.9967772788575339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:46,179] Trial 5290 finished with value: 0.9976925485031435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:47,982] Trial 5291 finished with value: 0.9972246061601296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:48,632] Trial 5292 finished with value: 0.9920765168578985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:52,734] Trial 5293 finished with value: 0.9971909991755502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:53,746] Trial 5294 finished with value: 0.9972498027896565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:55,482] Trial 5295 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.3211903403010498e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:56,459] Trial 5296 finished with value: 0.994328236938354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:58,539] Trial 5297 finished with value: 0.996887396130011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:00,678] Trial 5298 finished with value: 0.997210241011926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:03,385] Trial 5299 finished with value: 0.9965534963636413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:05,135] Trial 5300 finished with value: 0.9973120176892717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:08,897] Trial 5301 finished with value: 0.9960893005536526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:10,308] Trial 5302 finished with value: 0.9946163870506491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:13,362] Trial 5303 finished with value: 0.9971890594498594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:16,217] Trial 5304 finished with value: 0.9977395789087358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:19,445] Trial 5305 finished with value: 0.9972198315410675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:22,401] Trial 5306 finished with value: 0.9972026393387562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:25,760] Trial 5307 finished with value: 0.9974356488675359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:29,021] Trial 5308 finished with value: 0.9971610655363815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:32,734] Trial 5309 finished with value: 0.9973832806854515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:35,843] Trial 5310 finished with value: 0.9971782493281475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:38,795] Trial 5311 finished with value: 0.9972896354821653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:42,438] Trial 5312 finished with value: 0.997076767972031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:45,243] Trial 5313 finished with value: 0.9974771908367893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:46,699] Trial 5314 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 4117454436.1577406, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:50,486] Trial 5315 finished with value: 0.9968251593629777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:53,669] Trial 5316 finished with value: 0.9972111844529636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:56,548] Trial 5317 finished with value: 0.9973904784937488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:59,564] Trial 5318 finished with value: 0.997399014023108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:03,183] Trial 5319 finished with value: 0.9973294070157261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:06,076] Trial 5320 finished with value: 0.9974899532524034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:09,656] Trial 5321 finished with value: 0.9972993712439714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:12,385] Trial 5322 finished with value: 0.997482357863339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:15,794] Trial 5323 finished with value: 0.9976952986245639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:18,525] Trial 5324 finished with value: 0.9975314840816512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:20,950] Trial 5325 finished with value: 0.997177270181964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:23,791] Trial 5326 finished with value: 0.9974249750918744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:27,878] Trial 5327 finished with value: 0.9973034507393838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:29,574] Trial 5328 finished with value: 0.9961690317630901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:31,191] Trial 5329 finished with value: 0.9954746909926362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:33,575] Trial 5330 finished with value: 0.9965693570337827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:36,238] Trial 5331 finished with value: 0.9974584649000994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:39,611] Trial 5332 finished with value: 0.9975438392364366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:42,917] Trial 5333 finished with value: 0.9970583223762777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:12,025] Trial 5334 finished with value: 0.990391898912118 and parameters: {'classifier': 'SVC', 'svc_c': 808071983.3354477, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:16,175] Trial 5335 finished with value: 0.9974042567763051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:19,016] Trial 5336 finished with value: 0.9975653181192204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:21,743] Trial 5337 finished with value: 0.9975644552289921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:25,421] Trial 5338 finished with value: 0.9969834749008282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:29,095] Trial 5339 finished with value: 0.9974326066938911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:31,805] Trial 5340 finished with value: 0.9970983804396675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:32,886] Trial 5341 finished with value: 0.990954684024881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:35,611] Trial 5342 finished with value: 0.9975390566194221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:37,792] Trial 5343 finished with value: 0.9974178255569344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:40,537] Trial 5344 finished with value: 0.9970378124200711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:42,672] Trial 5345 finished with value: 0.9969086607184435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:45,397] Trial 5346 finished with value: 0.9967348449578668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:48,369] Trial 5347 finished with value: 0.9969407520909894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:50,897] Trial 5348 finished with value: 0.9975350434244982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:58,270] Trial 5349 finished with value: 0.997141927578177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:04,526] Trial 5350 finished with value: 0.9971098409345792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:05,775] Trial 5351 finished with value: 0.991475537585576 and parameters: {'classifier': 'SVC', 'svc_c': 7545.508712323855, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:18,797] Trial 5352 finished with value: 0.99692508902106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:22,017] Trial 5353 finished with value: 0.997204751655188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:24,480] Trial 5354 finished with value: 0.9969318559555255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:39,797] Trial 5355 finished with value: 0.9964075400747664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:40,969] Trial 5356 finished with value: 0.997191585469915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:43,871] Trial 5357 finished with value: 0.9966016728568104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:46,871] Trial 5358 finished with value: 0.9967050654062389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:48,529] Trial 5359 finished with value: 0.9968751890325639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:50,470] Trial 5360 finished with value: 0.996393050069635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:53,071] Trial 5361 finished with value: 0.9975438321588833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:56,045] Trial 5362 finished with value: 0.9972702397169382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:59,783] Trial 5363 finished with value: 0.996838397434611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:01,534] Trial 5364 finished with value: 0.9972190132425993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:05,538] Trial 5365 finished with value: 0.9973015147270282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:08,430] Trial 5366 finished with value: 0.9974291651304187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:11,159] Trial 5367 finished with value: 0.9973073649755122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:13,585] Trial 5368 finished with value: 0.9972667319799288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:16,932] Trial 5369 finished with value: 0.9975944890647347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:21,778] Trial 5370 finished with value: 0.997420107671171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:22,528] Trial 5371 finished with value: 0.992194027063328 and parameters: {'classifier': 'SVC', 'svc_c': 41.47203102391953, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:24,883] Trial 5372 finished with value: 0.9971157967433436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:28,852] Trial 5373 finished with value: 0.9966139271485259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:33,960] Trial 5374 finished with value: 0.9969856536129623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:39,992] Trial 5375 finished with value: 0.996923807603046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:41,073] Trial 5376 finished with value: 0.9969437323757147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:43,779] Trial 5377 finished with value: 0.997531638486571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:46,089] Trial 5378 finished with value: 0.997352417442973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:48,554] Trial 5379 finished with value: 0.9975685458326723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:58,685] Trial 5380 finished with value: 0.9966151326177274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:03,104] Trial 5381 finished with value: 0.9973433225964703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:05,631] Trial 5382 finished with value: 0.997669938989144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:07,845] Trial 5383 finished with value: 0.9970964293835437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:16,767] Trial 5384 finished with value: 0.9967634530950678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:18,592] Trial 5385 finished with value: 0.997078780726647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:21,679] Trial 5386 finished with value: 0.9974113905692431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:24,434] Trial 5387 finished with value: 0.9971956402097596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:25,989] Trial 5388 finished with value: 0.9954343813428542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:27,319] Trial 5389 finished with value: 0.9867368125100854 and parameters: {'classifier': 'SVC', 'svc_c': 37136778.86066368, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:29,622] Trial 5390 finished with value: 0.9973621180709155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:34,444] Trial 5391 finished with value: 0.9972623661133772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:37,167] Trial 5392 finished with value: 0.9971789547348789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:39,855] Trial 5393 finished with value: 0.9971730768426775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:42,920] Trial 5394 finished with value: 0.9971331919730488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:45,415] Trial 5395 finished with value: 0.9976755967472192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:51,611] Trial 5396 finished with value: 0.9969722016278326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:52,612] Trial 5397 finished with value: 0.9969337712430276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:53,913] Trial 5398 finished with value: 0.9970383013107978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:56,019] Trial 5399 finished with value: 0.9966507701618887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:58,623] Trial 5400 finished with value: 0.9974996860943218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:04,187] Trial 5401 finished with value: 0.9969909521614008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:08,900] Trial 5402 finished with value: 0.996528028184578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:11,567] Trial 5403 finished with value: 0.9973706764515683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:14,332] Trial 5404 finished with value: 0.9974255557686295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:16,866] Trial 5405 finished with value: 0.9975067749146449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:20,780] Trial 5406 finished with value: 0.9973115896401136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:22,912] Trial 5407 finished with value: 0.996945639347885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:24,606] Trial 5408 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3748324125531174e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:27,429] Trial 5409 finished with value: 0.9974524042292887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:30,546] Trial 5410 finished with value: 0.9972310571437261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:39,765] Trial 5411 finished with value: 0.9968146804263301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:44,601] Trial 5412 finished with value: 0.9893905705339344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:47,122] Trial 5413 finished with value: 0.9959075878938908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:49,617] Trial 5414 finished with value: 0.997278900991887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:51,324] Trial 5415 finished with value: 0.9965896617726798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:54,679] Trial 5416 finished with value: 0.9975801643188875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:56,110] Trial 5417 finished with value: 0.9969688674654392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:57,344] Trial 5418 finished with value: 0.9974140278624022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:00,125] Trial 5419 finished with value: 0.9977681928539739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:02,701] Trial 5420 finished with value: 0.9972098460654054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:06,471] Trial 5421 finished with value: 0.9974097129351921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:09,916] Trial 5422 finished with value: 0.9975179976608919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:13,001] Trial 5423 finished with value: 0.9971878090397809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:16,058] Trial 5424 finished with value: 0.9975121676294547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:18,440] Trial 5425 finished with value: 0.9964554684092369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:21,607] Trial 5426 finished with value: 0.9974090230165595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:24,782] Trial 5427 finished with value: 0.9974789713651361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:26,545] Trial 5428 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.429091921634572e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:29,916] Trial 5429 finished with value: 0.9974460224978063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:33,461] Trial 5430 finished with value: 0.9972448772251067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:36,303] Trial 5431 finished with value: 0.9973495697274872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:39,930] Trial 5432 finished with value: 0.9973345454781594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:43,444] Trial 5433 finished with value: 0.9972316033213757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:45,511] Trial 5434 finished with value: 0.9974249001586749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:48,549] Trial 5435 finished with value: 0.9970546608056307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:50,916] Trial 5436 finished with value: 0.9970080599091403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:53,919] Trial 5437 finished with value: 0.9972002977794189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:56,811] Trial 5438 finished with value: 0.9971785752764571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:00,379] Trial 5439 finished with value: 0.9974351704185805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:03,591] Trial 5440 finished with value: 0.98763607806195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:06,421] Trial 5441 finished with value: 0.9971189381931628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:10,568] Trial 5442 finished with value: 0.9972709098311164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:13,853] Trial 5443 finished with value: 0.9973723959479193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:16,866] Trial 5444 finished with value: 0.997271826834477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:19,657] Trial 5445 finished with value: 0.9971249580490243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:21,342] Trial 5446 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.948815571918671e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:24,123] Trial 5447 finished with value: 0.9973479190071819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:26,597] Trial 5448 finished with value: 0.9974346152273652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:28,294] Trial 5449 finished with value: 0.9960835346645268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:31,314] Trial 5450 finished with value: 0.9973440246072456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:33,984] Trial 5451 finished with value: 0.9973529610181142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:35,855] Trial 5452 finished with value: 0.9960243000496369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:40,297] Trial 5453 finished with value: 0.9972271197071875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:42,663] Trial 5454 finished with value: 0.997268360515437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:44,672] Trial 5455 finished with value: 0.9970931615216388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:47,712] Trial 5456 finished with value: 0.9974276691324121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:49,590] Trial 5457 finished with value: 0.9957665424114386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:53,256] Trial 5458 finished with value: 0.9974475076414485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:55,095] Trial 5459 finished with value: 0.9968474626061702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:58,204] Trial 5460 finished with value: 0.9970316890668934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:01,298] Trial 5461 finished with value: 0.9974452572333813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:04,212] Trial 5462 finished with value: 0.9967474237062103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:07,325] Trial 5463 finished with value: 0.9975124940855712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:08,707] Trial 5464 finished with value: 0.9867024115382751 and parameters: {'classifier': 'SVC', 'svc_c': 3965521.244482349, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:18,602] Trial 5465 finished with value: 0.9951970335277643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 73, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:21,245] Trial 5466 finished with value: 0.9971133659052724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:24,229] Trial 5467 finished with value: 0.9973467301369059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:26,909] Trial 5468 finished with value: 0.9976208678361013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:30,504] Trial 5469 finished with value: 0.9973083088926181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:31,280] Trial 5470 finished with value: 0.9963348630278572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:34,292] Trial 5471 finished with value: 0.9973702551943223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:39,175] Trial 5472 finished with value: 0.9968496833075559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:54,505] Trial 5473 finished with value: 0.9966619261633162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:59,315] Trial 5474 finished with value: 0.9966652199550913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:02,621] Trial 5475 finished with value: 0.997037793282113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:05,434] Trial 5476 finished with value: 0.9970296768835597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:07,379] Trial 5477 finished with value: 0.9973098532274577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:10,097] Trial 5478 finished with value: 0.9975067234992349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:13,972] Trial 5479 finished with value: 0.9972301221132343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:28,929] Trial 5480 finished with value: 0.9969661399096711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:33,675] Trial 5481 finished with value: 0.9973082572233049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:37,481] Trial 5482 finished with value: 0.9975398014446345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:38,102] Trial 5483 finished with value: 0.9890626194352999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:39,214] Trial 5484 finished with value: 0.9970678669171914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:41,912] Trial 5485 finished with value: 0.9977194258135608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:43,046] Trial 5486 finished with value: 0.9869953172586255 and parameters: {'classifier': 'SVC', 'svc_c': 0.8721047982077434, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:45,621] Trial 5487 finished with value: 0.997661910948925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:51,362] Trial 5488 finished with value: 0.9972609744061346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:54,342] Trial 5489 finished with value: 0.9975712445069446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:56,308] Trial 5490 finished with value: 0.9970237966110153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:57,271] Trial 5491 finished with value: 0.9972934677710166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:05,801] Trial 5492 finished with value: 0.996899645692778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:08,286] Trial 5493 finished with value: 0.997610222148488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:10,745] Trial 5494 finished with value: 0.997488674976442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:13,697] Trial 5495 finished with value: 0.99742738311039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:18,431] Trial 5496 finished with value: 0.9975412119407183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:21,235] Trial 5497 finished with value: 0.9969025354927291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:22,621] Trial 5498 finished with value: 0.9972762990547567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:25,593] Trial 5499 finished with value: 0.9970171426317623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:27,476] Trial 5500 finished with value: 0.997077908505474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:29,102] Trial 5501 finished with value: 0.9957413059825756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:31,186] Trial 5502 finished with value: 0.9852168735843412 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006623254761908735, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:32,711] Trial 5503 finished with value: 0.9969446487443171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:35,377] Trial 5504 finished with value: 0.9975016333736347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:41,826] Trial 5505 finished with value: 0.9968957332022348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:44,475] Trial 5506 finished with value: 0.9973351820136317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:46,974] Trial 5507 finished with value: 0.9971940252263379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:54,212] Trial 5508 finished with value: 0.9967793580078522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:54,924] Trial 5509 finished with value: 0.9957578638075925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 14}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:01,736] Trial 5510 finished with value: 0.9970842374568164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:05,459] Trial 5511 finished with value: 0.9973098080326777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:07,966] Trial 5512 finished with value: 0.9972482325884225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:09,525] Trial 5513 finished with value: 0.9972448743052192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:13,547] Trial 5514 finished with value: 0.9973020043159887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:18,198] Trial 5515 finished with value: 0.996954483020588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:20,028] Trial 5516 finished with value: 0.9971654834848395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:21,370] Trial 5517 finished with value: 0.9972539912095675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:27,078] Trial 5518 finished with value: 0.997183795178361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:30,610] Trial 5519 finished with value: 0.9973600192748324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:31,449] Trial 5520 finished with value: 0.9909747889419124 and parameters: {'classifier': 'SVC', 'svc_c': 10.40200340765289, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:32,147] Trial 5521 finished with value: 0.9968693329125671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:37,864] Trial 5522 finished with value: 0.997123673266792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:39,209] Trial 5523 finished with value: 0.996292920018405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:41,639] Trial 5524 finished with value: 0.997447384657057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:45,741] Trial 5525 finished with value: 0.9972245032023578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:49,763] Trial 5526 finished with value: 0.997070229963092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:52,825] Trial 5527 finished with value: 0.9973078173359075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:55,556] Trial 5528 finished with value: 0.9972977443588343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:58,735] Trial 5529 finished with value: 0.997333864097024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:09,861] Trial 5530 finished with value: 0.9962660872362719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:11,075] Trial 5531 finished with value: 0.9955798431551308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:13,118] Trial 5532 finished with value: 0.9969610669542789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:14,619] Trial 5533 finished with value: 0.9920022778298732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:17,572] Trial 5534 finished with value: 0.9976966212066438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:27,682] Trial 5535 finished with value: 0.9969215721435333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:30,640] Trial 5536 finished with value: 0.996916150674179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:33,349] Trial 5537 finished with value: 0.9951161787964026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:34,920] Trial 5538 finished with value: 0.9974656903521141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:36,664] Trial 5539 finished with value: 0.9852062196448719 and parameters: {'classifier': 'SVC', 'svc_c': 4.780849950204669e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:45,305] Trial 5540 finished with value: 0.9968376975502755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 47, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:48,806] Trial 5541 finished with value: 0.9974465964778628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:53,826] Trial 5542 finished with value: 0.9892333193268108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 72, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:55,886] Trial 5543 finished with value: 0.9974399402134807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:58,044] Trial 5544 finished with value: 0.997471473062331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:02,085] Trial 5545 finished with value: 0.9971055247695907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:10,222] Trial 5546 finished with value: 0.9971212048510386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:12,778] Trial 5547 finished with value: 0.9972590726072431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:14,916] Trial 5548 finished with value: 0.997398974572889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:17,175] Trial 5549 finished with value: 0.997517436788591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:21,188] Trial 5550 finished with value: 0.9972007425227162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:24,802] Trial 5551 finished with value: 0.9973117477266307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:27,545] Trial 5552 finished with value: 0.9973910667241258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:28,428] Trial 5553 finished with value: 0.9965502012706121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:30,936] Trial 5554 finished with value: 0.9973000660819795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:34,127] Trial 5555 finished with value: 0.9971190051918853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:36,617] Trial 5556 finished with value: 0.9972229203694364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:42,329] Trial 5557 finished with value: 0.9944552429352712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:43,010] Trial 5558 finished with value: 0.9950756148307679 and parameters: {'classifier': 'SVC', 'svc_c': 1563.3222660886618, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:45,157] Trial 5559 finished with value: 0.9970642311494632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:47,520] Trial 5560 finished with value: 0.997522469373365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:48,462] Trial 5561 finished with value: 0.989504709253191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:54,194] Trial 5562 finished with value: 0.9974995403221129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:55,216] Trial 5563 finished with value: 0.9971384744303684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:56,763] Trial 5564 finished with value: 0.9974717568944375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:57,595] Trial 5565 finished with value: 0.9951711557710053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 22}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:06,335] Trial 5566 finished with value: 0.9970373212124771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:08,823] Trial 5567 finished with value: 0.9974683164100541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:10,981] Trial 5568 finished with value: 0.9972013457333855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:12,023] Trial 5569 finished with value: 0.9970651663703828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:16,750] Trial 5570 finished with value: 0.9974233681698813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:19,840] Trial 5571 finished with value: 0.9977777584053822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:22,434] Trial 5572 finished with value: 0.9977548838163796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:25,244] Trial 5573 finished with value: 0.9972959427882548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:28,038] Trial 5574 finished with value: 0.9973920085782679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:30,622] Trial 5575 finished with value: 0.9972818210063258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:33,383] Trial 5576 finished with value: 0.9969789794801382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:34,524] Trial 5577 finished with value: 0.992117785055962 and parameters: {'classifier': 'SVC', 'svc_c': 134.43704169522468, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:37,212] Trial 5578 finished with value: 0.9971978243173382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:40,045] Trial 5579 finished with value: 0.9973332056941334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:42,615] Trial 5580 finished with value: 0.9975167444896154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:45,394] Trial 5581 finished with value: 0.997462668109875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:47,920] Trial 5582 finished with value: 0.9971139431543334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:51,269] Trial 5583 finished with value: 0.9974870253034877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:53,863] Trial 5584 finished with value: 0.9972420828927814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:56,618] Trial 5585 finished with value: 0.9971964248977838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:59,226] Trial 5586 finished with value: 0.9970099251777004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:02,222] Trial 5587 finished with value: 0.996870132390456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:05,403] Trial 5588 finished with value: 0.9973860295056175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:07,933] Trial 5589 finished with value: 0.9971607846876385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:10,904] Trial 5590 finished with value: 0.9970633938082504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:13,528] Trial 5591 finished with value: 0.9973690462656889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:16,317] Trial 5592 finished with value: 0.9969856728143963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:18,730] Trial 5593 finished with value: 0.9974761360591723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:21,661] Trial 5594 finished with value: 0.9973211520177311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:24,624] Trial 5595 finished with value: 0.9970967027421406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:27,426] Trial 5596 finished with value: 0.9943877083180336 and parameters: {'classifier': 'SVC', 'svc_c': 523101.54958913353, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:30,068] Trial 5597 finished with value: 0.9974600500816257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:32,852] Trial 5598 finished with value: 0.9973859182007759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:35,949] Trial 5599 finished with value: 0.9972044753767033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:38,646] Trial 5600 finished with value: 0.9975659542420999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:41,290] Trial 5601 finished with value: 0.9973102817526845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:43,650] Trial 5602 finished with value: 0.9973908146616647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:46,677] Trial 5603 finished with value: 0.9970856498889124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:49,558] Trial 5604 finished with value: 0.9973050888280022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:52,353] Trial 5605 finished with value: 0.9970791095313682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:54,969] Trial 5606 finished with value: 0.9972710827709742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:57,333] Trial 5607 finished with value: 0.9972771072288324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:00,133] Trial 5608 finished with value: 0.997192899800139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:03,097] Trial 5609 finished with value: 0.9974463688535904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:05,768] Trial 5610 finished with value: 0.9974420449762903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:08,481] Trial 5611 finished with value: 0.9973748148525369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:11,141] Trial 5612 finished with value: 0.9974409008564639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:23,522] Trial 5613 finished with value: 0.9964961526932788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:26,561] Trial 5614 finished with value: 0.9973479674709665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:28,937] Trial 5615 finished with value: 0.9971511966340537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:32,098] Trial 5616 finished with value: 0.9973983553345764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:33,839] Trial 5617 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.1722962354688755e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:36,851] Trial 5618 finished with value: 0.9973144377047162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:39,430] Trial 5619 finished with value: 0.9975478575729015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:41,746] Trial 5620 finished with value: 0.9973114181601993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:43,728] Trial 5621 finished with value: 0.9969984132673785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:46,902] Trial 5622 finished with value: 0.9973246245891391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:03,591] Trial 5623 finished with value: 0.9962116718004661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:06,070] Trial 5624 finished with value: 0.9967815467491651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:08,839] Trial 5625 finished with value: 0.9976460928393177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:11,544] Trial 5626 finished with value: 0.9971540784043139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:13,914] Trial 5627 finished with value: 0.9974924893333755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:17,528] Trial 5628 finished with value: 0.9973666974383706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:20,118] Trial 5629 finished with value: 0.9973404475863842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:30,948] Trial 5630 finished with value: 0.9966826469861801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:33,996] Trial 5631 finished with value: 0.9974663573559774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:36,350] Trial 5632 finished with value: 0.9974567818071282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:38,441] Trial 5633 finished with value: 0.9853863148456554 and parameters: {'classifier': 'SVC', 'svc_c': 0.04856115880599933, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:41,265] Trial 5634 finished with value: 0.9974495490553948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:42,462] Trial 5635 finished with value: 0.9975600358205906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:45,067] Trial 5636 finished with value: 0.9973741019239215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:48,124] Trial 5637 finished with value: 0.9972886643974103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:50,513] Trial 5638 finished with value: 0.9973406259534242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:53,800] Trial 5639 finished with value: 0.9971847286536955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:56,174] Trial 5640 finished with value: 0.9970854090299327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:58,663] Trial 5641 finished with value: 0.9973255936744058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:01,701] Trial 5642 finished with value: 0.9975567926507778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:02,242] Trial 5643 finished with value: 0.9935957963334014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 8}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:05,807] Trial 5644 finished with value: 0.997119819967446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:08,584] Trial 5645 finished with value: 0.9973386770237401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:11,068] Trial 5646 finished with value: 0.9972665806853237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:13,300] Trial 5647 finished with value: 0.9976136715512237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:16,568] Trial 5648 finished with value: 0.9972447497974081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:31,740] Trial 5649 finished with value: 0.9959672167253292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:34,416] Trial 5650 finished with value: 0.9974309194749921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:37,289] Trial 5651 finished with value: 0.9974807398013406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:38,209] Trial 5652 finished with value: 0.9970508219470328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:39,232] Trial 5653 finished with value: 0.9882871169327053 and parameters: {'classifier': 'SVC', 'svc_c': 3.845079636131676, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:41,512] Trial 5654 finished with value: 0.9967520002807296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:43,167] Trial 5655 finished with value: 0.9971828757946574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:56,460] Trial 5656 finished with value: 0.9962637582768838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:57,472] Trial 5657 finished with value: 0.9971882268693327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:58,639] Trial 5658 finished with value: 0.997297077704088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:01,357] Trial 5659 finished with value: 0.9972391198734778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:12,134] Trial 5660 finished with value: 0.9963098501290765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:15,478] Trial 5661 finished with value: 0.9975121133893711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:31,636] Trial 5662 finished with value: 0.9955986111762861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:32,559] Trial 5663 finished with value: 0.9968909926379476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:35,163] Trial 5664 finished with value: 0.9974872685428103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:37,319] Trial 5665 finished with value: 0.9975641463874148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:38,822] Trial 5666 finished with value: 0.9955468679770755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:42,415] Trial 5667 finished with value: 0.9971961303065268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:44,779] Trial 5668 finished with value: 0.9969409674009538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:56,150] Trial 5669 finished with value: 0.996721858472626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:58,421] Trial 5670 finished with value: 0.9974765564277569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:00,107] Trial 5671 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.3588514147724735e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:03,322] Trial 5672 finished with value: 0.9973485550665854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:05,890] Trial 5673 finished with value: 0.9973752511535511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:07,135] Trial 5674 finished with value: 0.9962527041858773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:09,549] Trial 5675 finished with value: 0.997020258596042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:11,791] Trial 5676 finished with value: 0.9970610724342223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:14,776] Trial 5677 finished with value: 0.9974516369653758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:17,651] Trial 5678 finished with value: 0.9972030017221836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:20,028] Trial 5679 finished with value: 0.9968706365788541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:23,264] Trial 5680 finished with value: 0.9969788566226985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:25,502] Trial 5681 finished with value: 0.9976596209636873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:28,376] Trial 5682 finished with value: 0.9974052335421456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:31,370] Trial 5683 finished with value: 0.9972789483131068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:33,796] Trial 5684 finished with value: 0.997163341239561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:36,458] Trial 5685 finished with value: 0.9972490751663899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:38,347] Trial 5686 finished with value: 0.9973847245063382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:40,894] Trial 5687 finished with value: 0.9971285866757235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:42,915] Trial 5688 finished with value: 0.9970152225835741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:44,869] Trial 5689 finished with value: 0.9856435792132957 and parameters: {'classifier': 'SVC', 'svc_c': 0.406230835804464, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:46,973] Trial 5690 finished with value: 0.9973814633093938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:50,225] Trial 5691 finished with value: 0.9973001092455336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:52,507] Trial 5692 finished with value: 0.9972613738277002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:54,342] Trial 5693 finished with value: 0.9966696916358266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:57,591] Trial 5694 finished with value: 0.9975596808003577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:58,614] Trial 5695 finished with value: 0.9967365103728234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:00,543] Trial 5696 finished with value: 0.9966829464968129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:03,366] Trial 5697 finished with value: 0.9975898090246371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:16,374] Trial 5698 finished with value: 0.9967530731806917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:17,871] Trial 5699 finished with value: 0.9971922197519958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:19,319] Trial 5700 finished with value: 0.9971888512491865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:21,756] Trial 5701 finished with value: 0.9976001177191488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:24,570] Trial 5702 finished with value: 0.997328285842407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:27,720] Trial 5703 finished with value: 0.9971090141303517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:28,592] Trial 5704 finished with value: 0.9971504455882113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:30,110] Trial 5705 finished with value: 0.9972416529710868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:32,617] Trial 5706 finished with value: 0.9975840241879803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:34,820] Trial 5707 finished with value: 0.9976419979827579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:35,582] Trial 5708 finished with value: 0.9906515629194664 and parameters: {'classifier': 'SVC', 'svc_c': 141062750.87566003, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:37,862] Trial 5709 finished with value: 0.9972989782652011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:40,315] Trial 5710 finished with value: 0.9975247132751609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:41,632] Trial 5711 finished with value: 0.9971952812222882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:44,324] Trial 5712 finished with value: 0.99732166074465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:47,125] Trial 5713 finished with value: 0.9975721293915427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:50,453] Trial 5714 finished with value: 0.9974276798915627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:52,635] Trial 5715 finished with value: 0.9974665117926351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:53,543] Trial 5716 finished with value: 0.9960467697264161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:56,467] Trial 5717 finished with value: 0.9972059330353176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:57,490] Trial 5718 finished with value: 0.9970661345035121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:00,018] Trial 5719 finished with value: 0.9973354198257723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:01,067] Trial 5720 finished with value: 0.9907235260221472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:04,499] Trial 5721 finished with value: 0.997137765215088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:07,063] Trial 5722 finished with value: 0.997369528491455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:09,515] Trial 5723 finished with value: 0.997140892033732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:12,090] Trial 5724 finished with value: 0.9973116819022105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:12,774] Trial 5725 finished with value: 0.9890648307105271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:18,193] Trial 5726 finished with value: 0.9953481105058444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:19,559] Trial 5727 finished with value: 0.9866195112987765 and parameters: {'classifier': 'SVC', 'svc_c': 9729081.839607988, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:22,923] Trial 5728 finished with value: 0.9973196024778747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:25,090] Trial 5729 finished with value: 0.9973636913507266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:27,256] Trial 5730 finished with value: 0.9973818945640806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:28,767] Trial 5731 finished with value: 0.995564461790868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:29,929] Trial 5732 finished with value: 0.997121887914283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:32,803] Trial 5733 finished with value: 0.9971763639060164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:45,195] Trial 5734 finished with value: 0.9966531128320528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:46,934] Trial 5735 finished with value: 0.9968374091796482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:49,080] Trial 5736 finished with value: 0.9972610363902678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:50,419] Trial 5737 finished with value: 0.9967081345571049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:53,013] Trial 5738 finished with value: 0.9971115836313404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:55,342] Trial 5739 finished with value: 0.996908720893516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:57,933] Trial 5740 finished with value: 0.9975064366837652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:00,132] Trial 5741 finished with value: 0.9975508560751855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:03,525] Trial 5742 finished with value: 0.9972799761135024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:04,247] Trial 5743 finished with value: 0.9931168791171978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:06,115] Trial 5744 finished with value: 0.9960644321893026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:06,963] Trial 5745 finished with value: 0.9962272173766622 and parameters: {'classifier': 'SVC', 'svc_c': 14204.160544820297, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:09,494] Trial 5746 finished with value: 0.9974132992552605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:12,486] Trial 5747 finished with value: 0.9974613115047583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:13,828] Trial 5748 finished with value: 0.9968525303565455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:16,731] Trial 5749 finished with value: 0.997478181535571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:19,407] Trial 5750 finished with value: 0.9864118414105351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 65, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:22,009] Trial 5751 finished with value: 0.9973851464618179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:25,190] Trial 5752 finished with value: 0.9974126000374209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:26,493] Trial 5753 finished with value: 0.9962526666399327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:28,794] Trial 5754 finished with value: 0.997459055034751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:30,505] Trial 5755 finished with value: 0.9974134588017214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:32,426] Trial 5756 finished with value: 0.9973117820987843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:33,834] Trial 5757 finished with value: 0.9971468316561634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:37,100] Trial 5758 finished with value: 0.9971187239622874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:38,830] Trial 5759 finished with value: 0.9966375872190006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:41,100] Trial 5760 finished with value: 0.9976716014842131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:42,654] Trial 5761 finished with value: 0.9972806038575742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:45,307] Trial 5762 finished with value: 0.9974295876889187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:48,169] Trial 5763 finished with value: 0.9971139913959527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:50,527] Trial 5764 finished with value: 0.9973903224067198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:52,279] Trial 5765 finished with value: 0.9852054815163577 and parameters: {'classifier': 'SVC', 'svc_c': 3.336268079374775e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:54,542] Trial 5766 finished with value: 0.9974584215143798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:57,640] Trial 5767 finished with value: 0.997167830725262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:59,482] Trial 5768 finished with value: 0.9969713341038698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:02,818] Trial 5769 finished with value: 0.9970878669721768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:05,409] Trial 5770 finished with value: 0.9973456861819155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:06,127] Trial 5771 finished with value: 0.9911851419845895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:09,493] Trial 5772 finished with value: 0.9973936657731065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:11,608] Trial 5773 finished with value: 0.9970355105965939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:12,526] Trial 5774 finished with value: 0.994028336817955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:14,921] Trial 5775 finished with value: 0.9973351831879341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:17,829] Trial 5776 finished with value: 0.9975936834614294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:20,693] Trial 5777 finished with value: 0.9973507626602154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:22,576] Trial 5778 finished with value: 0.9972711619887914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:25,513] Trial 5779 finished with value: 0.9973732046932772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:27,837] Trial 5780 finished with value: 0.9975485709141098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:29,631] Trial 5781 finished with value: 0.997229479039753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:31,508] Trial 5782 finished with value: 0.9974415131759127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:33,062] Trial 5783 finished with value: 0.9943393045814471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:08:59,589] Trial 5784 finished with value: 0.9896193056330738 and parameters: {'classifier': 'SVC', 'svc_c': 1826234036.3155694, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:00,921] Trial 5785 finished with value: 0.9971356032605688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:03,424] Trial 5786 finished with value: 0.9975466487712197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:06,646] Trial 5787 finished with value: 0.9973330563990167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:08,028] Trial 5788 finished with value: 0.9972041787542203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:11,106] Trial 5789 finished with value: 0.9976961837630651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:12,294] Trial 5790 finished with value: 0.9971548019333906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:15,718] Trial 5791 finished with value: 0.9971477291724488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:18,062] Trial 5792 finished with value: 0.9972057696803079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:20,295] Trial 5793 finished with value: 0.9972731447193469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:22,772] Trial 5794 finished with value: 0.9966238347076252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:24,451] Trial 5795 finished with value: 0.9961882187880997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:26,152] Trial 5796 finished with value: 0.9973380179860915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:28,175] Trial 5797 finished with value: 0.9974624971695055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:30,771] Trial 5798 finished with value: 0.9976561727669924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:32,118] Trial 5799 finished with value: 0.9966732822405125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:33,798] Trial 5800 finished with value: 0.9957614278159118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:34,832] Trial 5801 finished with value: 0.9971241508270857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:36,004] Trial 5802 finished with value: 0.9872228746909704 and parameters: {'classifier': 'SVC', 'svc_c': 146730.19571655098, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:38,747] Trial 5803 finished with value: 0.9975893670742755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:39,324] Trial 5804 finished with value: 0.9959561491774499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 40}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:41,806] Trial 5805 finished with value: 0.9976924499886787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:44,091] Trial 5806 finished with value: 0.9975570238614339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:45,524] Trial 5807 finished with value: 0.9975956782841277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:01,867] Trial 5808 finished with value: 0.9960641861887818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:04,762] Trial 5809 finished with value: 0.9974212816563685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:20,284] Trial 5810 finished with value: 0.9961007879305721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:23,265] Trial 5811 finished with value: 0.9973675752454154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:26,626] Trial 5812 finished with value: 0.9974823568477261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:28,177] Trial 5813 finished with value: 0.9969690082865345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:29,723] Trial 5814 finished with value: 0.9973343615252478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:32,007] Trial 5815 finished with value: 0.9972337822556753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:34,886] Trial 5816 finished with value: 0.9973680358259287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:36,802] Trial 5817 finished with value: 0.9972514018089108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:39,931] Trial 5818 finished with value: 0.9972944790677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:42,766] Trial 5819 finished with value: 0.9972494613532481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:44,463] Trial 5820 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.021634761091352e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:46,791] Trial 5821 finished with value: 0.997491795606194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:47,962] Trial 5822 finished with value: 0.9941698294875234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:49,135] Trial 5823 finished with value: 0.9971353586565161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:49,794] Trial 5824 finished with value: 0.9896813111259752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:51,289] Trial 5825 finished with value: 0.99728126187961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:53,700] Trial 5826 finished with value: 0.9975186300704362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:57,350] Trial 5827 finished with value: 0.9973828265159955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:00,059] Trial 5828 finished with value: 0.9972710240875834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:02,429] Trial 5829 finished with value: 0.9969510519306249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:03,702] Trial 5830 finished with value: 0.9954376564727397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:04,637] Trial 5831 finished with value: 0.9968560732274185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:07,880] Trial 5832 finished with value: 0.9971815672407324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:10,244] Trial 5833 finished with value: 0.9973935316804473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:21,747] Trial 5834 finished with value: 0.9966570240213422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:23,891] Trial 5835 finished with value: 0.9972783775385791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:27,241] Trial 5836 finished with value: 0.9974834327310514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:29,977] Trial 5837 finished with value: 0.9974250567852483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:31,452] Trial 5838 finished with value: 0.9974666168451088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:33,350] Trial 5839 finished with value: 0.9972240511276036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:35,052] Trial 5840 finished with value: 0.9852061373802158 and parameters: {'classifier': 'SVC', 'svc_c': 2.3495007776346125e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:43,527] Trial 5841 finished with value: 0.9971063771545716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:44,946] Trial 5842 finished with value: 0.9972272326306623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:46,396] Trial 5843 finished with value: 0.9909298052822351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:48,297] Trial 5844 finished with value: 0.9970334541388793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:50,250] Trial 5845 finished with value: 0.9966009605946908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:53,626] Trial 5846 finished with value: 0.9973915758953753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:55,565] Trial 5847 finished with value: 0.9972893473019653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:58,590] Trial 5848 finished with value: 0.9972287928027178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:00,270] Trial 5849 finished with value: 0.9974528044125641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:02,718] Trial 5850 finished with value: 0.9973402916263069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:05,089] Trial 5851 finished with value: 0.9972465254381175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:06,962] Trial 5852 finished with value: 0.9962530691083374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:08,873] Trial 5853 finished with value: 0.9973322668233546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:10,096] Trial 5854 finished with value: 0.9973935493584619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:12,785] Trial 5855 finished with value: 0.9975953956580614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:21,584] Trial 5856 finished with value: 0.9970840675320596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:22,616] Trial 5857 finished with value: 0.9972012075147987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:24,701] Trial 5858 finished with value: 0.997036137928073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:26,813] Trial 5859 finished with value: 0.9853854942937956 and parameters: {'classifier': 'SVC', 'svc_c': 0.017751540621765757, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:29,602] Trial 5860 finished with value: 0.9972454531411756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:44,553] Trial 5861 finished with value: 0.9965858261196106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:55,804] Trial 5862 finished with value: 0.9966732019436065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:58,534] Trial 5863 finished with value: 0.9971768500672828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:00,404] Trial 5864 finished with value: 0.99670174270123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:02,629] Trial 5865 finished with value: 0.9974731802761116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:05,201] Trial 5866 finished with value: 0.9972280180169205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:16,124] Trial 5867 finished with value: 0.9964565331208188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:18,599] Trial 5868 finished with value: 0.9973275613294552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:20,937] Trial 5869 finished with value: 0.9975092906516186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:24,060] Trial 5870 finished with value: 0.9972135273452931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:26,235] Trial 5871 finished with value: 0.9970772589891975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:28,508] Trial 5872 finished with value: 0.9971746182258917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:30,057] Trial 5873 finished with value: 0.9973361581764517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:40,429] Trial 5874 finished with value: 0.9965011365921027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:43,245] Trial 5875 finished with value: 0.9974148308631992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:46,066] Trial 5876 finished with value: 0.9971356308725485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:47,813] Trial 5877 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.3377158151631076e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:50,854] Trial 5878 finished with value: 0.997259240373822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:52,433] Trial 5879 finished with value: 0.9968352738214956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:01,774] Trial 5880 finished with value: 0.9962347667774986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:03,474] Trial 5881 finished with value: 0.9974035546703162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:05,726] Trial 5882 finished with value: 0.9973589125422611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:08,213] Trial 5883 finished with value: 0.9972236630047332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:10,770] Trial 5884 finished with value: 0.9975276905447851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:11,684] Trial 5885 finished with value: 0.9973278228180749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:14,838] Trial 5886 finished with value: 0.9975552691994815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:16,909] Trial 5887 finished with value: 0.9971940926059154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:19,309] Trial 5888 finished with value: 0.9974823751604988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:20,747] Trial 5889 finished with value: 0.9975310647921556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:24,141] Trial 5890 finished with value: 0.9972229991429226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:26,266] Trial 5891 finished with value: 0.99740507285312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:28,116] Trial 5892 finished with value: 0.9970209322648659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:39,633] Trial 5893 finished with value: 0.9957508342736806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 72, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:41,298] Trial 5894 finished with value: 0.9976285509804798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:42,997] Trial 5895 finished with value: 0.985359274656297 and parameters: {'classifier': 'SVC', 'svc_c': 0.004791766132635453, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:44,833] Trial 5896 finished with value: 0.9956429254834949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:45,893] Trial 5897 finished with value: 0.9939923367634146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:48,668] Trial 5898 finished with value: 0.9974998238368403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:50,422] Trial 5899 finished with value: 0.9971067620084376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:51,879] Trial 5900 finished with value: 0.9963969679238849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:55,539] Trial 5901 finished with value: 0.9974689257144015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:58,485] Trial 5902 finished with value: 0.9974679110217618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:00,713] Trial 5903 finished with value: 0.9974336493158892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:02,587] Trial 5904 finished with value: 0.9974706492732047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:04,107] Trial 5905 finished with value: 0.9973407408129114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:06,149] Trial 5906 finished with value: 0.9975945567934291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:08,400] Trial 5907 finished with value: 0.997296439359555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:09,592] Trial 5908 finished with value: 0.9969621236044325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:10,842] Trial 5909 finished with value: 0.9973340741067576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:12,983] Trial 5910 finished with value: 0.9975466470573727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:21,452] Trial 5911 finished with value: 0.9966423700264428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:25,094] Trial 5912 finished with value: 0.9973168304255603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:27,809] Trial 5913 finished with value: 0.9970072129513418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:30,826] Trial 5914 finished with value: 0.997286992380969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:32,574] Trial 5915 finished with value: 0.9852070376894368 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003113996583076201, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:34,441] Trial 5916 finished with value: 0.9972505316824396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:36,840] Trial 5917 finished with value: 0.9974318931622553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:39,666] Trial 5918 finished with value: 0.997085152682854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:41,953] Trial 5919 finished with value: 0.9976141616162528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:49,504] Trial 5920 finished with value: 0.9968718774992983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:51,161] Trial 5921 finished with value: 0.9973498449586208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:53,257] Trial 5922 finished with value: 0.9975977762232873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:56,840] Trial 5923 finished with value: 0.9974981066256187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:59,119] Trial 5924 finished with value: 0.9972445547362289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:01,045] Trial 5925 finished with value: 0.9973974387120709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:02,099] Trial 5926 finished with value: 0.9972000200727283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:09,497] Trial 5927 finished with value: 0.9965118523252775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:11,090] Trial 5928 finished with value: 0.9972088440361908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:13,659] Trial 5929 finished with value: 0.9973331555482398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:15,899] Trial 5930 finished with value: 0.997564732047021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:18,350] Trial 5931 finished with value: 0.9972847491774068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:20,062] Trial 5932 finished with value: 0.9853859861678856 and parameters: {'classifier': 'SVC', 'svc_c': 0.12106934359221053, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:23,975] Trial 5933 finished with value: 0.9973221760095776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:26,793] Trial 5934 finished with value: 0.9972670674178729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:29,086] Trial 5935 finished with value: 0.9975148484035473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:30,757] Trial 5936 finished with value: 0.9973589992502242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:32,814] Trial 5937 finished with value: 0.9975761378892564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:35,065] Trial 5938 finished with value: 0.9974691387074986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:37,294] Trial 5939 finished with value: 0.9971580860451041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:38,344] Trial 5940 finished with value: 0.9969776652768657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:41,478] Trial 5941 finished with value: 0.9971358742705609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:56,903] Trial 5942 finished with value: 0.9951768310484054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 68, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:58,657] Trial 5943 finished with value: 0.9976854102986366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:00,354] Trial 5944 finished with value: 0.9967894004847961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:03,225] Trial 5945 finished with value: 0.9974298214386073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:05,354] Trial 5946 finished with value: 0.9974962551947865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:06,307] Trial 5947 finished with value: 0.996801887193208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:07,451] Trial 5948 finished with value: 0.9969657073854682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:15,514] Trial 5949 finished with value: 0.9969710919118979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:17,881] Trial 5950 finished with value: 0.9975223596871569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:18,702] Trial 5951 finished with value: 0.990965767759093 and parameters: {'classifier': 'SVC', 'svc_c': 23.693198614924604, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:20,921] Trial 5952 finished with value: 0.9969897455813724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:26,837] Trial 5953 finished with value: 0.9921832151325556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:29,601] Trial 5954 finished with value: 0.9973083277131973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:30,750] Trial 5955 finished with value: 0.9896169273529773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:33,584] Trial 5956 finished with value: 0.9973700955209098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:36,976] Trial 5957 finished with value: 0.997031236769974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:38,923] Trial 5958 finished with value: 0.9970308760369176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:41,060] Trial 5959 finished with value: 0.997500679744729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:43,253] Trial 5960 finished with value: 0.9974709353904405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:45,207] Trial 5961 finished with value: 0.9975162063099184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:48,039] Trial 5962 finished with value: 0.9974179386390986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:49,494] Trial 5963 finished with value: 0.9972929357484736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:51,022] Trial 5964 finished with value: 0.994588549351152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:52,106] Trial 5965 finished with value: 0.9970306002027639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 25}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:54,257] Trial 5966 finished with value: 0.9974217923827754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:56,438] Trial 5967 finished with value: 0.9971706950079356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:58,476] Trial 5968 finished with value: 0.9974488240028987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:00,247] Trial 5969 finished with value: 0.9974344473020968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:00,993] Trial 5970 finished with value: 0.9954728059196221 and parameters: {'classifier': 'SVC', 'svc_c': 4385.576768354048, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:03,944] Trial 5971 finished with value: 0.9974815120163671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:06,433] Trial 5972 finished with value: 0.9975150959592255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:09,389] Trial 5973 finished with value: 0.9975913839230817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:11,905] Trial 5974 finished with value: 0.9974318657089652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:14,535] Trial 5975 finished with value: 0.9971326226902026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:17,990] Trial 5976 finished with value: 0.9973850119883038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:19,664] Trial 5977 finished with value: 0.9974786765834516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:21,333] Trial 5978 finished with value: 0.9977440896270972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:23,110] Trial 5979 finished with value: 0.9974044290814049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:23,714] Trial 5980 finished with value: 0.995755483877125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 17}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:25,694] Trial 5981 finished with value: 0.9973798392171928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:27,148] Trial 5982 finished with value: 0.9973226491900401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:28,964] Trial 5983 finished with value: 0.9970071493485752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:30,619] Trial 5984 finished with value: 0.997419738591045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:32,282] Trial 5985 finished with value: 0.9974347260244002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:34,153] Trial 5986 finished with value: 0.997452749188605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:35,806] Trial 5987 finished with value: 0.9970478197631514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:37,589] Trial 5988 finished with value: 0.9975584364522195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:38,905] Trial 5989 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 473757269.6800699, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:40,590] Trial 5990 finished with value: 0.9974794615571172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:42,416] Trial 5991 finished with value: 0.9974512064406609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:44,384] Trial 5992 finished with value: 0.9973670544898298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:46,076] Trial 5993 finished with value: 0.9968199719924291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:47,562] Trial 5994 finished with value: 0.997392124516844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:49,248] Trial 5995 finished with value: 0.9970766537155642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:50,895] Trial 5996 finished with value: 0.9973479286555057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:52,793] Trial 5997 finished with value: 0.9972478455763786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:54,245] Trial 5998 finished with value: 0.9975206361600915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:55,919] Trial 5999 finished with value: 0.9971890781752247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:57,538] Trial 6000 finished with value: 0.9972921013588861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:59,274] Trial 6001 finished with value: 0.9968328331446733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:01,099] Trial 6002 finished with value: 0.997106541683884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:02,426] Trial 6003 finished with value: 0.9974065007098392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:03,978] Trial 6004 finished with value: 0.9970660516675736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:05,759] Trial 6005 finished with value: 0.9974431589768428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:07,747] Trial 6006 finished with value: 0.9976237187253778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:08,466] Trial 6007 finished with value: 0.9938070722509519 and parameters: {'classifier': 'SVC', 'svc_c': 265.12938907488103, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:10,054] Trial 6008 finished with value: 0.9969024933130503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:11,737] Trial 6009 finished with value: 0.9969263052494122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:13,280] Trial 6010 finished with value: 0.9972832050647327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:14,548] Trial 6011 finished with value: 0.9969857972904693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:16,382] Trial 6012 finished with value: 0.9970378305741542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:26,184] Trial 6013 finished with value: 0.9967422779440583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:27,760] Trial 6014 finished with value: 0.997487517717122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:29,427] Trial 6015 finished with value: 0.997157641238331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:30,981] Trial 6016 finished with value: 0.9969267259988515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:45,173] Trial 6017 finished with value: 0.9961017658072392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 66, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:46,654] Trial 6018 finished with value: 0.9957993538536293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:48,500] Trial 6019 finished with value: 0.9974528371660846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:54,315] Trial 6020 finished with value: 0.9953641943252133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 51, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:55,171] Trial 6021 finished with value: 0.9920181482435521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:56,808] Trial 6022 finished with value: 0.9972264772367265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:58,845] Trial 6023 finished with value: 0.9972281251323581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:00,348] Trial 6024 finished with value: 0.9970681951188926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:01,720] Trial 6025 finished with value: 0.9971427945625951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:03,489] Trial 6026 finished with value: 0.9853173245058157 and parameters: {'classifier': 'SVC', 'svc_c': 0.001757077519318503, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:04,798] Trial 6027 finished with value: 0.9975959608467179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:06,725] Trial 6028 finished with value: 0.9973565617471926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:09,119] Trial 6029 finished with value: 0.9910094024942272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:10,514] Trial 6030 finished with value: 0.997104109766724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:11,990] Trial 6031 finished with value: 0.9972452898179038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:13,595] Trial 6032 finished with value: 0.9973971880460776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:15,554] Trial 6033 finished with value: 0.9973253450713765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:17,786] Trial 6034 finished with value: 0.9975057688547161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:19,790] Trial 6035 finished with value: 0.9974371546408177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:21,291] Trial 6036 finished with value: 0.9971657695703374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:31,102] Trial 6037 finished with value: 0.9964639673447889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:36,010] Trial 6038 finished with value: 0.9965629005595282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:38,131] Trial 6039 finished with value: 0.9971931826483704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:39,786] Trial 6040 finished with value: 0.9974435584301461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:44,289] Trial 6041 finished with value: 0.995748936949834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 48, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:46,161] Trial 6042 finished with value: 0.9972184705878573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:47,985] Trial 6043 finished with value: 0.9972707871006282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:49,199] Trial 6044 finished with value: 0.9971530174060673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:50,347] Trial 6045 finished with value: 0.9971528819169403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:47,394] Trial 6046 finished with value: 0.9899213610747689 and parameters: {'classifier': 'SVC', 'svc_c': 49528583.97775014, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:48,667] Trial 6047 finished with value: 0.9959993735414404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:50,639] Trial 6048 finished with value: 0.9976636732914512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:51,439] Trial 6049 finished with value: 0.9968846787621112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:53,336] Trial 6050 finished with value: 0.9972312048202095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:54,134] Trial 6051 finished with value: 0.988711872902004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:55,670] Trial 6052 finished with value: 0.9973785882040939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:57,293] Trial 6053 finished with value: 0.996666344746532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:58,312] Trial 6054 finished with value: 0.9968158596800203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:00,919] Trial 6055 finished with value: 0.997420207804269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:02,170] Trial 6056 finished with value: 0.997464290900822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:04,225] Trial 6057 finished with value: 0.997731077497627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:05,118] Trial 6058 finished with value: 0.9971467808437735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:06,955] Trial 6059 finished with value: 0.997202641814313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:08,587] Trial 6060 finished with value: 0.9955435264197496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:10,276] Trial 6061 finished with value: 0.9973556885421444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:11,554] Trial 6062 finished with value: 0.9966316362343983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:13,284] Trial 6063 finished with value: 0.9970501650358239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:15,035] Trial 6064 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.5455225963566995e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:26,259] Trial 6065 finished with value: 0.996650177361253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:27,194] Trial 6066 finished with value: 0.9969733905933224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:28,927] Trial 6067 finished with value: 0.9976208575212814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:30,641] Trial 6068 finished with value: 0.9976168230619596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:32,750] Trial 6069 finished with value: 0.9970306535541863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:35,210] Trial 6070 finished with value: 0.9976438964491692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:35,987] Trial 6071 finished with value: 0.9935020289391714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:36,920] Trial 6072 finished with value: 0.9971408754982822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:39,095] Trial 6073 finished with value: 0.9975863211238196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:40,691] Trial 6074 finished with value: 0.9972096085706438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:47,870] Trial 6075 finished with value: 0.9951867056318188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:48,782] Trial 6076 finished with value: 0.9932752415319377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:50,313] Trial 6077 finished with value: 0.9974403845759232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:51,837] Trial 6078 finished with value: 0.9973138955895186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:54,241] Trial 6079 finished with value: 0.9974804771384184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:56,369] Trial 6080 finished with value: 0.9975002441419489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:58,065] Trial 6081 finished with value: 0.9974235411097391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:58,907] Trial 6082 finished with value: 0.9905028182649925 and parameters: {'classifier': 'SVC', 'svc_c': 6.823166193006744, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:00,852] Trial 6083 finished with value: 0.99750496417181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:03,037] Trial 6084 finished with value: 0.9974672489055362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:05,177] Trial 6085 finished with value: 0.9972913414264298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:07,066] Trial 6086 finished with value: 0.9975785543817932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:09,069] Trial 6087 finished with value: 0.9974621564630688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:10,895] Trial 6088 finished with value: 0.9974821749260404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:12,754] Trial 6089 finished with value: 0.9971094904528671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:14,803] Trial 6090 finished with value: 0.9976136809139063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:17,174] Trial 6091 finished with value: 0.997188512097907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:17,732] Trial 6092 finished with value: 0.9954900835921183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 11}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:19,895] Trial 6093 finished with value: 0.9973765846852091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:21,973] Trial 6094 finished with value: 0.9975697941797869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:22,614] Trial 6095 finished with value: 0.987989955095487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:24,785] Trial 6096 finished with value: 0.9975451968571667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:26,383] Trial 6097 finished with value: 0.9974149435327706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:28,901] Trial 6098 finished with value: 0.9972378027185799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:31,314] Trial 6099 finished with value: 0.9975090810227396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:33,324] Trial 6100 finished with value: 0.9974566638373261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:36,010] Trial 6101 finished with value: 0.9975302048218148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:37,762] Trial 6102 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.044697532278686e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:40,988] Trial 6103 finished with value: 0.9971495764773531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:43,333] Trial 6104 finished with value: 0.9974972403394343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:44,454] Trial 6105 finished with value: 0.9971109529356431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:55,399] Trial 6106 finished with value: 0.9970638290301755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:56,760] Trial 6107 finished with value: 0.9966187611174747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:58,743] Trial 6108 finished with value: 0.9973831071425735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:59,718] Trial 6109 finished with value: 0.9971375452713892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:01,273] Trial 6110 finished with value: 0.99734447379385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:03,238] Trial 6111 finished with value: 0.997423454687417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:05,767] Trial 6112 finished with value: 0.9974463712656715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:06,725] Trial 6113 finished with value: 0.9949822429226028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:08,335] Trial 6114 finished with value: 0.996771321176233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:10,116] Trial 6115 finished with value: 0.9971172673192861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:11,552] Trial 6116 finished with value: 0.9973315309799698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:13,726] Trial 6117 finished with value: 0.9974920379885934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:15,806] Trial 6118 finished with value: 0.9974442803723274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:18,089] Trial 6119 finished with value: 0.99736769515123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:19,242] Trial 6120 finished with value: 0.9963859856875006 and parameters: {'classifier': 'SVC', 'svc_c': 50535.095839682166, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:20,472] Trial 6121 finished with value: 0.9946006056300627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:22,169] Trial 6122 finished with value: 0.9973253163803081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:23,342] Trial 6123 finished with value: 0.9969141330636634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:25,328] Trial 6124 finished with value: 0.99731791716325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:27,031] Trial 6125 finished with value: 0.9971045251841949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:28,812] Trial 6126 finished with value: 0.9966599883101619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:31,323] Trial 6127 finished with value: 0.9971647577341093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:33,382] Trial 6128 finished with value: 0.9972452588417061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:35,636] Trial 6129 finished with value: 0.9974716900861421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:37,645] Trial 6130 finished with value: 0.9972857679642367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:48,711] Trial 6131 finished with value: 0.9967133018692961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:50,692] Trial 6132 finished with value: 0.9972528287134929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:52,578] Trial 6133 finished with value: 0.997528600565806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:54,886] Trial 6134 finished with value: 0.9971160209081841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:56,114] Trial 6135 finished with value: 0.9974317651632744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:57,122] Trial 6136 finished with value: 0.995906305618953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:58,027] Trial 6137 finished with value: 0.9804683076945707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 2}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:59,617] Trial 6138 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9751495456.37516, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:04,681] Trial 6139 finished with value: 0.9963979863298599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 52}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:05,607] Trial 6140 finished with value: 0.9972277454200332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:08,050] Trial 6141 finished with value: 0.997357625220996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:10,650] Trial 6142 finished with value: 0.9976724823698349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:13,462] Trial 6143 finished with value: 0.9968976648664972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:15,512] Trial 6144 finished with value: 0.9974394217112864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:18,498] Trial 6145 finished with value: 0.997375640768103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:28,250] Trial 6146 finished with value: 0.99634812598201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:31,059] Trial 6147 finished with value: 0.997640290800715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:34,650] Trial 6148 finished with value: 0.9973668759323623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:46,268] Trial 6149 finished with value: 0.9966086819832477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:47,944] Trial 6150 finished with value: 0.9973077990866104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:51,457] Trial 6151 finished with value: 0.997058823136982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:54,001] Trial 6152 finished with value: 0.9973744940140303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:56,015] Trial 6153 finished with value: 0.9967750572357489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:57,512] Trial 6154 finished with value: 0.9974820116979822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:00,128] Trial 6155 finished with value: 0.9972808569991244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:00,990] Trial 6156 finished with value: 0.9963549977785218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:04,679] Trial 6157 finished with value: 0.9938154391885465 and parameters: {'classifier': 'SVC', 'svc_c': 739889.4802323577, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:07,075] Trial 6158 finished with value: 0.9973415861838147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:08,824] Trial 6159 finished with value: 0.9973117313181324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:11,399] Trial 6160 finished with value: 0.9972028447782314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:13,280] Trial 6161 finished with value: 0.9972613339648883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:15,791] Trial 6162 finished with value: 0.9974089022220837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:18,466] Trial 6163 finished with value: 0.9970433513196829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:21,119] Trial 6164 finished with value: 0.9972310707592884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:22,304] Trial 6165 finished with value: 0.9970311127064937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:23,271] Trial 6166 finished with value: 0.9950233505903304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:25,744] Trial 6167 finished with value: 0.9972015987797219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:33,693] Trial 6168 finished with value: 0.9969794344113039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:34,621] Trial 6169 finished with value: 0.9973631519649894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 44}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:37,569] Trial 6170 finished with value: 0.9975139841485889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:39,744] Trial 6171 finished with value: 0.9971500141748351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:41,354] Trial 6172 finished with value: 0.997034866761403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:42,644] Trial 6173 finished with value: 0.9973259490437556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:45,331] Trial 6174 finished with value: 0.9974718397303759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:46,386] Trial 6175 finished with value: 0.9974776125066279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 38}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:47,612] Trial 6176 finished with value: 0.9868443940507072 and parameters: {'classifier': 'SVC', 'svc_c': 1.5488814698236288, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:04,528] Trial 6177 finished with value: 0.9962532812127729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:07,459] Trial 6178 finished with value: 0.9972809154603498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:09,550] Trial 6179 finished with value: 0.997482679653983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:10,726] Trial 6180 finished with value: 0.9970251225255754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:12,749] Trial 6181 finished with value: 0.9975516977644916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:16,618] Trial 6182 finished with value: 0.9974358094296097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:25,971] Trial 6183 finished with value: 0.9967218417784866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:27,057] Trial 6184 finished with value: 0.9974128260113222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:28,736] Trial 6185 finished with value: 0.9972439506686359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:31,222] Trial 6186 finished with value: 0.9973990648672358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:34,405] Trial 6187 finished with value: 0.9974328241302951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:37,159] Trial 6188 finished with value: 0.9973207509775323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:48,782] Trial 6189 finished with value: 0.9966321174128133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:50,606] Trial 6190 finished with value: 0.9975524586173474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:52,720] Trial 6191 finished with value: 0.9974269113898714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:55,027] Trial 6192 finished with value: 0.9972826391778424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:57,237] Trial 6193 finished with value: 0.9975505645625055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:58,915] Trial 6194 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.808601148670171e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:15,422] Trial 6195 finished with value: 0.9956998111123768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 73, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:17,337] Trial 6196 finished with value: 0.9976962163261582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:19,085] Trial 6197 finished with value: 0.997248624456366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:23,181] Trial 6198 finished with value: 0.9972908515835658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:29,212] Trial 6199 finished with value: 0.9965020070676909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 29, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:31,878] Trial 6200 finished with value: 0.9974810788891438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:34,231] Trial 6201 finished with value: 0.9906805228396339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:35,821] Trial 6202 finished with value: 0.9972247458386603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:38,027] Trial 6203 finished with value: 0.9974083688982865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:39,866] Trial 6204 finished with value: 0.9971731831646675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:42,421] Trial 6205 finished with value: 0.9969672826330296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:44,498] Trial 6206 finished with value: 0.9971681793661759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:53,439] Trial 6207 finished with value: 0.9972781265869447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:55,603] Trial 6208 finished with value: 0.9973497658677554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:57,385] Trial 6209 finished with value: 0.9972772863575822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:00,217] Trial 6210 finished with value: 0.9973066787384769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:02,467] Trial 6211 finished with value: 0.9973351902654876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:04,243] Trial 6212 finished with value: 0.9966663733106489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:05,330] Trial 6213 finished with value: 0.99270740974277 and parameters: {'classifier': 'SVC', 'svc_c': 388.24500715661975, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:07,790] Trial 6214 finished with value: 0.9972596542678732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:09,165] Trial 6215 finished with value: 0.9974119861945526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:12,245] Trial 6216 finished with value: 0.9971745446256843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:14,082] Trial 6217 finished with value: 0.9974640369975623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:16,580] Trial 6218 finished with value: 0.9974914034526093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:17,727] Trial 6219 finished with value: 0.9945053542664932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:21,485] Trial 6220 finished with value: 0.9974014498757685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:24,304] Trial 6221 finished with value: 0.9974470979685388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:25,114] Trial 6222 finished with value: 0.9972589425452982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:26,853] Trial 6223 finished with value: 0.997518836557262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:28,546] Trial 6224 finished with value: 0.9969701758289368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:30,638] Trial 6225 finished with value: 0.9971189930362668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:32,870] Trial 6226 finished with value: 0.9973188833286293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:35,190] Trial 6227 finished with value: 0.9973463018338445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:37,534] Trial 6228 finished with value: 0.9968943621246321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:39,497] Trial 6229 finished with value: 0.9971878630259615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:42,329] Trial 6230 finished with value: 0.9975219079615196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:51,116] Trial 6231 finished with value: 0.9968868163736552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:52,819] Trial 6232 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0191055691008606e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:56,457] Trial 6233 finished with value: 0.9973147942166308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:58,812] Trial 6234 finished with value: 0.9976955728083463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:00,641] Trial 6235 finished with value: 0.9961028862823245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:07,984] Trial 6236 finished with value: 0.997064450426666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:09,767] Trial 6237 finished with value: 0.9914750509165029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:10,868] Trial 6238 finished with value: 0.9909487136801549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:12,049] Trial 6239 finished with value: 0.9963649886496281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:14,037] Trial 6240 finished with value: 0.9971965076702466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:15,407] Trial 6241 finished with value: 0.9972876099371725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:17,511] Trial 6242 finished with value: 0.99689527658896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:20,077] Trial 6243 finished with value: 0.99678576195587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:22,736] Trial 6244 finished with value: 0.997523004411009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:29,404] Trial 6245 finished with value: 0.9970419118151517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:31,746] Trial 6246 finished with value: 0.9972390575402276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:33,730] Trial 6247 finished with value: 0.9965345890448104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:41,041] Trial 6248 finished with value: 0.9965132506974808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:42,809] Trial 6249 finished with value: 0.9973895017596464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:44,569] Trial 6250 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.290830653898104e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:57,363] Trial 6251 finished with value: 0.9959445555102784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:59,837] Trial 6252 finished with value: 0.9974889805490151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:02,959] Trial 6253 finished with value: 0.9974485516281767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:04,150] Trial 6254 finished with value: 0.997206850133892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:05,732] Trial 6255 finished with value: 0.9971466822658329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:08,295] Trial 6256 finished with value: 0.9974861580334279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:10,388] Trial 6257 finished with value: 0.9975907471971818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:13,116] Trial 6258 finished with value: 0.9974618832948993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:16,376] Trial 6259 finished with value: 0.9973256180491187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:18,516] Trial 6260 finished with value: 0.9974136563067194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:21,233] Trial 6261 finished with value: 0.9973907045628637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:22,910] Trial 6262 finished with value: 0.9972166992317656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:25,214] Trial 6263 finished with value: 0.9974410866184363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:27,655] Trial 6264 finished with value: 0.9974292683103559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:30,005] Trial 6265 finished with value: 0.9970325030490063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:32,995] Trial 6266 finished with value: 0.9972736096796914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:35,114] Trial 6267 finished with value: 0.997725813099177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:37,647] Trial 6268 finished with value: 0.99741631299174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:44,544] Trial 6269 finished with value: 0.9928419509854168 and parameters: {'classifier': 'SVC', 'svc_c': 2765523.1233230582, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:47,295] Trial 6270 finished with value: 0.9973280631375102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:49,095] Trial 6271 finished with value: 0.9971834413959063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:57,875] Trial 6272 finished with value: 0.9957897856044987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 57, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:00,547] Trial 6273 finished with value: 0.9974851985012713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:03,025] Trial 6274 finished with value: 0.9967879566639094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:05,949] Trial 6275 finished with value: 0.9972854662002124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:07,980] Trial 6276 finished with value: 0.997247738111824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:10,986] Trial 6277 finished with value: 0.9971739429066965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:13,645] Trial 6278 finished with value: 0.9974683608431244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:15,634] Trial 6279 finished with value: 0.9975332569611627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:19,308] Trial 6280 finished with value: 0.9973682807156227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:21,007] Trial 6281 finished with value: 0.9973158058941692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:23,304] Trial 6282 finished with value: 0.9975644477071081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:25,100] Trial 6283 finished with value: 0.9973020784240028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:26,854] Trial 6284 finished with value: 0.9975348257341908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:29,368] Trial 6285 finished with value: 0.9974083915274146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:32,236] Trial 6286 finished with value: 0.9970126771716572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:34,795] Trial 6287 finished with value: 0.9974487934075559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:36,276] Trial 6288 finished with value: 0.9887860847623807 and parameters: {'classifier': 'SVC', 'svc_c': 24993.24215357039, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:37,897] Trial 6289 finished with value: 0.9966334570698878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:40,443] Trial 6290 finished with value: 0.9970261490564548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:42,179] Trial 6291 finished with value: 0.9973225777797484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:50,652] Trial 6292 finished with value: 0.9960906165025101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:52,040] Trial 6293 finished with value: 0.9969833431567743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:52,825] Trial 6294 finished with value: 0.9948534739166637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:54,720] Trial 6295 finished with value: 0.9975337487400386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:10,559] Trial 6296 finished with value: 0.99582967983681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:13,755] Trial 6297 finished with value: 0.9968431480598149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:25,063] Trial 6298 finished with value: 0.9967193748226767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:27,942] Trial 6299 finished with value: 0.9975354435442977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:30,369] Trial 6300 finished with value: 0.9973246409341613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:31,400] Trial 6301 finished with value: 0.9941274257388684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:32,682] Trial 6302 finished with value: 0.9968460603302045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:35,024] Trial 6303 finished with value: 0.9974479571771698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:36,974] Trial 6304 finished with value: 0.997438437391824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:38,043] Trial 6305 finished with value: 0.996593789033643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:38,867] Trial 6306 finished with value: 0.9922936660656537 and parameters: {'classifier': 'SVC', 'svc_c': 44.80390727071328, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:42,226] Trial 6307 finished with value: 0.9972878372123279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:44,689] Trial 6308 finished with value: 0.9972614207363272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:47,190] Trial 6309 finished with value: 0.997345022002726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:50,291] Trial 6310 finished with value: 0.9973138280512516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:52,532] Trial 6311 finished with value: 0.997529450157851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:55,566] Trial 6312 finished with value: 0.9975234949521069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:56,802] Trial 6313 finished with value: 0.9972593764024933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:59,405] Trial 6314 finished with value: 0.9974649225169187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:01,302] Trial 6315 finished with value: 0.997120886741992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:04,848] Trial 6316 finished with value: 0.9975106274205432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:06,630] Trial 6317 finished with value: 0.9969974496727697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:13,513] Trial 6318 finished with value: 0.9971199240995205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:16,463] Trial 6319 finished with value: 0.997587358604277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:18,006] Trial 6320 finished with value: 0.9972034627470276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:19,583] Trial 6321 finished with value: 0.9975304049610593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:21,597] Trial 6322 finished with value: 0.9972340848766231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:24,390] Trial 6323 finished with value: 0.997642601986875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:26,974] Trial 6324 finished with value: 0.9973298250674433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:28,736] Trial 6325 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002007487245701402, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:37,585] Trial 6326 finished with value: 0.9967475522129976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:41,273] Trial 6327 finished with value: 0.997316839470864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:44,757] Trial 6328 finished with value: 0.9974394726506279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:45,869] Trial 6329 finished with value: 0.9961166834489359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:48,189] Trial 6330 finished with value: 0.9974127773253721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:49,367] Trial 6331 finished with value: 0.9972105550267826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:50,595] Trial 6332 finished with value: 0.9966534808965658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:52,840] Trial 6333 finished with value: 0.9970814886366502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:54,529] Trial 6334 finished with value: 0.9970694330242355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:55,494] Trial 6335 finished with value: 0.9968863566818035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:58,016] Trial 6336 finished with value: 0.9971538549694454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:01,223] Trial 6337 finished with value: 0.997731975140864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:07,866] Trial 6338 finished with value: 0.9969676467303041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:10,188] Trial 6339 finished with value: 0.9971773438456474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:11,897] Trial 6340 finished with value: 0.9958243413938219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:13,778] Trial 6341 finished with value: 0.9974183976961924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:20,156] Trial 6342 finished with value: 0.9969041529517075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:20,709] Trial 6343 finished with value: 0.9874748757709875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:21,432] Trial 6344 finished with value: 0.995134945674993 and parameters: {'classifier': 'SVC', 'svc_c': 1882.897912797549, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:23,712] Trial 6345 finished with value: 0.9974640239532823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:26,536] Trial 6346 finished with value: 0.9975922442108014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:28,923] Trial 6347 finished with value: 0.99733485533535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:31,420] Trial 6348 finished with value: 0.9973550199196476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:33,196] Trial 6349 finished with value: 0.9974302954442553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:34,879] Trial 6350 finished with value: 0.9972814049858346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:36,821] Trial 6351 finished with value: 0.9972885522673832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:39,384] Trial 6352 finished with value: 0.9971298993238386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:40,835] Trial 6353 finished with value: 0.9973712741715794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:43,447] Trial 6354 finished with value: 0.9975550433207938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:45,733] Trial 6355 finished with value: 0.9974497666187506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:48,157] Trial 6356 finished with value: 0.9973822627555452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:51,654] Trial 6357 finished with value: 0.9971963431091964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:53,763] Trial 6358 finished with value: 0.9971577573673344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:57,782] Trial 6359 finished with value: 0.9974250744632626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:06,259] Trial 6360 finished with value: 0.9963376333345865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:09,414] Trial 6361 finished with value: 0.9974253147509602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:11,136] Trial 6362 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.023285329515581e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:13,057] Trial 6363 finished with value: 0.9973169762295072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:14,254] Trial 6364 finished with value: 0.9975991602499562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:16,382] Trial 6365 finished with value: 0.9972386498033302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:19,174] Trial 6366 finished with value: 0.9977852262080584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:21,851] Trial 6367 finished with value: 0.9973119276488279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:24,604] Trial 6368 finished with value: 0.9977391959591442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:27,631] Trial 6369 finished with value: 0.9970240779675649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:30,381] Trial 6370 finished with value: 0.9974596785894189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:33,282] Trial 6371 finished with value: 0.9975426558250806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:36,307] Trial 6372 finished with value: 0.9972805060096056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:39,060] Trial 6373 finished with value: 0.9975195200013616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:41,556] Trial 6374 finished with value: 0.9975109663496572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:44,767] Trial 6375 finished with value: 0.9975418512056505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:59,374] Trial 6376 finished with value: 0.9963215388195429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:02,061] Trial 6377 finished with value: 0.9974363411665115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:04,628] Trial 6378 finished with value: 0.9974955831763337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:07,321] Trial 6379 finished with value: 0.997572612632922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:10,221] Trial 6380 finished with value: 0.9974021588054077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:13,198] Trial 6381 finished with value: 0.9972594677759289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:14,880] Trial 6382 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3265975413416648e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:17,951] Trial 6383 finished with value: 0.9972112023848813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:20,788] Trial 6384 finished with value: 0.9976119162545131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:29,208] Trial 6385 finished with value: 0.996927472569649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:32,280] Trial 6386 finished with value: 0.9976364832991695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:34,724] Trial 6387 finished with value: 0.9974568570577068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:37,968] Trial 6388 finished with value: 0.9973901144599501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:40,533] Trial 6389 finished with value: 0.9974288595895834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:41,396] Trial 6390 finished with value: 0.995017189373829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 20}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:43,135] Trial 6391 finished with value: 0.9975584577800932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:46,141] Trial 6392 finished with value: 0.9975817226818822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:47,960] Trial 6393 finished with value: 0.9974629153481743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:56,377] Trial 6394 finished with value: 0.9969754945309464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:57,250] Trial 6395 finished with value: 0.9971399020014463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:59,393] Trial 6396 finished with value: 0.9968705697070831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:02,083] Trial 6397 finished with value: 0.9972787913691544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:09,692] Trial 6398 finished with value: 0.9970563658612339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:11,555] Trial 6399 finished with value: 0.997426515967282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:19,552] Trial 6400 finished with value: 0.9969688232227961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:21,249] Trial 6401 finished with value: 0.9867395980192725 and parameters: {'classifier': 'SVC', 'svc_c': 17010993.46042311, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:24,184] Trial 6402 finished with value: 0.9973455751944531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:26,612] Trial 6403 finished with value: 0.997257226603593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:27,140] Trial 6404 finished with value: 0.9900092514654588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 5}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:30,065] Trial 6405 finished with value: 0.9975522393084068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:32,879] Trial 6406 finished with value: 0.997179091969591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:35,280] Trial 6407 finished with value: 0.9974021547112176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:37,832] Trial 6408 finished with value: 0.9972150393392049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:41,362] Trial 6409 finished with value: 0.9971763606052738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:44,474] Trial 6410 finished with value: 0.9974675128062369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:47,649] Trial 6411 finished with value: 0.997439978172018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:49,425] Trial 6412 finished with value: 0.9974022422443665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:51,959] Trial 6413 finished with value: 0.9975078109034206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:54,850] Trial 6414 finished with value: 0.9973813976119255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:56,589] Trial 6415 finished with value: 0.9967060570571578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:58,315] Trial 6416 finished with value: 0.9945583910075984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:00,529] Trial 6417 finished with value: 0.9975354637930826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:01,929] Trial 6418 finished with value: 0.9972753541855134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:03,619] Trial 6419 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4069525305196655e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:15,647] Trial 6420 finished with value: 0.9968507489077991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:19,667] Trial 6421 finished with value: 0.9972505162895544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:21,429] Trial 6422 finished with value: 0.9974548479212123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:23,754] Trial 6423 finished with value: 0.9975093618080071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:31,529] Trial 6424 finished with value: 0.9971311089824436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:34,520] Trial 6425 finished with value: 0.9972989518275241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:37,366] Trial 6426 finished with value: 0.9974637665905907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:39,411] Trial 6427 finished with value: 0.9970515085014472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:42,130] Trial 6428 finished with value: 0.9975398373402079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:44,273] Trial 6429 finished with value: 0.9973592191304471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:47,321] Trial 6430 finished with value: 0.9973594610685158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:50,438] Trial 6431 finished with value: 0.9974089112039115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:51,724] Trial 6432 finished with value: 0.9973917147804586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:53,432] Trial 6433 finished with value: 0.9966553366437534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:57,397] Trial 6434 finished with value: 0.9972122281540509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:00,245] Trial 6435 finished with value: 0.9976572184993056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:15,422] Trial 6436 finished with value: 0.9959968648502823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 65, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:16,025] Trial 6437 finished with value: 0.9854698226439166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:17,801] Trial 6438 finished with value: 0.9854030275833988 and parameters: {'classifier': 'SVC', 'svc_c': 0.23660647355780723, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:27,359] Trial 6439 finished with value: 0.9969169690678611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:30,654] Trial 6440 finished with value: 0.9971762649472208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:33,570] Trial 6441 finished with value: 0.997612748041592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:36,429] Trial 6442 finished with value: 0.9973685553119983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:38,943] Trial 6443 finished with value: 0.9972724419151238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:42,339] Trial 6444 finished with value: 0.9971295800722272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:44,965] Trial 6445 finished with value: 0.9972909048080366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:51,928] Trial 6446 finished with value: 0.9966376740856534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:54,728] Trial 6447 finished with value: 0.9974312336168002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:57,820] Trial 6448 finished with value: 0.9974135366548085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:00,654] Trial 6449 finished with value: 0.9971107570492784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:12,177] Trial 6450 finished with value: 0.9956669270855919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 71, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:14,930] Trial 6451 finished with value: 0.997231805301419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:17,167] Trial 6452 finished with value: 0.9973271422938629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:34,079] Trial 6453 finished with value: 0.9963993466800497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:36,675] Trial 6454 finished with value: 0.9971930386217464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:37,363] Trial 6455 finished with value: 0.9952542674484431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 15}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:41,551] Trial 6456 finished with value: 0.9974093587718826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:43,286] Trial 6457 finished with value: 0.9852635744552402 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008959638843265528, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:45,579] Trial 6458 finished with value: 0.9974607891305393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:47,260] Trial 6459 finished with value: 0.9970190365596526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:49,427] Trial 6460 finished with value: 0.9973143329378836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:50,647] Trial 6461 finished with value: 0.9941504106170997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:53,963] Trial 6462 finished with value: 0.9976026081927479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:03,633] Trial 6463 finished with value: 0.9963264306466971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:06,276] Trial 6464 finished with value: 0.9971976463311529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:09,190] Trial 6465 finished with value: 0.9974089229469373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:11,409] Trial 6466 finished with value: 0.9969749666660693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:12,474] Trial 6467 finished with value: 0.9968610201515803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:19,769] Trial 6468 finished with value: 0.9967473215736241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:21,908] Trial 6469 finished with value: 0.9968604798137055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:30,040] Trial 6470 finished with value: 0.9959405875418726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:31,100] Trial 6471 finished with value: 0.9971574135188447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:34,005] Trial 6472 finished with value: 0.9968945223375889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:36,946] Trial 6473 finished with value: 0.9970905455880913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:38,243] Trial 6474 finished with value: 0.9973465553562494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:40,443] Trial 6475 finished with value: 0.9965177036528505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:42,216] Trial 6476 finished with value: 0.9853907396177632 and parameters: {'classifier': 'SVC', 'svc_c': 0.012506205217222423, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:43,239] Trial 6477 finished with value: 0.997191257236476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:46,304] Trial 6478 finished with value: 0.9975037790148692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:48,512] Trial 6479 finished with value: 0.997421034830662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:51,664] Trial 6480 finished with value: 0.9975467286555327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:54,943] Trial 6481 finished with value: 0.9972747206016664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:57,172] Trial 6482 finished with value: 0.9972459539970934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:59,931] Trial 6483 finished with value: 0.9970592167822482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:13,038] Trial 6484 finished with value: 0.9969938431673921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:20,423] Trial 6485 finished with value: 0.9970985663285914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:21,747] Trial 6486 finished with value: 0.9967274285388629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:23,983] Trial 6487 finished with value: 0.9976492069310607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:25,078] Trial 6488 finished with value: 0.9908485516053762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:27,982] Trial 6489 finished with value: 0.9971171557605413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:30,305] Trial 6490 finished with value: 0.9972660704349853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:31,431] Trial 6491 finished with value: 0.9971651408106524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:33,421] Trial 6492 finished with value: 0.9973635623678706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:40,702] Trial 6493 finished with value: 0.9971386626678975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:41,841] Trial 6494 finished with value: 0.9956861355019511 and parameters: {'classifier': 'SVC', 'svc_c': 6271.054657382179, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:45,421] Trial 6495 finished with value: 0.9972583247986672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:51,921] Trial 6496 finished with value: 0.9970811287922553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:55,189] Trial 6497 finished with value: 0.997292221137749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:56,135] Trial 6498 finished with value: 0.9970003634348411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:58,726] Trial 6499 finished with value: 0.9972751879423539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:00,397] Trial 6500 finished with value: 0.9970926180734493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:02,811] Trial 6501 finished with value: 0.9973592002146544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:05,635] Trial 6502 finished with value: 0.9976159479208989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:09,853] Trial 6503 finished with value: 0.994256897072962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:14,575] Trial 6504 finished with value: 0.9966865878504129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:17,219] Trial 6505 finished with value: 0.9974833228861536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:18,455] Trial 6506 finished with value: 0.9962786342149702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 28}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:19,505] Trial 6507 finished with value: 0.9942871782739555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:21,777] Trial 6508 finished with value: 0.9973668117900513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:23,389] Trial 6509 finished with value: 0.9954676014740792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:25,992] Trial 6510 finished with value: 0.9974247758095535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:28,479] Trial 6511 finished with value: 0.9974626723627548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:29,669] Trial 6512 finished with value: 0.9975084148123239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:30,760] Trial 6513 finished with value: 0.9942924017305049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:32,007] Trial 6514 finished with value: 0.9867733539498514 and parameters: {'classifier': 'SVC', 'svc_c': 1792493.3787591655, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:34,883] Trial 6515 finished with value: 0.997520721376373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:36,413] Trial 6516 finished with value: 0.9975208165900954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:39,328] Trial 6517 finished with value: 0.9968020427724303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:41,913] Trial 6518 finished with value: 0.9973969539472721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:42,991] Trial 6519 finished with value: 0.9975206611060866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:45,731] Trial 6520 finished with value: 0.9975307839116745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:52,522] Trial 6521 finished with value: 0.9964904049582359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:55,850] Trial 6522 finished with value: 0.997054787344668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:59,025] Trial 6523 finished with value: 0.9974656476011526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:59,929] Trial 6524 finished with value: 0.997185007629902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:02,283] Trial 6525 finished with value: 0.9972482776562509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:03,666] Trial 6526 finished with value: 0.9971704767780838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:04,701] Trial 6527 finished with value: 0.997396888091114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:07,262] Trial 6528 finished with value: 0.9976882907676426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:08,508] Trial 6529 finished with value: 0.9969932938476899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:11,425] Trial 6530 finished with value: 0.9974641593789334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:15,107] Trial 6531 finished with value: 0.9973282101157596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:48:56,750] Trial 6532 finished with value: 0.9896096375047484 and parameters: {'classifier': 'SVC', 'svc_c': 3343577236.3742933, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:48:59,929] Trial 6533 finished with value: 0.9971341058343565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:02,642] Trial 6534 finished with value: 0.997550508799002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:04,773] Trial 6535 finished with value: 0.9972812428368654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:10,721] Trial 6536 finished with value: 0.9970042347295806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:12,937] Trial 6537 finished with value: 0.9975872322874052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:14,086] Trial 6538 finished with value: 0.9933783036897493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:15,599] Trial 6539 finished with value: 0.9974287260047309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:18,650] Trial 6540 finished with value: 0.9975181914525549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:20,715] Trial 6541 finished with value: 0.9969964483100512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:25,554] Trial 6542 finished with value: 0.9952880640987574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:27,606] Trial 6543 finished with value: 0.9974180387721967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:30,350] Trial 6544 finished with value: 0.9970142884734815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:34,271] Trial 6545 finished with value: 0.9972749786308542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:35,720] Trial 6546 finished with value: 0.9946043861226491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:38,881] Trial 6547 finished with value: 0.9901072928767363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:41,494] Trial 6548 finished with value: 0.9972273158157177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:43,653] Trial 6549 finished with value: 0.9971158421285512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:45,407] Trial 6550 finished with value: 0.9853943445997212 and parameters: {'classifier': 'SVC', 'svc_c': 0.033666075497982395, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:46,657] Trial 6551 finished with value: 0.9973976225697688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:59,842] Trial 6552 finished with value: 0.9958436601628854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:02,377] Trial 6553 finished with value: 0.9971167251406129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:03,486] Trial 6554 finished with value: 0.9959484737453831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:05,541] Trial 6555 finished with value: 0.9975751626785733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:14,014] Trial 6556 finished with value: 0.9972490782767047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:15,804] Trial 6557 finished with value: 0.9970761595563449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:17,723] Trial 6558 finished with value: 0.9968922508555512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:22,151] Trial 6559 finished with value: 0.9970208387967284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:24,011] Trial 6560 finished with value: 0.9972457973705201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:27,594] Trial 6561 finished with value: 0.9971789069058524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:30,860] Trial 6562 finished with value: 0.997384464858517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:45,879] Trial 6563 finished with value: 0.9965318317823609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:48,357] Trial 6564 finished with value: 0.9974507354501139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:49,434] Trial 6565 finished with value: 0.9974348409791011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:57,999] Trial 6566 finished with value: 0.9971669095959736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:01,368] Trial 6567 finished with value: 0.9974661161161427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:13,231] Trial 6568 finished with value: 0.9967689312800626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:16,019] Trial 6569 finished with value: 0.9970971405665742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:18,366] Trial 6570 finished with value: 0.9949785061648532 and parameters: {'classifier': 'SVC', 'svc_c': 378067.05590916437, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:25,359] Trial 6571 finished with value: 0.9972492144005898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:31,463] Trial 6572 finished with value: 0.9936811524521799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:33,768] Trial 6573 finished with value: 0.9974786757900039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:35,805] Trial 6574 finished with value: 0.9974532809889826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:38,072] Trial 6575 finished with value: 0.9971669827518502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:43,429] Trial 6576 finished with value: 0.9940661231771416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:49,000] Trial 6577 finished with value: 0.9971142043573119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:51,414] Trial 6578 finished with value: 0.9971172290116318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:54,635] Trial 6579 finished with value: 0.9974683800128205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:01,983] Trial 6580 finished with value: 0.9967021207949217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:03,849] Trial 6581 finished with value: 0.9969025876063732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:07,428] Trial 6582 finished with value: 0.9973684811405085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:09,071] Trial 6583 finished with value: 0.9973028091575844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:10,603] Trial 6584 finished with value: 0.9964190554762581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:20,853] Trial 6585 finished with value: 0.9964938696269048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:23,299] Trial 6586 finished with value: 0.9974283023988799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:26,227] Trial 6587 finished with value: 0.9974709579560926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:27,691] Trial 6588 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 212799442.2598272, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:30,338] Trial 6589 finished with value: 0.9974523446572364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:32,953] Trial 6590 finished with value: 0.9972380960720587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:36,983] Trial 6591 finished with value: 0.9973570835501292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:41,281] Trial 6592 finished with value: 0.9968036657538047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:43,622] Trial 6593 finished with value: 0.9972461251913662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:44,971] Trial 6594 finished with value: 0.9974460104691393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:46,455] Trial 6595 finished with value: 0.9971812725542616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:49,110] Trial 6596 finished with value: 0.9975376938571511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:50,663] Trial 6597 finished with value: 0.997137689393227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:52,956] Trial 6598 finished with value: 0.9975753359992859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:08,378] Trial 6599 finished with value: 0.9960437416761403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:17,670] Trial 6600 finished with value: 0.9965333004222913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:32,514] Trial 6601 finished with value: 0.9965089182509456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 63, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:39,463] Trial 6602 finished with value: 0.9971028024505774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:42,770] Trial 6603 finished with value: 0.9969393461334265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:44,434] Trial 6604 finished with value: 0.9975015721194733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:46,074] Trial 6605 finished with value: 0.997556360761333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:47,766] Trial 6606 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2270134276901622e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:51,027] Trial 6607 finished with value: 0.997381127141478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:51,814] Trial 6608 finished with value: 0.9905866573435319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:54,595] Trial 6609 finished with value: 0.9972497183668226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:56,779] Trial 6610 finished with value: 0.9974116837005566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:57,708] Trial 6611 finished with value: 0.9968021624560796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:59,506] Trial 6612 finished with value: 0.9974017953428912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:02,219] Trial 6613 finished with value: 0.996964681521085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:05,044] Trial 6614 finished with value: 0.9974879304686085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:13,831] Trial 6615 finished with value: 0.996685397901048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:14,968] Trial 6616 finished with value: 0.9938238568115795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:17,142] Trial 6617 finished with value: 0.9974353557996983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:19,922] Trial 6618 finished with value: 0.9974551281351974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:34,396] Trial 6619 finished with value: 0.9964598587139771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:35,751] Trial 6620 finished with value: 0.9973471142608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:38,057] Trial 6621 finished with value: 0.9967635568462874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:41,281] Trial 6622 finished with value: 0.996851456948777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:44,077] Trial 6623 finished with value: 0.9972660100060097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:45,500] Trial 6624 finished with value: 0.9968635833049874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:46,265] Trial 6625 finished with value: 0.9929923625147911 and parameters: {'classifier': 'SVC', 'svc_c': 919.5223340731778, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:48,445] Trial 6626 finished with value: 0.9970022671380069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:50,347] Trial 6627 finished with value: 0.9974798418724623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:53,633] Trial 6628 finished with value: 0.9972758387281467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:55,500] Trial 6629 finished with value: 0.9972628276142897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:58,884] Trial 6630 finished with value: 0.9973736445489368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:00,964] Trial 6631 finished with value: 0.9975021646979437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:03,677] Trial 6632 finished with value: 0.9975520117158724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:06,556] Trial 6633 finished with value: 0.9974458057278982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:08,901] Trial 6634 finished with value: 0.997407515370741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:11,027] Trial 6635 finished with value: 0.9974505615898569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:14,378] Trial 6636 finished with value: 0.9973520650252484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:16,159] Trial 6637 finished with value: 0.9974056869498916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:17,504] Trial 6638 finished with value: 0.997549967572466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:18,817] Trial 6639 finished with value: 0.9963835007997731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:21,539] Trial 6640 finished with value: 0.9976286655860637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:23,778] Trial 6641 finished with value: 0.9975743958589911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:25,559] Trial 6642 finished with value: 0.995770092391603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:27,547] Trial 6643 finished with value: 0.9973963022093422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:20,422] Trial 6644 finished with value: 0.9897341924148098 and parameters: {'classifier': 'SVC', 'svc_c': 1026859247.3594373, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:25,014] Trial 6645 finished with value: 0.9956892775230529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:27,929] Trial 6646 finished with value: 0.9974263636888021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:29,920] Trial 6647 finished with value: 0.9973646906504814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:32,243] Trial 6648 finished with value: 0.9972547341939814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:35,276] Trial 6649 finished with value: 0.9970610856371916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:38,545] Trial 6650 finished with value: 0.9971189844035561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:41,688] Trial 6651 finished with value: 0.997546805366055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:44,222] Trial 6652 finished with value: 0.9974422512092133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:45,886] Trial 6653 finished with value: 0.9970070698768548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:48,966] Trial 6654 finished with value: 0.9973081207820407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:49,958] Trial 6655 finished with value: 0.9931441236352044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:52,488] Trial 6656 finished with value: 0.9973850382038155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:54,899] Trial 6657 finished with value: 0.99743808678316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:57,770] Trial 6658 finished with value: 0.996863812928748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:03,724] Trial 6659 finished with value: 0.9935402480129886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 61, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:05,298] Trial 6660 finished with value: 0.9961032196255667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:06,996] Trial 6661 finished with value: 0.9975843869840005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:08,522] Trial 6662 finished with value: 0.997367614124352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:10,287] Trial 6663 finished with value: 0.9852043347305471 and parameters: {'classifier': 'SVC', 'svc_c': 3.941292657462319e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:12,682] Trial 6664 finished with value: 0.9974225548225265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:16,820] Trial 6665 finished with value: 0.9970668551761769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:28,274] Trial 6666 finished with value: 0.9966845694147115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:30,420] Trial 6667 finished with value: 0.9975616360458853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:32,287] Trial 6668 finished with value: 0.9971974543802885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:35,281] Trial 6669 finished with value: 0.9974576174344939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:36,944] Trial 6670 finished with value: 0.9956958856727671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:38,858] Trial 6671 finished with value: 0.9970710372802444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:39,771] Trial 6672 finished with value: 0.9966876066055047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:42,234] Trial 6673 finished with value: 0.9971428726061098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:43,753] Trial 6674 finished with value: 0.9970904644342621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:47,174] Trial 6675 finished with value: 0.9973275123896018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:48,318] Trial 6676 finished with value: 0.9973170165049119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:49,888] Trial 6677 finished with value: 0.9969506778676475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:52,166] Trial 6678 finished with value: 0.9976024149088915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:55,115] Trial 6679 finished with value: 0.9976264427899758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:58,008] Trial 6680 finished with value: 0.9970258170144669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:59,757] Trial 6681 finished with value: 0.9853594384873753 and parameters: {'classifier': 'SVC', 'svc_c': 0.0048152904046998455, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:02,361] Trial 6682 finished with value: 0.9974382217644807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:08,454] Trial 6683 finished with value: 0.996945166706967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:11,247] Trial 6684 finished with value: 0.9971941458303865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:18,282] Trial 6685 finished with value: 0.9968233096142546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:23,702] Trial 6686 finished with value: 0.9964090991042571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:25,742] Trial 6687 finished with value: 0.9974168703093954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:26,809] Trial 6688 finished with value: 0.9905542101573054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:29,201] Trial 6689 finished with value: 0.9975376865574325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:31,579] Trial 6690 finished with value: 0.9974265962007123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:32,783] Trial 6691 finished with value: 0.9926617226441116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 8}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:35,209] Trial 6692 finished with value: 0.9973816285052023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:37,569] Trial 6693 finished with value: 0.997437179967668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:39,409] Trial 6694 finished with value: 0.9974018172420475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:41,016] Trial 6695 finished with value: 0.9974698617922445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:42,699] Trial 6696 finished with value: 0.9973241413160219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:51,073] Trial 6697 finished with value: 0.9969926327470772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:52,898] Trial 6698 finished with value: 0.9973646001022313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:04,664] Trial 6699 finished with value: 0.9965769172255077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:08,203] Trial 6700 finished with value: 0.997304460131793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:09,951] Trial 6701 finished with value: 0.9852067110111554 and parameters: {'classifier': 'SVC', 'svc_c': 1.0675858353002862e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:12,397] Trial 6702 finished with value: 0.9972944888112377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:14,723] Trial 6703 finished with value: 0.9972897328540654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:19,558] Trial 6704 finished with value: 0.9972467027260685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:21,791] Trial 6705 finished with value: 0.9970866220527562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:25,021] Trial 6706 finished with value: 0.9972600436285223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:27,898] Trial 6707 finished with value: 0.9975854198307235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:29,756] Trial 6708 finished with value: 0.9972308144439478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:31,934] Trial 6709 finished with value: 0.9967574958580977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:33,603] Trial 6710 finished with value: 0.9975416479878291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:35,472] Trial 6711 finished with value: 0.9975546987105947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:37,958] Trial 6712 finished with value: 0.9971080827814568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:47,809] Trial 6713 finished with value: 0.9969967875565441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:50,224] Trial 6714 finished with value: 0.9974515409264676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:52,593] Trial 6715 finished with value: 0.9971365604441204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:59,247] Trial 6716 finished with value: 0.9971149721607695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:02,050] Trial 6717 finished with value: 0.9975120730504905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:09,599] Trial 6718 finished with value: 0.9970450791631036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:35,932] Trial 6719 finished with value: 0.9914810204360432 and parameters: {'classifier': 'SVC', 'svc_c': 5858187.362395061, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:46,947] Trial 6720 finished with value: 0.9968833197131755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:49,456] Trial 6721 finished with value: 0.9975413297518309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:52,265] Trial 6722 finished with value: 0.9972045566892223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:54,941] Trial 6723 finished with value: 0.997171718365024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:57,932] Trial 6724 finished with value: 0.9975734554330548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:59,529] Trial 6725 finished with value: 0.9970193219151788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:01,827] Trial 6726 finished with value: 0.9976191497362183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:03,870] Trial 6727 finished with value: 0.9975054407164907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:07,687] Trial 6728 finished with value: 0.996664584498708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:10,083] Trial 6729 finished with value: 0.9974353245695973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:11,776] Trial 6730 finished with value: 0.997591108628472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:18,835] Trial 6731 finished with value: 0.9967413604011535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:33,412] Trial 6732 finished with value: 0.9967865794291527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:35,228] Trial 6733 finished with value: 0.9956510438180604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:36,818] Trial 6734 finished with value: 0.9975618455795504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:39,183] Trial 6735 finished with value: 0.9973921951019501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:42,097] Trial 6736 finished with value: 0.9971212593450257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:45,365] Trial 6737 finished with value: 0.9975344469422652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:46,521] Trial 6738 finished with value: 0.9873280784275643 and parameters: {'classifier': 'SVC', 'svc_c': 100002.05217751411, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:49,004] Trial 6739 finished with value: 0.997100977425684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:51,928] Trial 6740 finished with value: 0.9971029138506325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:52,897] Trial 6741 finished with value: 0.9896851777552422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:54,296] Trial 6742 finished with value: 0.9969174529757364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:56,990] Trial 6743 finished with value: 0.9974670248359093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:57,741] Trial 6744 finished with value: 0.9919531768749353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:59,739] Trial 6745 finished with value: 0.9971821007866949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:03,370] Trial 6746 finished with value: 0.9970849258520292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:05,256] Trial 6747 finished with value: 0.9974179784701726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:10,989] Trial 6748 finished with value: 0.9969172327463962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:19,658] Trial 6749 finished with value: 0.9963745253830164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:22,973] Trial 6750 finished with value: 0.9975025520273665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:24,644] Trial 6751 finished with value: 0.997164634305387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:26,051] Trial 6752 finished with value: 0.9964371867080378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:28,212] Trial 6753 finished with value: 0.9974942531041074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:31,159] Trial 6754 finished with value: 0.9974955239216604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:37,222] Trial 6755 finished with value: 0.996762125593612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:37,973] Trial 6756 finished with value: 0.9930696521904826 and parameters: {'classifier': 'SVC', 'svc_c': 115.93898850190666, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:40,129] Trial 6757 finished with value: 0.9975833428703207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:41,942] Trial 6758 finished with value: 0.9972774385091107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:45,262] Trial 6759 finished with value: 0.9971180379791553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:46,276] Trial 6760 finished with value: 0.9961457997100355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:49,758] Trial 6761 finished with value: 0.9972573537456504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:51,880] Trial 6762 finished with value: 0.9975343775949375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:06,986] Trial 6763 finished with value: 0.9969400951480427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:08,276] Trial 6764 finished with value: 0.9973254660880176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:11,102] Trial 6765 finished with value: 0.9966391883964326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:13,680] Trial 6766 finished with value: 0.9972827736513562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:16,896] Trial 6767 finished with value: 0.9973977022636543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:18,371] Trial 6768 finished with value: 0.996916373664717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:19,612] Trial 6769 finished with value: 0.9968466979130276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:21,407] Trial 6770 finished with value: 0.9969972144948754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:23,388] Trial 6771 finished with value: 0.997298832143875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:25,600] Trial 6772 finished with value: 0.9977656057067086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:27,221] Trial 6773 finished with value: 0.9974148586656062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:28,215] Trial 6774 finished with value: 0.997000520474007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:29,319] Trial 6775 finished with value: 0.9876367036161061 and parameters: {'classifier': 'SVC', 'svc_c': 2.658046297278946, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:30,328] Trial 6776 finished with value: 0.9973934106638062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 53}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:31,762] Trial 6777 finished with value: 0.9973665589024047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:33,468] Trial 6778 finished with value: 0.9974981276678513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:34,573] Trial 6779 finished with value: 0.9972862775480791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:35,624] Trial 6780 finished with value: 0.9973204373435306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 48}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:36,998] Trial 6781 finished with value: 0.9976400368339795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:38,132] Trial 6782 finished with value: 0.9972300534641404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:39,877] Trial 6783 finished with value: 0.9973581951386006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:41,716] Trial 6784 finished with value: 0.9975892887768577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:43,457] Trial 6785 finished with value: 0.9974050620939693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:44,963] Trial 6786 finished with value: 0.9972000625697865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:46,547] Trial 6787 finished with value: 0.9976058532033593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:48,336] Trial 6788 finished with value: 0.9974908240136328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:49,503] Trial 6789 finished with value: 0.9974814553642023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:50,940] Trial 6790 finished with value: 0.9975645008681031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:52,713] Trial 6791 finished with value: 0.9974586388238321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:53,703] Trial 6792 finished with value: 0.9973393797327494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:55,450] Trial 6793 finished with value: 0.9976345311004811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:56,663] Trial 6794 finished with value: 0.9862803600830233 and parameters: {'classifier': 'SVC', 'svc_c': 0.45667779741582243, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:58,764] Trial 6795 finished with value: 0.9974196853983122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:00,395] Trial 6796 finished with value: 0.9971262926597714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:01,570] Trial 6797 finished with value: 0.997114103494242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:03,379] Trial 6798 finished with value: 0.9975172303969787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:04,825] Trial 6799 finished with value: 0.9975466439787954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:06,991] Trial 6800 finished with value: 0.9976133231324753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:10,692] Trial 6801 finished with value: 0.9968751533908936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 52}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:12,653] Trial 6802 finished with value: 0.9974696051595248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:14,273] Trial 6803 finished with value: 0.9973678523173478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:16,398] Trial 6804 finished with value: 0.9974568543599848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:18,003] Trial 6805 finished with value: 0.9974699904577213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:19,912] Trial 6806 finished with value: 0.99756261062181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:21,938] Trial 6807 finished with value: 0.997214738146463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:23,747] Trial 6808 finished with value: 0.9974959228354194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:25,549] Trial 6809 finished with value: 0.9975659521473981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:26,816] Trial 6810 finished with value: 0.9974589469037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:28,629] Trial 6811 finished with value: 0.997564757500823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:30,248] Trial 6812 finished with value: 0.9973027532036536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:32,703] Trial 6813 finished with value: 0.9974245770033011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:34,302] Trial 6814 finished with value: 0.9972924129299238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:35,571] Trial 6815 finished with value: 0.996755900393489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:36,439] Trial 6816 finished with value: 0.9924746307898883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:37,961] Trial 6817 finished with value: 0.9866083685003186 and parameters: {'classifier': 'SVC', 'svc_c': 69503541.05774234, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:40,241] Trial 6818 finished with value: 0.99746330854911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:42,231] Trial 6819 finished with value: 0.9975816902140028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:46,264] Trial 6820 finished with value: 0.9950920791876472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 43, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:50,949] Trial 6821 finished with value: 0.9964482660624188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 51}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:53,218] Trial 6822 finished with value: 0.997546544670883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:03,028] Trial 6823 finished with value: 0.9960332717847965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 44, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:06,625] Trial 6824 finished with value: 0.9966482127530427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:11,402] Trial 6825 finished with value: 0.997153692185718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:25,685] Trial 6826 finished with value: 0.9966688354105587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:28,514] Trial 6827 finished with value: 0.9967127391879345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 36}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:30,460] Trial 6828 finished with value: 0.9975326156967421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:32,139] Trial 6829 finished with value: 0.9975901369724349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:33,238] Trial 6830 finished with value: 0.9954980999845251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:35,700] Trial 6831 finished with value: 0.9978010867195103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:37,410] Trial 6832 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.940898939586779e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:39,354] Trial 6833 finished with value: 0.9974826309045571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:41,293] Trial 6834 finished with value: 0.9977301889631693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:43,469] Trial 6835 finished with value: 0.997034527800551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:45,800] Trial 6836 finished with value: 0.9972799675442673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:47,957] Trial 6837 finished with value: 0.9974393345589924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:49,956] Trial 6838 finished with value: 0.9976486357756779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:51,972] Trial 6839 finished with value: 0.997260552704558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:54,003] Trial 6840 finished with value: 0.99740827511277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:56,404] Trial 6841 finished with value: 0.9975624551060633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:58,341] Trial 6842 finished with value: 0.9975421277063005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:00,377] Trial 6843 finished with value: 0.9972996521244525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:02,402] Trial 6844 finished with value: 0.9972489868080555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:04,679] Trial 6845 finished with value: 0.9975247611676634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:06,850] Trial 6846 finished with value: 0.9975137200891987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:08,882] Trial 6847 finished with value: 0.9975922190743787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:11,121] Trial 6848 finished with value: 0.997353776428433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:13,346] Trial 6849 finished with value: 0.9973785617346792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:15,478] Trial 6850 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.0137550424834527e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:20,397] Trial 6851 finished with value: 0.996735859840934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:22,332] Trial 6852 finished with value: 0.9975691777978858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:24,344] Trial 6853 finished with value: 0.9974718943830526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:26,977] Trial 6854 finished with value: 0.9977349924319894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:36,653] Trial 6855 finished with value: 0.99690878681315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:38,793] Trial 6856 finished with value: 0.9976837763676841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:39,826] Trial 6857 finished with value: 0.9971101313999083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:41,870] Trial 6858 finished with value: 0.9976091658791896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:45,945] Trial 6859 finished with value: 0.9971857576918696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:48,132] Trial 6860 finished with value: 0.9973697908369981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:55,746] Trial 6861 finished with value: 0.9968211935527497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:08,279] Trial 6862 finished with value: 0.9967804160544734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:10,625] Trial 6863 finished with value: 0.9975607452897742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:12,446] Trial 6864 finished with value: 0.9974977822959423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:14,631] Trial 6865 finished with value: 0.9974268549281339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:15,845] Trial 6866 finished with value: 0.9972741220882074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:16,824] Trial 6867 finished with value: 0.9936731634813251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:19,250] Trial 6868 finished with value: 0.9974192547466457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:20,374] Trial 6869 finished with value: 0.9972322147839011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:21,340] Trial 6870 finished with value: 0.996908230130253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:23,029] Trial 6871 finished with value: 0.9853850036892219 and parameters: {'classifier': 'SVC', 'svc_c': 0.07656729424449052, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:24,915] Trial 6872 finished with value: 0.9977425276459809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:27,366] Trial 6873 finished with value: 0.9975777025680945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:29,402] Trial 6874 finished with value: 0.9975740957453381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:32,862] Trial 6875 finished with value: 0.9969929400017593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:35,053] Trial 6876 finished with value: 0.9974009752036244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:38,773] Trial 6877 finished with value: 0.9971851046844232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:42,591] Trial 6878 finished with value: 0.997510198038393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:44,600] Trial 6879 finished with value: 0.9976431374053739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:46,897] Trial 6880 finished with value: 0.9972336408950353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:48,745] Trial 6881 finished with value: 0.997553444555443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:50,243] Trial 6882 finished with value: 0.9970693758642643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:53,318] Trial 6883 finished with value: 0.9973671493544352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:55,316] Trial 6884 finished with value: 0.9974955012607944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:06,991] Trial 6885 finished with value: 0.9960154974140484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 69, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:08,358] Trial 6886 finished with value: 0.9971324340718185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:11,965] Trial 6887 finished with value: 0.997319797856433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:14,110] Trial 6888 finished with value: 0.9973358203581645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:15,924] Trial 6889 finished with value: 0.997343550855501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:17,694] Trial 6890 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 4.853969043382425e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:19,522] Trial 6891 finished with value: 0.9973081291291104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:21,567] Trial 6892 finished with value: 0.9976094745620775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:23,582] Trial 6893 finished with value: 0.9973158458521949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:24,774] Trial 6894 finished with value: 0.9972863449593946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:27,090] Trial 6895 finished with value: 0.9971838097777983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:29,171] Trial 6896 finished with value: 0.9964394951647377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:32,029] Trial 6897 finished with value: 0.997467313809557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:34,119] Trial 6898 finished with value: 0.9972618386928307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:35,280] Trial 6899 finished with value: 0.9909364837314145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:37,699] Trial 6900 finished with value: 0.9975892180647999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:42,213] Trial 6901 finished with value: 0.9969178885785164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:44,033] Trial 6902 finished with value: 0.997474199888127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:52,965] Trial 6903 finished with value: 0.9966014846192811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:57,086] Trial 6904 finished with value: 0.9973788829540405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:59,502] Trial 6905 finished with value: 0.9974879460201832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:01,634] Trial 6906 finished with value: 0.9976103907085146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:02,502] Trial 6907 finished with value: 0.9906778382252547 and parameters: {'classifier': 'SVC', 'svc_c': 7.910527341385325, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:12,821] Trial 6908 finished with value: 0.9969538231894916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:16,220] Trial 6909 finished with value: 0.9973513619353843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:18,567] Trial 6910 finished with value: 0.9974106331440812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:20,761] Trial 6911 finished with value: 0.9976804928589909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:23,044] Trial 6912 finished with value: 0.997041929524904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:25,240] Trial 6913 finished with value: 0.9975080430979517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:30,425] Trial 6914 finished with value: 0.9970260047759275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:33,035] Trial 6915 finished with value: 0.9973765989990054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:39,253] Trial 6916 finished with value: 0.9956775326564902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:41,937] Trial 6917 finished with value: 0.9950986789268161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:44,257] Trial 6918 finished with value: 0.9973287305539663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:46,511] Trial 6919 finished with value: 0.9974216090646219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:49,652] Trial 6920 finished with value: 0.9972460544475705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:51,860] Trial 6921 finished with value: 0.9973131656493847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:52,725] Trial 6922 finished with value: 0.9971167794441725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 32}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:54,168] Trial 6923 finished with value: 0.9906440851193494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:56,019] Trial 6924 finished with value: 0.9959996154477709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:58,628] Trial 6925 finished with value: 0.9974635858114697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:00,706] Trial 6926 finished with value: 0.9974803354603993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:02,861] Trial 6927 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.251140346372609e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:06,189] Trial 6928 finished with value: 0.9975544191313678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:08,113] Trial 6929 finished with value: 0.9974096075018636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:09,991] Trial 6930 finished with value: 0.9973314001880532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:12,432] Trial 6931 finished with value: 0.9975133175573184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:15,275] Trial 6932 finished with value: 0.997384297790172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:18,079] Trial 6933 finished with value: 0.9976466791336822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:19,097] Trial 6934 finished with value: 0.9935435919506576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:33,241] Trial 6935 finished with value: 0.9964896339809877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:36,373] Trial 6936 finished with value: 0.9973999764116762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:37,763] Trial 6937 finished with value: 0.9973434856975768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:43,600] Trial 6938 finished with value: 0.9968329131876761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:46,809] Trial 6939 finished with value: 0.9971893176694744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:51,495] Trial 6940 finished with value: 0.9968282281964648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:54,787] Trial 6941 finished with value: 0.9975389761638266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:57,493] Trial 6942 finished with value: 0.9972217246755101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:01,157] Trial 6943 finished with value: 0.9975874670844448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:02,997] Trial 6944 finished with value: 0.9974606904891229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:04,750] Trial 6945 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.780765347657975e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:06,505] Trial 6946 finished with value: 0.995715256460261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:12,883] Trial 6947 finished with value: 0.9964239665683222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:13,872] Trial 6948 finished with value: 0.9968002902051799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:17,478] Trial 6949 finished with value: 0.996561526181183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:18,867] Trial 6950 finished with value: 0.9970255175355719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:21,145] Trial 6951 finished with value: 0.997546076473272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:23,054] Trial 6952 finished with value: 0.9976506669700181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:30,595] Trial 6953 finished with value: 0.9972134472388147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:33,359] Trial 6954 finished with value: 0.9975043610246165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:36,177] Trial 6955 finished with value: 0.9976168872360085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:38,064] Trial 6956 finished with value: 0.9972870559837356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:41,901] Trial 6957 finished with value: 0.997408208177523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:45,062] Trial 6958 finished with value: 0.9974148408289021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:53,129] Trial 6959 finished with value: 0.9968431323495507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:55,745] Trial 6960 finished with value: 0.9976342298442633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:57,734] Trial 6961 finished with value: 0.9971328643426302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:58,885] Trial 6962 finished with value: 0.9870237478857101 and parameters: {'classifier': 'SVC', 'svc_c': 230759.44709450917, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:04,777] Trial 6963 finished with value: 0.9936994825219498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:07,147] Trial 6964 finished with value: 0.9975360510078466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:10,269] Trial 6965 finished with value: 0.9971755649041957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:12,949] Trial 6966 finished with value: 0.9975217065527588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:15,849] Trial 6967 finished with value: 0.9973185681077322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:28,290] Trial 6968 finished with value: 0.996745920757602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:29,102] Trial 6969 finished with value: 0.9963362322329233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 25}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:35,184] Trial 6970 finished with value: 0.9970452113197501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:36,433] Trial 6971 finished with value: 0.9971659944968875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:37,383] Trial 6972 finished with value: 0.9957030385719254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:39,740] Trial 6973 finished with value: 0.9973433011733829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:40,997] Trial 6974 finished with value: 0.9943553183552541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:44,356] Trial 6975 finished with value: 0.9970055707685334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:48,648] Trial 6976 finished with value: 0.9973700548011745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:50,807] Trial 6977 finished with value: 0.9971866737748307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:55,501] Trial 6978 finished with value: 0.9962083992413512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 50}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:58,527] Trial 6979 finished with value: 0.9972610687311955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:01,007] Trial 6980 finished with value: 0.997647067478718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:02,716] Trial 6981 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014257105912730215, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:05,397] Trial 6982 finished with value: 0.9972120898402498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:07,938] Trial 6983 finished with value: 0.9975242848768859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:09,768] Trial 6984 finished with value: 0.9974749946370681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:12,630] Trial 6985 finished with value: 0.9972030211140451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:14,708] Trial 6986 finished with value: 0.9967092937841754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:17,473] Trial 6987 finished with value: 0.9976166766232545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:19,442] Trial 6988 finished with value: 0.9973417171661589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:24,495] Trial 6989 finished with value: 0.99737559789019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:25,420] Trial 6990 finished with value: 0.989364046561641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:27,174] Trial 6991 finished with value: 0.9972364140899144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:30,566] Trial 6992 finished with value: 0.9969902064157888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:33,817] Trial 6993 finished with value: 0.9971865904628235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:35,762] Trial 6994 finished with value: 0.9960877408259279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:39,082] Trial 6995 finished with value: 0.9974459236977001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:41,064] Trial 6996 finished with value: 0.9976367677025584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:43,325] Trial 6997 finished with value: 0.9975435464225022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:46,335] Trial 6998 finished with value: 0.997332309859957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:52,471] Trial 6999 finished with value: 0.9964783240824467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:54,760] Trial 7000 finished with value: 0.9974266844638328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:55,576] Trial 7001 finished with value: 0.9913570186542334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:58,185] Trial 7002 finished with value: 0.997434845136767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:59,876] Trial 7003 finished with value: 0.9866072213653911 and parameters: {'classifier': 'SVC', 'svc_c': 312427227.9884457, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:03,664] Trial 7004 finished with value: 0.9970212133357745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:05,677] Trial 7005 finished with value: 0.997509039382605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:13,432] Trial 7006 finished with value: 0.9969990617680419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:23,280] Trial 7007 finished with value: 0.9962177452616534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 46, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:32,565] Trial 7008 finished with value: 0.9965857820991326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:35,371] Trial 7009 finished with value: 0.9977069217762513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:51,561] Trial 7010 finished with value: 0.9966647139576326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:53,608] Trial 7011 finished with value: 0.9970704324826797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:56,427] Trial 7012 finished with value: 0.9973794582036136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:04,010] Trial 7013 finished with value: 0.9966137387205691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:06,363] Trial 7014 finished with value: 0.9974632963617535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:07,112] Trial 7015 finished with value: 0.9968985070953478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:08,324] Trial 7016 finished with value: 0.9910142341145708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:10,668] Trial 7017 finished with value: 0.997456276285738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:13,671] Trial 7018 finished with value: 0.9977466676021072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:15,374] Trial 7019 finished with value: 0.9851667268018764 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005241334329696133, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:18,250] Trial 7020 finished with value: 0.9970683579343579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:20,691] Trial 7021 finished with value: 0.9968404653179723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:23,238] Trial 7022 finished with value: 0.9973959186884681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:25,383] Trial 7023 finished with value: 0.9970627425146512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:38,666] Trial 7024 finished with value: 0.9965602896405702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:41,335] Trial 7025 finished with value: 0.9972968194844727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:43,762] Trial 7026 finished with value: 0.9968510280426955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:49,192] Trial 7027 finished with value: 0.9969544841314146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:51,544] Trial 7028 finished with value: 0.9974425322801217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:03,597] Trial 7029 finished with value: 0.9969104005270552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:07,235] Trial 7030 finished with value: 0.9974784315985438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:08,767] Trial 7031 finished with value: 0.9954993912412905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:11,410] Trial 7032 finished with value: 0.9973915532345093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:17,860] Trial 7033 finished with value: 0.9968807117458428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:19,865] Trial 7034 finished with value: 0.9974364107042666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:22,380] Trial 7035 finished with value: 0.9974073726136332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:24,647] Trial 7036 finished with value: 0.9969681893533081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:25,615] Trial 7037 finished with value: 0.9904343180219201 and parameters: {'classifier': 'SVC', 'svc_c': 11920.460393874682, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:28,198] Trial 7038 finished with value: 0.9975415213218403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:30,481] Trial 7039 finished with value: 0.9974983889660436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:32,986] Trial 7040 finished with value: 0.9970973182671181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:35,136] Trial 7041 finished with value: 0.9975377158832588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:37,915] Trial 7042 finished with value: 0.9972910283319725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:39,441] Trial 7043 finished with value: 0.9968672802951394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 40}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:41,937] Trial 7044 finished with value: 0.9976130244470282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:44,699] Trial 7045 finished with value: 0.9972939061984704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:45,655] Trial 7046 finished with value: 0.9969021407366361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:48,214] Trial 7047 finished with value: 0.9975023085658782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:50,224] Trial 7048 finished with value: 0.9975661329582568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:53,182] Trial 7049 finished with value: 0.99742243358372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:55,936] Trial 7050 finished with value: 0.9971745471964547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:57,663] Trial 7051 finished with value: 0.9973705896483912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:05,403] Trial 7052 finished with value: 0.9966823759444502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:13,565] Trial 7053 finished with value: 0.9969501819628434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:26,492] Trial 7054 finished with value: 0.9965921558961384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:29,705] Trial 7055 finished with value: 0.9973288880057254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:31,419] Trial 7056 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.7365477371057997e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:35,833] Trial 7057 finished with value: 0.997205950776808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:37,696] Trial 7058 finished with value: 0.9957274393099468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:40,226] Trial 7059 finished with value: 0.9976266227439113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:43,880] Trial 7060 finished with value: 0.995781423110211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:45,091] Trial 7061 finished with value: 0.9962777363178299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:49,116] Trial 7062 finished with value: 0.9973698688487747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:51,362] Trial 7063 finished with value: 0.99743747843095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:59,414] Trial 7064 finished with value: 0.9969756915916138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:02,094] Trial 7065 finished with value: 0.9973625272994943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:06,647] Trial 7066 finished with value: 0.9972435386153834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:18,716] Trial 7067 finished with value: 0.9962481637608346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:20,903] Trial 7068 finished with value: 0.9975725153244976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:23,019] Trial 7069 finished with value: 0.997458565826645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:25,187] Trial 7070 finished with value: 0.9974207764523572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:39,000] Trial 7071 finished with value: 0.9966078870121415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:42,107] Trial 7072 finished with value: 0.9975094461673651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:45,563] Trial 7073 finished with value: 0.9972542998924556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:48,051] Trial 7074 finished with value: 0.9970745290848244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:48,923] Trial 7075 finished with value: 0.9910142728030801 and parameters: {'classifier': 'SVC', 'svc_c': 26.966384583320124, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:50,901] Trial 7076 finished with value: 0.9973402728374655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:54,277] Trial 7077 finished with value: 0.9975198519798738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:56,557] Trial 7078 finished with value: 0.997449977072815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:58,480] Trial 7079 finished with value: 0.9971406680593189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:01,201] Trial 7080 finished with value: 0.9974339374960892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:04,146] Trial 7081 finished with value: 0.9974838777282521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:06,830] Trial 7082 finished with value: 0.9970434382498113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:21,260] Trial 7083 finished with value: 0.9967207293330919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:23,478] Trial 7084 finished with value: 0.9974154724767366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:25,232] Trial 7085 finished with value: 0.9945678619165667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:32,608] Trial 7086 finished with value: 0.9970035356069546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:34,821] Trial 7087 finished with value: 0.9974370229919775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:37,086] Trial 7088 finished with value: 0.9974880506283262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:40,208] Trial 7089 finished with value: 0.997537606101837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:42,700] Trial 7090 finished with value: 0.997320043095244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:43,986] Trial 7091 finished with value: 0.9972129935771651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:45,320] Trial 7092 finished with value: 0.9918528299268456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:47,079] Trial 7093 finished with value: 0.9853260076799205 and parameters: {'classifier': 'SVC', 'svc_c': 0.0020129881003341137, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:51,283] Trial 7094 finished with value: 0.9967039171922224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:52,709] Trial 7095 finished with value: 0.9966163916287788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:56,233] Trial 7096 finished with value: 0.9973577170387623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:57,006] Trial 7097 finished with value: 0.9960566223471977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 22}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:59,208] Trial 7098 finished with value: 0.9973880950721115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:06,834] Trial 7099 finished with value: 0.996728943896993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:09,321] Trial 7100 finished with value: 0.9972434809476054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:10,231] Trial 7101 finished with value: 0.9967447934588667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:12,111] Trial 7102 finished with value: 0.9961785405988578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:15,260] Trial 7103 finished with value: 0.9975299132139209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:17,579] Trial 7104 finished with value: 0.9972583887188128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:22,851] Trial 7105 finished with value: 0.9968111996665421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:26,950] Trial 7106 finished with value: 0.996746894920934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:28,433] Trial 7107 finished with value: 0.9971322687173205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:30,538] Trial 7108 finished with value: 0.9974967435142309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:32,963] Trial 7109 finished with value: 0.9973949252919644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:35,230] Trial 7110 finished with value: 0.9973417298295839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:37,522] Trial 7111 finished with value: 0.9976136339100653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:40,450] Trial 7112 finished with value: 0.9974627602132826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:41,738] Trial 7113 finished with value: 0.9864216119253498 and parameters: {'classifier': 'SVC', 'svc_c': 1.0825377502217444, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:43,097] Trial 7114 finished with value: 0.9973618668971157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:44,220] Trial 7115 finished with value: 0.9972113166096103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:47,262] Trial 7116 finished with value: 0.9969037969475995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:49,472] Trial 7117 finished with value: 0.9973162624122304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:52,747] Trial 7118 finished with value: 0.9974268452163342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:56,570] Trial 7119 finished with value: 0.9974950313493366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:59,481] Trial 7120 finished with value: 0.9935615673810494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:01,944] Trial 7121 finished with value: 0.9975722889380036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:04,950] Trial 7122 finished with value: 0.9972869651181065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:06,960] Trial 7123 finished with value: 0.9975310358789219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:09,315] Trial 7124 finished with value: 0.9973403980752485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:12,409] Trial 7125 finished with value: 0.9970869712014762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:13,392] Trial 7126 finished with value: 0.9974001814702964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:15,614] Trial 7127 finished with value: 0.9971117274675371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:16,866] Trial 7128 finished with value: 0.9956932740238372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:19,832] Trial 7129 finished with value: 0.997554491684224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:21,050] Trial 7130 finished with value: 0.9970899318086989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 43}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:22,760] Trial 7131 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.880508135521313e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:24,830] Trial 7132 finished with value: 0.9974838779504173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:27,376] Trial 7133 finished with value: 0.9976360335730208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:41,609] Trial 7134 finished with value: 0.9966949151790993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:44,251] Trial 7135 finished with value: 0.9974486494126696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:58,773] Trial 7136 finished with value: 0.9962671094825337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 71, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:00,919] Trial 7137 finished with value: 0.9972983212587785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:03,425] Trial 7138 finished with value: 0.9974469479117123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:05,257] Trial 7139 finished with value: 0.9976495098059117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:06,739] Trial 7140 finished with value: 0.9966194397056745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:09,007] Trial 7141 finished with value: 0.9974775266555881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:09,641] Trial 7142 finished with value: 0.994419036266953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 12}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:12,421] Trial 7143 finished with value: 0.9974432446374549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:14,437] Trial 7144 finished with value: 0.9967222190469927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:15,699] Trial 7145 finished with value: 0.9973424772890427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:19,846] Trial 7146 finished with value: 0.9967880728246508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:23,646] Trial 7147 finished with value: 0.9973973066823757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:24,339] Trial 7148 finished with value: 0.997113339626285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 18}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:25,130] Trial 7149 finished with value: 0.992583024630514 and parameters: {'classifier': 'SVC', 'svc_c': 282.73182256745264, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:28,465] Trial 7150 finished with value: 0.9973092987027384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:38,587] Trial 7151 finished with value: 0.9967344094185625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:41,217] Trial 7152 finished with value: 0.997525717906884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:43,702] Trial 7153 finished with value: 0.9973718632271421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:45,470] Trial 7154 finished with value: 0.9974215913866074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:48,488] Trial 7155 finished with value: 0.9972194867721788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:50,222] Trial 7156 finished with value: 0.9975555977185616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:52,317] Trial 7157 finished with value: 0.9975754924036941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:53,291] Trial 7158 finished with value: 0.9969241027021095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:55,746] Trial 7159 finished with value: 0.9976531854364517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:57,316] Trial 7160 finished with value: 0.9907738536472087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:00,427] Trial 7161 finished with value: 0.9974496621058213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:01,725] Trial 7162 finished with value: 0.9969215159991748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:06,299] Trial 7163 finished with value: 0.9973983700927033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:08,776] Trial 7164 finished with value: 0.9974405644029068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:22,088] Trial 7165 finished with value: 0.9968991215729742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:24,231] Trial 7166 finished with value: 0.9974625197668957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:27,114] Trial 7167 finished with value: 0.9974290130106281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:01,159] Trial 7168 finished with value: 0.9898141007217708 and parameters: {'classifier': 'SVC', 'svc_c': 27108063.00560008, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:02,985] Trial 7169 finished with value: 0.9970094342557477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:05,093] Trial 7170 finished with value: 0.9971746735768022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:06,779] Trial 7171 finished with value: 0.996366732139837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:10,001] Trial 7172 finished with value: 0.9971824425722203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:13,524] Trial 7173 finished with value: 0.9969613748437194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:15,752] Trial 7174 finished with value: 0.9973935546269544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:17,580] Trial 7175 finished with value: 0.9973101768271624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:19,599] Trial 7176 finished with value: 0.9974341711823019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:25,700] Trial 7177 finished with value: 0.9970267957797954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:31,622] Trial 7178 finished with value: 0.9973020543984067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:33,686] Trial 7179 finished with value: 0.9974236770749347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:37,351] Trial 7180 finished with value: 0.997364069222253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:38,413] Trial 7181 finished with value: 0.9970908381798603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:41,841] Trial 7182 finished with value: 0.9973786625660113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:44,418] Trial 7183 finished with value: 0.9974110735075475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:45,481] Trial 7184 finished with value: 0.9966618392014497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:47,844] Trial 7185 finished with value: 0.9976617476256533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:01,602] Trial 7186 finished with value: 0.9966422637361907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:02,820] Trial 7187 finished with value: 0.9867885922078895 and parameters: {'classifier': 'SVC', 'svc_c': 1177895.2002623854, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:04,708] Trial 7188 finished with value: 0.9969447340558123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:09,481] Trial 7189 finished with value: 0.997173905011635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:11,926] Trial 7190 finished with value: 0.9973789433195407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:20,615] Trial 7191 finished with value: 0.9968594415080626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:22,916] Trial 7192 finished with value: 0.9974068849289469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:26,069] Trial 7193 finished with value: 0.9971283933283911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:28,771] Trial 7194 finished with value: 0.9972767065060127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:31,852] Trial 7195 finished with value: 0.9974296700170507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:33,692] Trial 7196 finished with value: 0.9973142005590715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:40,455] Trial 7197 finished with value: 0.9971969140106759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:43,745] Trial 7198 finished with value: 0.9974912727241684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:46,903] Trial 7199 finished with value: 0.9976766715197177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:49,378] Trial 7200 finished with value: 0.9970907349999232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:51,749] Trial 7201 finished with value: 0.9973950929633295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:52,827] Trial 7202 finished with value: 0.9962469868874876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:53,975] Trial 7203 finished with value: 0.9972108298453234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:56,488] Trial 7204 finished with value: 0.9972286970811887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:58,154] Trial 7205 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1113894331269675e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:00,556] Trial 7206 finished with value: 0.9969116299583769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:03,322] Trial 7207 finished with value: 0.997480012781094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:07,348] Trial 7208 finished with value: 0.9975296678798963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:10,454] Trial 7209 finished with value: 0.9947018609488022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:19,269] Trial 7210 finished with value: 0.9968538716322531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:21,978] Trial 7211 finished with value: 0.9958230727344466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:22,915] Trial 7212 finished with value: 0.9969686364134728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:25,242] Trial 7213 finished with value: 0.997352546679732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:29,293] Trial 7214 finished with value: 0.9972401356134685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:31,283] Trial 7215 finished with value: 0.9976193138846758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:33,752] Trial 7216 finished with value: 0.9971360507333266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:40,978] Trial 7217 finished with value: 0.9969100430947414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:45,637] Trial 7218 finished with value: 0.9899929106007775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 71, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:48,401] Trial 7219 finished with value: 0.997236413867749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:50,739] Trial 7220 finished with value: 0.9974438415640186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:52,887] Trial 7221 finished with value: 0.9973443560462133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:55,191] Trial 7222 finished with value: 0.9974850420968634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:58,122] Trial 7223 finished with value: 0.9972091124754122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:59,286] Trial 7224 finished with value: 0.9883296629941372 and parameters: {'classifier': 'SVC', 'svc_c': 37090.28007822692, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:07,302] Trial 7225 finished with value: 0.9969266656650894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:09,474] Trial 7226 finished with value: 0.9974885267286763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:12,787] Trial 7227 finished with value: 0.9974478902419229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:15,236] Trial 7228 finished with value: 0.9975032442628663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:17,756] Trial 7229 finished with value: 0.9971191748310009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:20,390] Trial 7230 finished with value: 0.9973731163349427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:23,330] Trial 7231 finished with value: 0.9974149858394016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:25,513] Trial 7232 finished with value: 0.9972454964951574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:28,173] Trial 7233 finished with value: 0.9972583354308663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:31,740] Trial 7234 finished with value: 0.997493414588592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:33,060] Trial 7235 finished with value: 0.9896964469975237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:35,247] Trial 7236 finished with value: 0.9968865361279322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:37,713] Trial 7237 finished with value: 0.9970211938486994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:40,267] Trial 7238 finished with value: 0.9973840867013495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:42,493] Trial 7239 finished with value: 0.9973870678747362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:52,767] Trial 7240 finished with value: 0.9966973001876318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:55,240] Trial 7241 finished with value: 0.9975178833726869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:59,454] Trial 7242 finished with value: 0.9970664542946678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:01,153] Trial 7243 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.313066596698429e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:05,211] Trial 7244 finished with value: 0.9975589623810842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:06,966] Trial 7245 finished with value: 0.9975391672577675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:09,625] Trial 7246 finished with value: 0.9975816539375746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:12,678] Trial 7247 finished with value: 0.9974292586302941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:15,397] Trial 7248 finished with value: 0.9975535220594131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:16,973] Trial 7249 finished with value: 0.9967204739064125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:32,363] Trial 7250 finished with value: 0.9965127997652914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:38,663] Trial 7251 finished with value: 0.9963720494136408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:41,879] Trial 7252 finished with value: 0.9974759938733468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:44,159] Trial 7253 finished with value: 0.99730274066718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:47,103] Trial 7254 finished with value: 0.9975121857835378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:55,047] Trial 7255 finished with value: 0.9967402738856291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:57,318] Trial 7256 finished with value: 0.9974043794115796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:04,347] Trial 7257 finished with value: 0.9970635962008864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:07,113] Trial 7258 finished with value: 0.9974330159859459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:09,304] Trial 7259 finished with value: 0.9973732598220225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:12,214] Trial 7260 finished with value: 0.996362775247961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:14,808] Trial 7261 finished with value: 0.9976238173033183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:17,464] Trial 7262 finished with value: 0.9968247321707432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:18,294] Trial 7263 finished with value: 0.9916579699976036 and parameters: {'classifier': 'SVC', 'svc_c': 68.57953778491878, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:19,995] Trial 7264 finished with value: 0.9961648573713342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:23,394] Trial 7265 finished with value: 0.9976670701362119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:25,957] Trial 7266 finished with value: 0.9970383912560274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:27,097] Trial 7267 finished with value: 0.997007666612991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:40,043] Trial 7268 finished with value: 0.9961517441566289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:42,454] Trial 7269 finished with value: 0.997339880366502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:43,810] Trial 7270 finished with value: 0.9956301980430547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:46,140] Trial 7271 finished with value: 0.9975146873019289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:48,488] Trial 7272 finished with value: 0.9971601254913002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:54,585] Trial 7273 finished with value: 0.99712713415865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:57,793] Trial 7274 finished with value: 0.9971182393244403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:01,702] Trial 7275 finished with value: 0.9975968092961983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:03,584] Trial 7276 finished with value: 0.9972347819997607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:05,767] Trial 7277 finished with value: 0.9972906945761374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:07,219] Trial 7278 finished with value: 0.9971308980205728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:08,148] Trial 7279 finished with value: 0.9965355149665228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:10,541] Trial 7280 finished with value: 0.9975726227573144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:13,473] Trial 7281 finished with value: 0.996961605451355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:15,613] Trial 7282 finished with value: 0.9973402670294286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:17,315] Trial 7283 finished with value: 0.9850764277579126 and parameters: {'classifier': 'SVC', 'svc_c': 2.8473411716570984e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:19,757] Trial 7284 finished with value: 0.9974818194932147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:21,596] Trial 7285 finished with value: 0.9974820949465135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:23,864] Trial 7286 finished with value: 0.9975223659395244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:27,491] Trial 7287 finished with value: 0.9974299209052093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:30,680] Trial 7288 finished with value: 0.9974623048060484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:33,457] Trial 7289 finished with value: 0.997303911351635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:36,034] Trial 7290 finished with value: 0.9975865592850773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:46,909] Trial 7291 finished with value: 0.9969223454376488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:48,610] Trial 7292 finished with value: 0.9974457474571001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:50,666] Trial 7293 finished with value: 0.9974648221616551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:53,069] Trial 7294 finished with value: 0.9972633327865629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:56,183] Trial 7295 finished with value: 0.997027618775474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:57,209] Trial 7296 finished with value: 0.9971719307551008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:58,613] Trial 7297 finished with value: 0.9975115699729192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:59,248] Trial 7298 finished with value: 0.9879575934746591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:10,905] Trial 7299 finished with value: 0.9961768604257744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 50, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:12,469] Trial 7300 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1696665632.0302036, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:14,478] Trial 7301 finished with value: 0.9973850798756879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:19,226] Trial 7302 finished with value: 0.9897276386638687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:23,060] Trial 7303 finished with value: 0.9969333174861644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:25,645] Trial 7304 finished with value: 0.9965586757362374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:27,452] Trial 7305 finished with value: 0.997511927532185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:30,689] Trial 7306 finished with value: 0.9974694150177211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:33,149] Trial 7307 finished with value: 0.9976243104786625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:36,431] Trial 7308 finished with value: 0.9974814100424704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:41,056] Trial 7309 finished with value: 0.9971399186321098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:42,437] Trial 7310 finished with value: 0.9969779639940509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:44,734] Trial 7311 finished with value: 0.9974947226029727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:47,028] Trial 7312 finished with value: 0.9971441095275777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:49,637] Trial 7313 finished with value: 0.9973816512612818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:52,495] Trial 7314 finished with value: 0.9975637247493139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:54,277] Trial 7315 finished with value: 0.9972863327720382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:56,444] Trial 7316 finished with value: 0.9973243929024145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:58,496] Trial 7317 finished with value: 0.9973001332711298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:59,205] Trial 7318 finished with value: 0.994850344876366 and parameters: {'classifier': 'SVC', 'svc_c': 716.791824298902, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:02,848] Trial 7319 finished with value: 0.9971020415977216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:05,998] Trial 7320 finished with value: 0.9974087874895482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:08,698] Trial 7321 finished with value: 0.9972391669407946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:10,738] Trial 7322 finished with value: 0.9976264416156734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:21,239] Trial 7323 finished with value: 0.9962007306964101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:23,584] Trial 7324 finished with value: 0.9972568039816171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:36,698] Trial 7325 finished with value: 0.9966548330266377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:41,136] Trial 7326 finished with value: 0.9972791791746459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:42,235] Trial 7327 finished with value: 0.9936938313970973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:45,405] Trial 7328 finished with value: 0.9971238646463741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:46,358] Trial 7329 finished with value: 0.9969839732811892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:48,849] Trial 7330 finished with value: 0.9975801244560757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:49,821] Trial 7331 finished with value: 0.9967825982895153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:51,373] Trial 7332 finished with value: 0.9969828032632305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:54,055] Trial 7333 finished with value: 0.9976516841699525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:56,679] Trial 7334 finished with value: 0.9973860917753918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:04,506] Trial 7335 finished with value: 0.9970209981844999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:06,289] Trial 7336 finished with value: 0.9854048304869704 and parameters: {'classifier': 'SVC', 'svc_c': 0.15830850021203757, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:09,142] Trial 7337 finished with value: 0.9974614605459718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:21,336] Trial 7338 finished with value: 0.9960809415505348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 54, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:23,929] Trial 7339 finished with value: 0.9971138508604985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:25,838] Trial 7340 finished with value: 0.9973471388259404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:26,866] Trial 7341 finished with value: 0.9949114519643208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:31,416] Trial 7342 finished with value: 0.9971061191571219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:33,896] Trial 7343 finished with value: 0.9971446571016953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:36,911] Trial 7344 finished with value: 0.9971456695726814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:37,783] Trial 7345 finished with value: 0.9926694919251706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:41,352] Trial 7346 finished with value: 0.9974455515072593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:43,595] Trial 7347 finished with value: 0.9974637621790216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:46,614] Trial 7348 finished with value: 0.9972518764810548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:55,692] Trial 7349 finished with value: 0.9968115339936595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:02,274] Trial 7350 finished with value: 0.9966400856270766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:03,885] Trial 7351 finished with value: 0.99723868560369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:06,152] Trial 7352 finished with value: 0.997355023537769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:08,529] Trial 7353 finished with value: 0.9973932336614962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:10,994] Trial 7354 finished with value: 0.9972989747422933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:12,201] Trial 7355 finished with value: 0.9911976583679447 and parameters: {'classifier': 'SVC', 'svc_c': 13.127270623912908, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:13,977] Trial 7356 finished with value: 0.99642096606655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:16,035] Trial 7357 finished with value: 0.9974118555930632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:18,288] Trial 7358 finished with value: 0.9974754306207029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:20,522] Trial 7359 finished with value: 0.9966171807601101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:22,289] Trial 7360 finished with value: 0.9973770839224937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:25,139] Trial 7361 finished with value: 0.9974823168262249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:26,115] Trial 7362 finished with value: 0.9965936050172557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:27,850] Trial 7363 finished with value: 0.9974859614170911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:30,209] Trial 7364 finished with value: 0.9973755244169343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:33,608] Trial 7365 finished with value: 0.9971124395392291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:35,950] Trial 7366 finished with value: 0.9974850701531736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:38,309] Trial 7367 finished with value: 0.9973006104188307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:41,095] Trial 7368 finished with value: 0.997447621294895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:43,571] Trial 7369 finished with value: 0.9974599601046581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:51,773] Trial 7370 finished with value: 0.996653371051668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:53,801] Trial 7371 finished with value: 0.9974385539016825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:57,569] Trial 7372 finished with value: 0.9968873779441898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:09,456] Trial 7373 finished with value: 0.9961182463187134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 58, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:10,268] Trial 7374 finished with value: 0.9930573640344197 and parameters: {'classifier': 'SVC', 'svc_c': 2419.0204474249936, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:12,024] Trial 7375 finished with value: 0.9962995759336701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:13,284] Trial 7376 finished with value: 0.9916728507915896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:16,077] Trial 7377 finished with value: 0.9972433306051379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:19,205] Trial 7378 finished with value: 0.9974021375410097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:21,821] Trial 7379 finished with value: 0.9973892241481698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:26,275] Trial 7380 finished with value: 0.9971551107114923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:29,168] Trial 7381 finished with value: 0.9974221154429355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:31,185] Trial 7382 finished with value: 0.9974237141448107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:33,221] Trial 7383 finished with value: 0.9975867651371454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:35,849] Trial 7384 finished with value: 0.9975002034222137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:38,559] Trial 7385 finished with value: 0.997458374732704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:39,930] Trial 7386 finished with value: 0.9972581988309125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:42,792] Trial 7387 finished with value: 0.9971471941982806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:45,431] Trial 7388 finished with value: 0.9974704631303773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:54,430] Trial 7389 finished with value: 0.9969602211390448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:56,228] Trial 7390 finished with value: 0.9971217021523108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:58,700] Trial 7391 finished with value: 0.9974086196594935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:00,417] Trial 7392 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.970062329454977e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:02,211] Trial 7393 finished with value: 0.9975293682105738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:04,837] Trial 7394 finished with value: 0.9973451206124043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:07,880] Trial 7395 finished with value: 0.9971911916342212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:10,392] Trial 7396 finished with value: 0.997352233934392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:13,078] Trial 7397 finished with value: 0.9967982855119925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:16,316] Trial 7398 finished with value: 0.9975949245088254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:20,120] Trial 7399 finished with value: 0.9973558540235938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:29,752] Trial 7400 finished with value: 0.9965669407634111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:31,548] Trial 7401 finished with value: 0.9973518586018982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:38,163] Trial 7402 finished with value: 0.9945614626974972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 53, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:41,398] Trial 7403 finished with value: 0.9976124115880349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:43,187] Trial 7404 finished with value: 0.9974063176773268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:46,176] Trial 7405 finished with value: 0.9960708349947557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 22, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:48,780] Trial 7406 finished with value: 0.9974722449599785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:50,573] Trial 7407 finished with value: 0.9972638516696121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:52,247] Trial 7408 finished with value: 0.9930714440492624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:54,360] Trial 7409 finished with value: 0.9975307247839528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:55,737] Trial 7410 finished with value: 0.9967524074463446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:57,546] Trial 7411 finished with value: 0.9853902475532458 and parameters: {'classifier': 'SVC', 'svc_c': 0.010352858837399335, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:00,071] Trial 7412 finished with value: 0.9966819499582563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 50}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:02,664] Trial 7413 finished with value: 0.9974420712552777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:12,884] Trial 7414 finished with value: 0.9971477358374093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:15,709] Trial 7415 finished with value: 0.997626284322604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:18,567] Trial 7416 finished with value: 0.9966366192445607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:23,526] Trial 7417 finished with value: 0.9968829723100402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:25,880] Trial 7418 finished with value: 0.9969065461803583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:27,672] Trial 7419 finished with value: 0.9973238085758002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:42,331] Trial 7420 finished with value: 0.9966688108454185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:45,683] Trial 7421 finished with value: 0.99735148895049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:48,657] Trial 7422 finished with value: 0.9975887483755073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:52,151] Trial 7423 finished with value: 0.9976036807118551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:58,258] Trial 7424 finished with value: 0.9970987683721105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:00,780] Trial 7425 finished with value: 0.9974102311517453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:03,037] Trial 7426 finished with value: 0.9972346475579844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:05,083] Trial 7427 finished with value: 0.997433330096016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:07,523] Trial 7428 finished with value: 0.9973508045542531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:13,183] Trial 7429 finished with value: 0.9970913113920608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:14,911] Trial 7430 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.6056816564473705e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:16,794] Trial 7431 finished with value: 0.9973732523953522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:20,205] Trial 7432 finished with value: 0.9975191205797961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:22,414] Trial 7433 finished with value: 0.9975113967791582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:24,906] Trial 7434 finished with value: 0.9971912084235742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:26,241] Trial 7435 finished with value: 0.9973722255788319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:27,349] Trial 7436 finished with value: 0.9872512318765368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:30,117] Trial 7437 finished with value: 0.9973136330535479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:33,481] Trial 7438 finished with value: 0.996910553916362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:39,438] Trial 7439 finished with value: 0.9960283717692621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:51,189] Trial 7440 finished with value: 0.996748955028508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:53,140] Trial 7441 finished with value: 0.9976336220950732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:56,164] Trial 7442 finished with value: 0.9973830544893848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:57,759] Trial 7443 finished with value: 0.9967087267864585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:00,447] Trial 7444 finished with value: 0.9975692604751348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:02,877] Trial 7445 finished with value: 0.9968995790431725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:04,366] Trial 7446 finished with value: 0.996319929358517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:06,861] Trial 7447 finished with value: 0.9973404291783979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:08,221] Trial 7448 finished with value: 0.9867027391369558 and parameters: {'classifier': 'SVC', 'svc_c': 3832099.9122460824, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:10,255] Trial 7449 finished with value: 0.9972334627818986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:13,230] Trial 7450 finished with value: 0.9975225035550913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:15,839] Trial 7451 finished with value: 0.99708225913783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:19,004] Trial 7452 finished with value: 0.9975038590896098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:25,981] Trial 7453 finished with value: 0.996516370216406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:27,871] Trial 7454 finished with value: 0.9976829572757682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:29,014] Trial 7455 finished with value: 0.9934521711303542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:30,005] Trial 7456 finished with value: 0.9943372715780461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 9}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:31,405] Trial 7457 finished with value: 0.996651054089209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:32,922] Trial 7458 finished with value: 0.9973658794572815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:35,168] Trial 7459 finished with value: 0.9976358678059299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:36,765] Trial 7460 finished with value: 0.9957239305890623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:41,125] Trial 7461 finished with value: 0.9972993129096973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:43,508] Trial 7462 finished with value: 0.9974315757514426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:46,126] Trial 7463 finished with value: 0.9972326816802579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:49,568] Trial 7464 finished with value: 0.9970954069785923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:52,880] Trial 7465 finished with value: 0.9973728572266664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:58,267] Trial 7466 finished with value: 0.9969013249454625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:59,939] Trial 7467 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6020888802604897e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:02,545] Trial 7468 finished with value: 0.9971892863758978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:04,570] Trial 7469 finished with value: 0.997292747637896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:07,255] Trial 7470 finished with value: 0.9975116103752756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:08,131] Trial 7471 finished with value: 0.9955519334740593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:10,928] Trial 7472 finished with value: 0.9976005950890151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:13,478] Trial 7473 finished with value: 0.997580478016365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:16,351] Trial 7474 finished with value: 0.9970638979966484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:18,458] Trial 7475 finished with value: 0.9976236203696024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:22,404] Trial 7476 finished with value: 0.9972178743912655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:24,853] Trial 7477 finished with value: 0.9971235136885933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:38,643] Trial 7478 finished with value: 0.9966946488028418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:40,926] Trial 7479 finished with value: 0.9974591816690017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:42,555] Trial 7480 finished with value: 0.997004022561669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:45,278] Trial 7481 finished with value: 0.9975005241655065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:57,728] Trial 7482 finished with value: 0.996580498054918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:59,053] Trial 7483 finished with value: 0.9968321579524297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:00,978] Trial 7484 finished with value: 0.9972653433512632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:02,752] Trial 7485 finished with value: 0.9972575007556378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:06,920] Trial 7486 finished with value: 0.9967529866631559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:08,185] Trial 7487 finished with value: 0.994632705127513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:09,963] Trial 7488 finished with value: 0.9852068747152819 and parameters: {'classifier': 'SVC', 'svc_c': 7.865933008683723e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:16,070] Trial 7489 finished with value: 0.9968239188551263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:17,307] Trial 7490 finished with value: 0.997101555785572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:21,214] Trial 7491 finished with value: 0.9974470844481903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:23,924] Trial 7492 finished with value: 0.9969687713313174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:26,417] Trial 7493 finished with value: 0.9975880122464814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:29,444] Trial 7494 finished with value: 0.9973312568596632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:32,018] Trial 7495 finished with value: 0.9971845229285793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:34,953] Trial 7496 finished with value: 0.9968113926647576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:43,584] Trial 7497 finished with value: 0.9963656051267428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:45,141] Trial 7498 finished with value: 0.9943217832570351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:47,114] Trial 7499 finished with value: 0.9973883648760627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:48,397] Trial 7500 finished with value: 0.9973303659131245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:51,097] Trial 7501 finished with value: 0.9974083564887648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:52,954] Trial 7502 finished with value: 0.9973172189610237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:55,504] Trial 7503 finished with value: 0.997411975054547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:57,207] Trial 7504 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.850128360284842e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:59,995] Trial 7505 finished with value: 0.9973307265192294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:00,995] Trial 7506 finished with value: 0.9969080580155806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 35}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:03,817] Trial 7507 finished with value: 0.9971960359814657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:06,247] Trial 7508 finished with value: 0.9972864633417894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:08,787] Trial 7509 finished with value: 0.9971238198959246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:11,012] Trial 7510 finished with value: 0.9973698198771834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:12,797] Trial 7511 finished with value: 0.9975036296562766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:15,416] Trial 7512 finished with value: 0.9975505769085515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:16,988] Trial 7513 finished with value: 0.9974515848834695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:19,549] Trial 7514 finished with value: 0.9964105894846541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:22,098] Trial 7515 finished with value: 0.9969233990727009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:25,733] Trial 7516 finished with value: 0.9971739634728606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:27,097] Trial 7517 finished with value: 0.9975481634628537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:29,840] Trial 7518 finished with value: 0.9972690659856441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:32,568] Trial 7519 finished with value: 0.9975263496816701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:34,666] Trial 7520 finished with value: 0.9972469980155597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:36,098] Trial 7521 finished with value: 0.9916886274514899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:38,548] Trial 7522 finished with value: 0.9974159855517488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:40,291] Trial 7523 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 4016783958.3486547, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:43,574] Trial 7524 finished with value: 0.9975247567243564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:46,293] Trial 7525 finished with value: 0.9970507506002168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:49,796] Trial 7526 finished with value: 0.9965920646496543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:57,432] Trial 7527 finished with value: 0.9969331347075553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:59,348] Trial 7528 finished with value: 0.997432047598913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:00,842] Trial 7529 finished with value: 0.9969207088089741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:03,752] Trial 7530 finished with value: 0.9968566564114684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:06,814] Trial 7531 finished with value: 0.9974571863702347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:08,984] Trial 7532 finished with value: 0.9975024338988749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:11,419] Trial 7533 finished with value: 0.9971071819009535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:13,163] Trial 7534 finished with value: 0.9972671936077928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:14,640] Trial 7535 finished with value: 0.9963152652825867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:17,372] Trial 7536 finished with value: 0.997399027384767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:19,527] Trial 7537 finished with value: 0.9969534099619364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:21,869] Trial 7538 finished with value: 0.9974761157151737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:34,107] Trial 7539 finished with value: 0.9960802963823516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 68, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:36,434] Trial 7540 finished with value: 0.9971522717239313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:39,217] Trial 7541 finished with value: 0.9969462359253317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:40,526] Trial 7542 finished with value: 0.9863073990663412 and parameters: {'classifier': 'SVC', 'svc_c': 0.4808428785221451, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:42,638] Trial 7543 finished with value: 0.9975529844192604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:45,018] Trial 7544 finished with value: 0.997173818621051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:48,566] Trial 7545 finished with value: 0.9974098551844935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:51,598] Trial 7546 finished with value: 0.9974202707088017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:54,279] Trial 7547 finished with value: 0.9972456281757354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:56,436] Trial 7548 finished with value: 0.9976803538152182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:58,896] Trial 7549 finished with value: 0.9975278283507794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:10,915] Trial 7550 finished with value: 0.9965137969386063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:13,268] Trial 7551 finished with value: 0.9975508811798702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:15,219] Trial 7552 finished with value: 0.9975579422930002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:25,606] Trial 7553 finished with value: 0.9969940176624075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:26,528] Trial 7554 finished with value: 0.9964041147611026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:29,454] Trial 7555 finished with value: 0.997598510638466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:31,614] Trial 7556 finished with value: 0.997099273068315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:35,557] Trial 7557 finished with value: 0.9973353037285069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:37,063] Trial 7558 finished with value: 0.9965186793078641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:38,000] Trial 7559 finished with value: 0.9964243405995616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:45,179] Trial 7560 finished with value: 0.9968364702453937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:46,299] Trial 7561 finished with value: 0.9877468238719466 and parameters: {'classifier': 'SVC', 'svc_c': 2.840080309963545, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:48,959] Trial 7562 finished with value: 0.9974381007795774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:50,864] Trial 7563 finished with value: 0.9954851208942167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:51,730] Trial 7564 finished with value: 0.9890796249869774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:53,427] Trial 7565 finished with value: 0.9972412935075466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:55,017] Trial 7566 finished with value: 0.9939930241747524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:02,322] Trial 7567 finished with value: 0.9970762694329803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:04,408] Trial 7568 finished with value: 0.9967927279504911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:06,783] Trial 7569 finished with value: 0.9974414620461439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:09,042] Trial 7570 finished with value: 0.9977040474643992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:22,911] Trial 7571 finished with value: 0.9968012079702501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:25,054] Trial 7572 finished with value: 0.9973786546632724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:26,728] Trial 7573 finished with value: 0.9973980554113507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:31,661] Trial 7574 finished with value: 0.996917018864638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:40,060] Trial 7575 finished with value: 0.9953118300468916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 60, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:42,771] Trial 7576 finished with value: 0.997329122739289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:48,366] Trial 7577 finished with value: 0.9972124480342736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:48:01,630] Trial 7578 finished with value: 0.9967425593323461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:02,636] Trial 7579 finished with value: 0.9904873518114 and parameters: {'classifier': 'SVC', 'svc_c': 121169584.37659486, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:04,194] Trial 7580 finished with value: 0.9973097885138645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:05,699] Trial 7581 finished with value: 0.9953937084209832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:07,464] Trial 7582 finished with value: 0.9974165952369513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:10,801] Trial 7583 finished with value: 0.9971645734320805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:12,934] Trial 7584 finished with value: 0.997429792366684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:26,942] Trial 7585 finished with value: 0.996602409112788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:33,118] Trial 7586 finished with value: 0.9969770666364551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:36,756] Trial 7587 finished with value: 0.9972143201582214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:39,033] Trial 7588 finished with value: 0.9974823308543798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:42,134] Trial 7589 finished with value: 0.9974009162028543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:44,725] Trial 7590 finished with value: 0.9973308716566801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:45,345] Trial 7591 finished with value: 0.9962816128810621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 14}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:54,135] Trial 7592 finished with value: 0.996620873973451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:56,416] Trial 7593 finished with value: 0.997371923338739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:57,966] Trial 7594 finished with value: 0.9971350129989659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:01,053] Trial 7595 finished with value: 0.9974666081489222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:03,151] Trial 7596 finished with value: 0.997163759291278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:04,066] Trial 7597 finished with value: 0.9884990433504072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:05,880] Trial 7598 finished with value: 0.9853892645032998 and parameters: {'classifier': 'SVC', 'svc_c': 0.023665986886790415, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:09,465] Trial 7599 finished with value: 0.9971146776012504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:11,529] Trial 7600 finished with value: 0.9974220238155967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:18,031] Trial 7601 finished with value: 0.9972205346944075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:20,309] Trial 7602 finished with value: 0.9974233268788636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:23,622] Trial 7603 finished with value: 0.9974109922585045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:25,975] Trial 7604 finished with value: 0.9974237753037584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:27,032] Trial 7605 finished with value: 0.9969869491543452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:29,859] Trial 7606 finished with value: 0.9974022711576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:36,690] Trial 7607 finished with value: 0.9967960580821704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:38,960] Trial 7608 finished with value: 0.9975033046601042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:42,893] Trial 7609 finished with value: 0.9972053208745583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:44,524] Trial 7610 finished with value: 0.9973920778621199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:47,593] Trial 7611 finished with value: 0.997445633644964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:49,684] Trial 7612 finished with value: 0.9977384947418168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:53,157] Trial 7613 finished with value: 0.9972264824100056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:54,985] Trial 7614 finished with value: 0.9974908474996842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:58,039] Trial 7615 finished with value: 0.9972929261001496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:00,217] Trial 7616 finished with value: 0.9975462262761954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:02,584] Trial 7617 finished with value: 0.9971614246825425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:04,992] Trial 7618 finished with value: 0.9975308398656054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:07,094] Trial 7619 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001973290996119515, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:08,242] Trial 7620 finished with value: 0.9968712296016552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:11,491] Trial 7621 finished with value: 0.9972779754827671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:14,286] Trial 7622 finished with value: 0.9971649794868688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:26,503] Trial 7623 finished with value: 0.9966444208665477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:28,775] Trial 7624 finished with value: 0.9972946556574173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:31,570] Trial 7625 finished with value: 0.9973409993499055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:33,611] Trial 7626 finished with value: 0.9976834594964158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:37,077] Trial 7627 finished with value: 0.997301472959942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:39,255] Trial 7628 finished with value: 0.9965461191726911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:42,080] Trial 7629 finished with value: 0.9974092483557025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:44,083] Trial 7630 finished with value: 0.9941015181167382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:45,007] Trial 7631 finished with value: 0.9969725540772951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:47,511] Trial 7632 finished with value: 0.9975188791177959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:49,830] Trial 7633 finished with value: 0.9971341717222525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:51,446] Trial 7634 finished with value: 0.9973739147020053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:52,287] Trial 7635 finished with value: 0.9925652394054012 and parameters: {'classifier': 'SVC', 'svc_c': 4339.1884198751295, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:54,641] Trial 7636 finished with value: 0.9970016985216567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:56,175] Trial 7637 finished with value: 0.9975584705069943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:59,673] Trial 7638 finished with value: 0.9974379492310693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:04,015] Trial 7639 finished with value: 0.9967712514163125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 22, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:07,803] Trial 7640 finished with value: 0.9972565064387345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:09,705] Trial 7641 finished with value: 0.9974931337715867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:12,229] Trial 7642 finished with value: 0.997398097178437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:15,101] Trial 7643 finished with value: 0.997427832773063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:20,044] Trial 7644 finished with value: 0.9972765126826117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:21,900] Trial 7645 finished with value: 0.9973239040116878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:24,125] Trial 7646 finished with value: 0.9976468951418807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:31,989] Trial 7647 finished with value: 0.9956945004400578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:35,093] Trial 7648 finished with value: 0.9973296094401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:37,551] Trial 7649 finished with value: 0.9975342327113897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:40,292] Trial 7650 finished with value: 0.9969908115307328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:42,124] Trial 7651 finished with value: 0.997374025562516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:44,562] Trial 7652 finished with value: 0.997460666431789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:46,770] Trial 7653 finished with value: 0.9975798536365112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:01,508] Trial 7654 finished with value: 0.9901812087811258 and parameters: {'classifier': 'SVC', 'svc_c': 15152023.140435884, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:04,135] Trial 7655 finished with value: 0.9972306071319362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:04,986] Trial 7656 finished with value: 0.9932957287320647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:08,134] Trial 7657 finished with value: 0.9976207664969629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:10,657] Trial 7658 finished with value: 0.9975564293469511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:11,637] Trial 7659 finished with value: 0.9971183461859748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:18,237] Trial 7660 finished with value: 0.9969805010906363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:20,610] Trial 7661 finished with value: 0.9973825466511276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:24,166] Trial 7662 finished with value: 0.997436323456759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:26,757] Trial 7663 finished with value: 0.9974775847042209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:28,811] Trial 7664 finished with value: 0.9972088598734068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:30,577] Trial 7665 finished with value: 0.9973768644866015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:32,954] Trial 7666 finished with value: 0.9975249175403335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:34,061] Trial 7667 finished with value: 0.9972361251480047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 38}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:39,787] Trial 7668 finished with value: 0.9969754549855138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:42,045] Trial 7669 finished with value: 0.9974608651428275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:44,284] Trial 7670 finished with value: 0.9972360069560372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:47,685] Trial 7671 finished with value: 0.9969959997582049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:48,589] Trial 7672 finished with value: 0.9951869314470304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:57,541] Trial 7673 finished with value: 0.997072481132869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:59,135] Trial 7674 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 669425737.1854485, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:01,755] Trial 7675 finished with value: 0.9973511809658359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:02,696] Trial 7676 finished with value: 0.9967028702538686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 45}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:10,015] Trial 7677 finished with value: 0.9938337651323885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 69, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:12,466] Trial 7678 finished with value: 0.9975396269178813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:15,041] Trial 7679 finished with value: 0.9973964811476644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:16,985] Trial 7680 finished with value: 0.9971596996637957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:19,722] Trial 7681 finished with value: 0.9968865798310308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:21,976] Trial 7682 finished with value: 0.9974859806185252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:25,414] Trial 7683 finished with value: 0.9972361746908782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:36,769] Trial 7684 finished with value: 0.9970858172746363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:39,991] Trial 7685 finished with value: 0.9976307778072814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:41,987] Trial 7686 finished with value: 0.9976451718687187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:54,865] Trial 7687 finished with value: 0.9961941946869595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:57,321] Trial 7688 finished with value: 0.9972730488073905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:00,078] Trial 7689 finished with value: 0.9973390631153846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:02,847] Trial 7690 finished with value: 0.997603228002343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:04,570] Trial 7691 finished with value: 0.9853851675837761 and parameters: {'classifier': 'SVC', 'svc_c': 0.07027117151775031, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:05,119] Trial 7692 finished with value: 0.990420111975847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:07,783] Trial 7693 finished with value: 0.9974795852714804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:12,087] Trial 7694 finished with value: 0.9959603985024051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:15,084] Trial 7695 finished with value: 0.9974339205163089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:15,815] Trial 7696 finished with value: 0.9886169626574639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:19,565] Trial 7697 finished with value: 0.9970779598256702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:22,120] Trial 7698 finished with value: 0.9975967933320309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:24,685] Trial 7699 finished with value: 0.997166867289343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:26,685] Trial 7700 finished with value: 0.9973520932402482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:29,853] Trial 7701 finished with value: 0.9973407447801498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:44,152] Trial 7702 finished with value: 0.9963693307127491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:45,240] Trial 7703 finished with value: 0.996992611546155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:47,412] Trial 7704 finished with value: 0.9973372307272967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:01,746] Trial 7705 finished with value: 0.9963475247073529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:04,826] Trial 7706 finished with value: 0.9974418031334356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:08,143] Trial 7707 finished with value: 0.9971741022944679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:18,044] Trial 7708 finished with value: 0.9964217121295406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:20,831] Trial 7709 finished with value: 0.9972614597104776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:22,013] Trial 7710 finished with value: 0.9870237478857101 and parameters: {'classifier': 'SVC', 'svc_c': 230798.245527768, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:24,323] Trial 7711 finished with value: 0.9973506745875221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:30,154] Trial 7712 finished with value: 0.9972427128585069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:33,084] Trial 7713 finished with value: 0.9973696846419596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:35,106] Trial 7714 finished with value: 0.9974981733704382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:38,603] Trial 7715 finished with value: 0.9974250940138137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:40,332] Trial 7716 finished with value: 0.9973168540068257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:44,698] Trial 7717 finished with value: 0.9971045273106348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:46,654] Trial 7718 finished with value: 0.99730421492472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:49,475] Trial 7719 finished with value: 0.9974835087750776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:54,336] Trial 7720 finished with value: 0.9971481898481757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:56,248] Trial 7721 finished with value: 0.9975570465222997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:58,671] Trial 7722 finished with value: 0.9974226618110126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:59,787] Trial 7723 finished with value: 0.9971749303047358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:11,568] Trial 7724 finished with value: 0.9965669549819937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:15,053] Trial 7725 finished with value: 0.9974336367159401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:17,084] Trial 7726 finished with value: 0.9971839412044733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:22,580] Trial 7727 finished with value: 0.9963771469976493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:24,000] Trial 7728 finished with value: 0.9971907558410136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:25,753] Trial 7729 finished with value: 0.9852648844691089 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008772093733698831, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:39,459] Trial 7730 finished with value: 0.9963206356221721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:41,871] Trial 7731 finished with value: 0.9971873427464444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:44,412] Trial 7732 finished with value: 0.9973429156847585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:47,532] Trial 7733 finished with value: 0.9971482444373766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:50,133] Trial 7734 finished with value: 0.9975302174852398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:51,558] Trial 7735 finished with value: 0.9946616404508021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:01,620] Trial 7736 finished with value: 0.9964695060539731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:03,020] Trial 7737 finished with value: 0.9955545079896376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:05,594] Trial 7738 finished with value: 0.9975686601208773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:15,535] Trial 7739 finished with value: 0.9963503890852401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:17,488] Trial 7740 finished with value: 0.9975328682352718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:18,785] Trial 7741 finished with value: 0.996597874590996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:20,587] Trial 7742 finished with value: 0.9975677422605931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 52}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:23,696] Trial 7743 finished with value: 0.9976169842587916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:25,659] Trial 7744 finished with value: 0.997384829114481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:31,733] Trial 7745 finished with value: 0.9970848134046232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:34,839] Trial 7746 finished with value: 0.9973053814515089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:37,367] Trial 7747 finished with value: 0.9972364093609661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:38,920] Trial 7748 finished with value: 0.9971178692287014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:40,729] Trial 7749 finished with value: 0.9853584580399378 and parameters: {'classifier': 'SVC', 'svc_c': 0.003978722175066248, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:43,551] Trial 7750 finished with value: 0.9971908024322618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:45,696] Trial 7751 finished with value: 0.9976230865062609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:46,392] Trial 7752 finished with value: 0.9879412276005065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:48,341] Trial 7753 finished with value: 0.997149517127466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:51,925] Trial 7754 finished with value: 0.9972483722352153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:55,597] Trial 7755 finished with value: 0.9969333413848088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:58,178] Trial 7756 finished with value: 0.9972034943262456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:01,403] Trial 7757 finished with value: 0.9975362407053195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:08,335] Trial 7758 finished with value: 0.9971370105193863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:10,564] Trial 7759 finished with value: 0.9974063879767918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:12,810] Trial 7760 finished with value: 0.9973946083254824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:14,336] Trial 7761 finished with value: 0.9975387892592895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:16,425] Trial 7762 finished with value: 0.9973635360888835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:23,818] Trial 7763 finished with value: 0.9970169834978945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:26,746] Trial 7764 finished with value: 0.9974965328380009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:27,581] Trial 7765 finished with value: 0.9953459966659933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:29,690] Trial 7766 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.568094751958743e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:33,746] Trial 7767 finished with value: 0.9970709590463024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:36,544] Trial 7768 finished with value: 0.9975404205242576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:37,818] Trial 7769 finished with value: 0.9973986782995228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:39,642] Trial 7770 finished with value: 0.9971912672656545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:41,715] Trial 7771 finished with value: 0.9974386994834639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:43,359] Trial 7772 finished with value: 0.9967259178779431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:46,994] Trial 7773 finished with value: 0.9971770079633725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:50,084] Trial 7774 finished with value: 0.9973852470075087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:52,301] Trial 7775 finished with value: 0.9973421927269642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:53,661] Trial 7776 finished with value: 0.9957750830188631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:56,631] Trial 7777 finished with value: 0.9976378324458782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:58,490] Trial 7778 finished with value: 0.9944463321368939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:00,935] Trial 7779 finished with value: 0.9971616127613822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:03,541] Trial 7780 finished with value: 0.9974595514790995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:05,538] Trial 7781 finished with value: 0.9972618108269481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:08,567] Trial 7782 finished with value: 0.9973775501840922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:11,065] Trial 7783 finished with value: 0.9969886787750887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:14,578] Trial 7784 finished with value: 0.9951975866560159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:16,381] Trial 7785 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.2887567873725e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:18,972] Trial 7786 finished with value: 0.9962350185860563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:21,097] Trial 7787 finished with value: 0.9974769215723822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:22,805] Trial 7788 finished with value: 0.9975882093706246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:24,476] Trial 7789 finished with value: 0.9966034183782454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:35,967] Trial 7790 finished with value: 0.9970464581117072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:38,194] Trial 7791 finished with value: 0.9972769203877712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:52,733] Trial 7792 finished with value: 0.9960733729482646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 63, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:54,471] Trial 7793 finished with value: 0.9976184092908372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:57,599] Trial 7794 finished with value: 0.9972201931627853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:00,212] Trial 7795 finished with value: 0.9971747495256148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:12,336] Trial 7796 finished with value: 0.9965912187392068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:15,249] Trial 7797 finished with value: 0.9975205287907505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:17,650] Trial 7798 finished with value: 0.9958610458077427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 27}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:22,228] Trial 7799 finished with value: 0.9971974496830782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:25,940] Trial 7800 finished with value: 0.9973067146023123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:27,910] Trial 7801 finished with value: 0.9974163745315426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:29,423] Trial 7802 finished with value: 0.9969498769298147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:30,162] Trial 7803 finished with value: 0.9934255982816835 and parameters: {'classifier': 'SVC', 'svc_c': 166.2331557845628, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:37,490] Trial 7804 finished with value: 0.9966903070888377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:41,596] Trial 7805 finished with value: 0.9967540774315599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:58,843] Trial 7806 finished with value: 0.9965144812713671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:01,326] Trial 7807 finished with value: 0.9976077040311715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:04,091] Trial 7808 finished with value: 0.9975004376797086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:06,612] Trial 7809 finished with value: 0.997273623866536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:07,522] Trial 7810 finished with value: 0.9966751767079473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:10,322] Trial 7811 finished with value: 0.9974056481026928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:12,062] Trial 7812 finished with value: 0.9974728788612044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:14,367] Trial 7813 finished with value: 0.997326090626561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:17,379] Trial 7814 finished with value: 0.9973392059677061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:20,600] Trial 7815 finished with value: 0.9976451711387467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:28,922] Trial 7816 finished with value: 0.9967304179641054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:32,024] Trial 7817 finished with value: 0.997159665577283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:36,634] Trial 7818 finished with value: 0.9970571510253269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:39,456] Trial 7819 finished with value: 0.9975773039399768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:41,427] Trial 7820 finished with value: 0.9975222194056057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:43,856] Trial 7821 finished with value: 0.99734336112629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:47,275] Trial 7822 finished with value: 0.9972257918566148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:48,831] Trial 7823 finished with value: 0.9879371387741492 and parameters: {'classifier': 'SVC', 'svc_c': 52126.63639531722, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:50,412] Trial 7824 finished with value: 0.9973211677597331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:52,202] Trial 7825 finished with value: 0.9972839384960362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:08,638] Trial 7826 finished with value: 0.9953940259587473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:20,210] Trial 7827 finished with value: 0.9965631723947057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:22,559] Trial 7828 finished with value: 0.9972592900753852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:27,758] Trial 7829 finished with value: 0.9971225152775002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:30,802] Trial 7830 finished with value: 0.9976543416484208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:39,516] Trial 7831 finished with value: 0.9973221687733348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:42,341] Trial 7832 finished with value: 0.9972543325507623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:47,705] Trial 7833 finished with value: 0.9971238948925999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:49,858] Trial 7834 finished with value: 0.9975525950586116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:52,871] Trial 7835 finished with value: 0.9971040201706112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:02,468] Trial 7836 finished with value: 0.9959484069688257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:03,829] Trial 7837 finished with value: 0.9972048705771271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:07,326] Trial 7838 finished with value: 0.9972074799091898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:09,317] Trial 7839 finished with value: 0.9974414100594514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:11,243] Trial 7840 finished with value: 0.9973809330959117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:12,128] Trial 7841 finished with value: 0.9962757118836639 and parameters: {'classifier': 'SVC', 'svc_c': 16082.132717080241, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:18,443] Trial 7842 finished with value: 0.997222358957591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:20,333] Trial 7843 finished with value: 0.9965211323307325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:22,855] Trial 7844 finished with value: 0.9974380372085488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:24,703] Trial 7845 finished with value: 0.9905865645418905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:29,033] Trial 7846 finished with value: 0.9969747867756098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:31,713] Trial 7847 finished with value: 0.9974067084027056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:32,680] Trial 7848 finished with value: 0.992892502362726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:34,760] Trial 7849 finished with value: 0.9977093540107903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:39,207] Trial 7850 finished with value: 0.9971620334156078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:41,342] Trial 7851 finished with value: 0.9961398099099723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:47,785] Trial 7852 finished with value: 0.9966562070876038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:50,795] Trial 7853 finished with value: 0.9972964859190653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:52,033] Trial 7854 finished with value: 0.9973529506080805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:56,267] Trial 7855 finished with value: 0.9966929729778515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:58,283] Trial 7856 finished with value: 0.99705579987913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:00,676] Trial 7857 finished with value: 0.9966658660436738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:03,167] Trial 7858 finished with value: 0.9970052441537276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:09,594] Trial 7859 finished with value: 0.9971584397640828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:15,899] Trial 7860 finished with value: 0.9969214317985063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:17,631] Trial 7861 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.515955906328912e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:20,555] Trial 7862 finished with value: 0.9975770432130667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:23,184] Trial 7863 finished with value: 0.9972231257136976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:25,176] Trial 7864 finished with value: 0.9975002035809032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:26,637] Trial 7865 finished with value: 0.9957193158021024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:28,666] Trial 7866 finished with value: 0.9974721651708792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:37,430] Trial 7867 finished with value: 0.9967406392841577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:40,347] Trial 7868 finished with value: 0.9974558003123398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:42,226] Trial 7869 finished with value: 0.9974902958313766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:44,830] Trial 7870 finished with value: 0.9974898596255762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:46,345] Trial 7871 finished with value: 0.9972846754185101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:49,167] Trial 7872 finished with value: 0.9976013713030181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:51,274] Trial 7873 finished with value: 0.9974013200359891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:53,808] Trial 7874 finished with value: 0.9973143454743569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:57,469] Trial 7875 finished with value: 0.9973727317032423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:01,010] Trial 7876 finished with value: 0.9974827677266761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:03,550] Trial 7877 finished with value: 0.9973484481733131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:05,263] Trial 7878 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.486148188951388e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:07,347] Trial 7879 finished with value: 0.9971016913699126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:14,256] Trial 7880 finished with value: 0.9957751399249313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:15,754] Trial 7881 finished with value: 0.9973626845925638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:17,886] Trial 7882 finished with value: 0.9975191654889352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:22,149] Trial 7883 finished with value: 0.9970628300160622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:23,769] Trial 7884 finished with value: 0.9971879135527102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:28,413] Trial 7885 finished with value: 0.9952412462736694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:31,039] Trial 7886 finished with value: 0.9974463890071616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:33,862] Trial 7887 finished with value: 0.9970862970883215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:36,599] Trial 7888 finished with value: 0.9973753048858282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:37,702] Trial 7889 finished with value: 0.9970131377204323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:40,172] Trial 7890 finished with value: 0.9972106869612638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:43,018] Trial 7891 finished with value: 0.9970289991840214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:44,858] Trial 7892 finished with value: 0.9963541276203126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:46,732] Trial 7893 finished with value: 0.9973125793232821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:54,488] Trial 7894 finished with value: 0.9967169521412479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:59,110] Trial 7895 finished with value: 0.9971008835449537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:01,132] Trial 7896 finished with value: 0.9973887622029265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:13,002] Trial 7897 finished with value: 0.9966820135610229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:16,006] Trial 7898 finished with value: 0.9972314836377266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:17,800] Trial 7899 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 8.527655641031077e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:19,258] Trial 7900 finished with value: 0.9903057585813838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:21,451] Trial 7901 finished with value: 0.9975464138789665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:34,751] Trial 7902 finished with value: 0.9965719201554522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:37,347] Trial 7903 finished with value: 0.9975005313382735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:40,684] Trial 7904 finished with value: 0.9973532658607155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:51,353] Trial 7905 finished with value: 0.9965354531093412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:53,188] Trial 7906 finished with value: 0.9975586621404795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:55,221] Trial 7907 finished with value: 0.9973750860846943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:58,453] Trial 7908 finished with value: 0.9971666309371461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:05,250] Trial 7909 finished with value: 0.9967949023462698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:07,478] Trial 7910 finished with value: 0.997354644904533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:08,924] Trial 7911 finished with value: 0.9973594377411539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:24,332] Trial 7912 finished with value: 0.9963310998641682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:28,339] Trial 7913 finished with value: 0.9972562437123366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:31,444] Trial 7914 finished with value: 0.9975100991748113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:33,535] Trial 7915 finished with value: 0.9976417335107749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:35,104] Trial 7916 finished with value: 0.9871929436225723 and parameters: {'classifier': 'SVC', 'svc_c': 0.9816359445388455, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:37,700] Trial 7917 finished with value: 0.9975773188250553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:38,852] Trial 7918 finished with value: 0.9970351000667607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 41}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:49,067] Trial 7919 finished with value: 0.9968025266485677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:51,815] Trial 7920 finished with value: 0.9968411677096025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:53,601] Trial 7921 finished with value: 0.9973999446102929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:54,060] Trial 7922 finished with value: 0.980304928087942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 2}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:56,387] Trial 7923 finished with value: 0.9975548136652955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:59,355] Trial 7924 finished with value: 0.9975011852661191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:00,648] Trial 7925 finished with value: 0.9973126143301941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:03,537] Trial 7926 finished with value: 0.9972696580245701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:04,614] Trial 7927 finished with value: 0.9939395205690285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:06,598] Trial 7928 finished with value: 0.9975990346313184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:09,287] Trial 7929 finished with value: 0.9975654157132859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:10,470] Trial 7930 finished with value: 0.9971118581007644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:11,914] Trial 7931 finished with value: 0.996517664361321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:14,453] Trial 7932 finished with value: 0.9972510580873729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:17,925] Trial 7933 finished with value: 0.9972542612674221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:19,833] Trial 7934 finished with value: 0.9975747644947862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:21,061] Trial 7935 finished with value: 0.9868167806112641 and parameters: {'classifier': 'SVC', 'svc_c': 920882.9200701674, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:27,122] Trial 7936 finished with value: 0.9966385653813089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:39,790] Trial 7937 finished with value: 0.9960488884539052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:42,740] Trial 7938 finished with value: 0.997440103060684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:45,400] Trial 7939 finished with value: 0.9973299695066603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:47,960] Trial 7940 finished with value: 0.9976606732974854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:50,070] Trial 7941 finished with value: 0.9974968590402139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:51,163] Trial 7942 finished with value: 0.9969433856073376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:52,586] Trial 7943 finished with value: 0.9974652233922813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:56,074] Trial 7944 finished with value: 0.9973874016305709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:56,796] Trial 7945 finished with value: 0.9951940851396363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:59,255] Trial 7946 finished with value: 0.9970139533846544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:00,856] Trial 7947 finished with value: 0.9974763150292324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:04,756] Trial 7948 finished with value: 0.9975196311475135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:07,676] Trial 7949 finished with value: 0.9972712542826262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:15,994] Trial 7950 finished with value: 0.9964039165896085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:20,305] Trial 7951 finished with value: 0.9973356515759727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:23,004] Trial 7952 finished with value: 0.9974996369005652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:24,740] Trial 7953 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3047973500076677e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:26,559] Trial 7954 finished with value: 0.9964227223471357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:29,062] Trial 7955 finished with value: 0.9968043695419029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:31,270] Trial 7956 finished with value: 0.99737315505519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:34,095] Trial 7957 finished with value: 0.9974179608556341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:36,155] Trial 7958 finished with value: 0.9970124798570863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:37,940] Trial 7959 finished with value: 0.9955617230950945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:40,922] Trial 7960 finished with value: 0.997300712837058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:42,915] Trial 7961 finished with value: 0.9977234026685804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:45,332] Trial 7962 finished with value: 0.9972807221764933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:46,759] Trial 7963 finished with value: 0.9973261018300423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:51,114] Trial 7964 finished with value: 0.9971614546113892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:53,186] Trial 7965 finished with value: 0.9972683061166636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:56,888] Trial 7966 finished with value: 0.9972938445634539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:59,528] Trial 7967 finished with value: 0.9973318258568682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:01,050] Trial 7968 finished with value: 0.9908774564285364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:02,158] Trial 7969 finished with value: 0.9973967384786181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:04,603] Trial 7970 finished with value: 0.9971973648793894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:07,844] Trial 7971 finished with value: 0.9971459144941134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:09,730] Trial 7972 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9277648835.789991, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:21,236] Trial 7973 finished with value: 0.9967855043392752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:23,585] Trial 7974 finished with value: 0.9973555664464143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:26,068] Trial 7975 finished with value: 0.99732281254505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:27,566] Trial 7976 finished with value: 0.9934457633103118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:33,603] Trial 7977 finished with value: 0.9961916693333999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:35,304] Trial 7978 finished with value: 0.9973596333418775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:36,479] Trial 7979 finished with value: 0.9971846844745283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:39,583] Trial 7980 finished with value: 0.997441912375313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:41,487] Trial 7981 finished with value: 0.9960295303298364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:43,418] Trial 7982 finished with value: 0.996985460233892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:45,730] Trial 7983 finished with value: 0.9974502356098092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:50,155] Trial 7984 finished with value: 0.9972024986446124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:55,542] Trial 7985 finished with value: 0.9972046352088052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:58,154] Trial 7986 finished with value: 0.997233206149179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:13:04,980] Trial 7987 finished with value: 0.99714673403036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:13:06,760] Trial 7988 finished with value: 0.9966224038040666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:13:08,882] Trial 7989 finished with value: 0.9971770124701553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:06,917] Trial 7990 finished with value: 0.990105427354273 and parameters: {'classifier': 'SVC', 'svc_c': 57759771.616323344, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:09,655] Trial 7991 finished with value: 0.9974769132253126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:12,791] Trial 7992 finished with value: 0.9969264977398211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:15,226] Trial 7993 finished with value: 0.9974780413174956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:16,962] Trial 7994 finished with value: 0.9955850302400382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:20,246] Trial 7995 finished with value: 0.9973208985588019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:22,052] Trial 7996 finished with value: 0.9972699303358161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:25,257] Trial 7997 finished with value: 0.99728200067462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:27,300] Trial 7998 finished with value: 0.9971170806369143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:28,682] Trial 7999 finished with value: 0.9968325324914757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:30,803] Trial 8000 finished with value: 0.9975188559808615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:33,367] Trial 8001 finished with value: 0.9973726466456503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:35,986] Trial 8002 finished with value: 0.9974053771244389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:37,807] Trial 8003 finished with value: 0.9972960621545247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:45,307] Trial 8004 finished with value: 0.9967281192192052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:48,569] Trial 8005 finished with value: 0.9974726536490129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:52,617] Trial 8006 finished with value: 0.9972724804132055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:55,431] Trial 8007 finished with value: 0.9973847060348758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:56,226] Trial 8008 finished with value: 0.9965407572436514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 22}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:57,984] Trial 8009 finished with value: 0.9852054001086251 and parameters: {'classifier': 'SVC', 'svc_c': 1.0194813846485389e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:00,933] Trial 8010 finished with value: 0.9975566514488275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:03,960] Trial 8011 finished with value: 0.9973695965057906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:06,820] Trial 8012 finished with value: 0.9973499314761566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:08,362] Trial 8013 finished with value: 0.9971458696167123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:09,946] Trial 8014 finished with value: 0.9974496184661984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:21,936] Trial 8015 finished with value: 0.9964917496933753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:23,702] Trial 8016 finished with value: 0.9972850441812567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:28,457] Trial 8017 finished with value: 0.9971198303774798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:30,914] Trial 8018 finished with value: 0.9976213191174077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:41,317] Trial 8019 finished with value: 0.9966827003376028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:42,703] Trial 8020 finished with value: 0.997148907029671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:44,719] Trial 8021 finished with value: 0.997145078358941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:46,922] Trial 8022 finished with value: 0.9976081648338501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:50,100] Trial 8023 finished with value: 0.9975169195241751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:52,223] Trial 8024 finished with value: 0.9964632845037097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:54,293] Trial 8025 finished with value: 0.9972140462600801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:57,075] Trial 8026 finished with value: 0.9975852240713102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:59,453] Trial 8027 finished with value: 0.9971877570530884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:00,176] Trial 8028 finished with value: 0.9950697148807208 and parameters: {'classifier': 'SVC', 'svc_c': 1085.3774781678605, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:02,625] Trial 8029 finished with value: 0.9974851570198263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:09,948] Trial 8030 finished with value: 0.9968265241564748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:12,990] Trial 8031 finished with value: 0.9973006605964624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:15,363] Trial 8032 finished with value: 0.9970272689919958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:19,411] Trial 8033 finished with value: 0.9974318382239374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:22,638] Trial 8034 finished with value: 0.9974689554528209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:25,170] Trial 8035 finished with value: 0.9974052986365937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:28,191] Trial 8036 finished with value: 0.9972974028272121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:31,025] Trial 8037 finished with value: 0.9975652347754754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:33,041] Trial 8038 finished with value: 0.9972591536341208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:35,852] Trial 8039 finished with value: 0.9976639614399131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:37,601] Trial 8040 finished with value: 0.9974555320000699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:39,650] Trial 8041 finished with value: 0.9967903887397589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:42,612] Trial 8042 finished with value: 0.9971810718754726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:46,474] Trial 8043 finished with value: 0.9973481421881472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:47,415] Trial 8044 finished with value: 0.9961026713849529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:49,734] Trial 8045 finished with value: 0.9972524201831477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:50,617] Trial 8046 finished with value: 0.9909703513476898 and parameters: {'classifier': 'SVC', 'svc_c': 23.100488068726865, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:53,552] Trial 8047 finished with value: 0.9974571897661909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:55,085] Trial 8048 finished with value: 0.9974281063538255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:56,801] Trial 8049 finished with value: 0.9974386131563557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:58,861] Trial 8050 finished with value: 0.9976679160783976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:02,377] Trial 8051 finished with value: 0.9975592135548839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:03,864] Trial 8052 finished with value: 0.9967761067766109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:06,359] Trial 8053 finished with value: 0.997389488144084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:07,764] Trial 8054 finished with value: 0.9901757009529254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:10,608] Trial 8055 finished with value: 0.9974658217153131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:13,012] Trial 8056 finished with value: 0.9967768041219139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:16,765] Trial 8057 finished with value: 0.9968811542992245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:20,181] Trial 8058 finished with value: 0.9976022492052765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:30,666] Trial 8059 finished with value: 0.9971592033146607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:32,510] Trial 8060 finished with value: 0.9975052637776566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:35,474] Trial 8061 finished with value: 0.9930966442016972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:37,570] Trial 8062 finished with value: 0.9971016511579839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:41,328] Trial 8063 finished with value: 0.9970272423321535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:42,897] Trial 8064 finished with value: 0.9973459122192926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:44,651] Trial 8065 finished with value: 0.9851354233863591 and parameters: {'classifier': 'SVC', 'svc_c': 0.00042838783307378386, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:47,920] Trial 8066 finished with value: 0.9973146228636683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:50,496] Trial 8067 finished with value: 0.9973781158170794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:03,836] Trial 8068 finished with value: 0.9964609009551206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:05,731] Trial 8069 finished with value: 0.997613350300124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:08,022] Trial 8070 finished with value: 0.9973854109655388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:10,693] Trial 8071 finished with value: 0.9976101886015197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:12,194] Trial 8072 finished with value: 0.9973879944312068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:14,395] Trial 8073 finished with value: 0.9971205787256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:15,865] Trial 8074 finished with value: 0.9971437891968774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:17,341] Trial 8075 finished with value: 0.9972566807115845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:20,224] Trial 8076 finished with value: 0.9973493482603689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:23,691] Trial 8077 finished with value: 0.9974905156798616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:26,133] Trial 8078 finished with value: 0.9972041612666332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:28,183] Trial 8079 finished with value: 0.9971268543572579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:30,903] Trial 8080 finished with value: 0.9974849346323088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:31,941] Trial 8081 finished with value: 0.9966565469688549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:34,383] Trial 8082 finished with value: 0.9974463714878367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:36,161] Trial 8083 finished with value: 0.9975810520916353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:38,706] Trial 8084 finished with value: 0.997239855526435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:40,468] Trial 8085 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.741453581440859e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:43,118] Trial 8086 finished with value: 0.9975046243540348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:47,567] Trial 8087 finished with value: 0.9972834390048487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:50,721] Trial 8088 finished with value: 0.9975079934281265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:51,948] Trial 8089 finished with value: 0.9973546402707986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:54,962] Trial 8090 finished with value: 0.9971939995503708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:58,242] Trial 8091 finished with value: 0.9954727886859384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:00,958] Trial 8092 finished with value: 0.9973107534732032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:03,374] Trial 8093 finished with value: 0.9973997491365209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:07,503] Trial 8094 finished with value: 0.9974294706395158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:10,605] Trial 8095 finished with value: 0.99726913323827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:13,817] Trial 8096 finished with value: 0.9972496572713508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:18,810] Trial 8097 finished with value: 0.9974185866319555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:20,336] Trial 8098 finished with value: 0.9969933018773803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:22,369] Trial 8099 finished with value: 0.9970647218492505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:24,839] Trial 8100 finished with value: 0.997399577656607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:26,996] Trial 8101 finished with value: 0.9975802434097529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:45,697] Trial 8102 finished with value: 0.9907021763761227 and parameters: {'classifier': 'SVC', 'svc_c': 8469261.42570345, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:48,415] Trial 8103 finished with value: 0.9975673498213672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:51,075] Trial 8104 finished with value: 0.9973053040110148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:53,909] Trial 8105 finished with value: 0.9975881984845224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:55,676] Trial 8106 finished with value: 0.9955103498646714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:57,694] Trial 8107 finished with value: 0.9975458913143198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:01,116] Trial 8108 finished with value: 0.9972056232733406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:03,591] Trial 8109 finished with value: 0.9974163605986014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:06,000] Trial 8110 finished with value: 0.9975216808133158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:08,689] Trial 8111 finished with value: 0.997372403184162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:12,921] Trial 8112 finished with value: 0.9972606177037925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:14,588] Trial 8113 finished with value: 0.9939851440014444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:16,876] Trial 8114 finished with value: 0.9973053422551933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:18,687] Trial 8115 finished with value: 0.9973619135201018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:22,015] Trial 8116 finished with value: 0.9967946279403218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:25,356] Trial 8117 finished with value: 0.9974046493424827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:28,169] Trial 8118 finished with value: 0.9973907366816261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:30,469] Trial 8119 finished with value: 0.9974191995861625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:32,244] Trial 8120 finished with value: 0.9966848443602038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:34,414] Trial 8121 finished with value: 0.9852051538224632 and parameters: {'classifier': 'SVC', 'svc_c': 1.6392442444201416e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:35,924] Trial 8122 finished with value: 0.9974602676449815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:47,997] Trial 8123 finished with value: 0.9968628517779581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:49,919] Trial 8124 finished with value: 0.9970813257259712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:51,821] Trial 8125 finished with value: 0.9956431094681445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:54,548] Trial 8126 finished with value: 0.997251126577777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:59,785] Trial 8127 finished with value: 0.9967585959574464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:00,700] Trial 8128 finished with value: 0.9971591038480586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 49}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:07,380] Trial 8129 finished with value: 0.9967025015228597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:09,409] Trial 8130 finished with value: 0.9975819482431906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:11,888] Trial 8131 finished with value: 0.9976471650727836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:15,285] Trial 8132 finished with value: 0.9972894584163795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:17,950] Trial 8133 finished with value: 0.997350254821958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:19,216] Trial 8134 finished with value: 0.9973669853011914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:22,295] Trial 8135 finished with value: 0.9975005286722894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:24,441] Trial 8136 finished with value: 0.997042948597375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:25,669] Trial 8137 finished with value: 0.9945315545438683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:30,971] Trial 8138 finished with value: 0.9967025350698279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:32,928] Trial 8139 finished with value: 0.9973993484771769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:34,385] Trial 8140 finished with value: 0.9974106642789685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:36,369] Trial 8141 finished with value: 0.9956113639118382 and parameters: {'classifier': 'SVC', 'svc_c': 144528.66310820793, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:38,584] Trial 8142 finished with value: 0.997099079625769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:39,833] Trial 8143 finished with value: 0.9913449004546652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:46,811] Trial 8144 finished with value: 0.9928274467934407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 71, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:49,135] Trial 8145 finished with value: 0.9973685769255131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:59,556] Trial 8146 finished with value: 0.9969719113529308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:02,173] Trial 8147 finished with value: 0.99743925238955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:05,257] Trial 8148 finished with value: 0.997177536399532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:07,470] Trial 8149 finished with value: 0.9973987380302646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:10,120] Trial 8150 finished with value: 0.9975603443765272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:13,492] Trial 8151 finished with value: 0.9975509241212591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:15,605] Trial 8152 finished with value: 0.9971569580798726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:18,007] Trial 8153 finished with value: 0.9976322009667903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:19,837] Trial 8154 finished with value: 0.9974910536056555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:22,586] Trial 8155 finished with value: 0.9976154510322196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:26,051] Trial 8156 finished with value: 0.9974693285319232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:27,523] Trial 8157 finished with value: 0.9972741404327179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:28,284] Trial 8158 finished with value: 0.9889139997964437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:30,057] Trial 8159 finished with value: 0.9852049898009575 and parameters: {'classifier': 'SVC', 'svc_c': 3.4976817773339193e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:40,145] Trial 8160 finished with value: 0.9965847196409423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:42,252] Trial 8161 finished with value: 0.9976048635201907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:45,632] Trial 8162 finished with value: 0.9974957973754712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:47,127] Trial 8163 finished with value: 0.9972847142657087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:50,065] Trial 8164 finished with value: 0.9973598850234837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:51,321] Trial 8165 finished with value: 0.9972597885509598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:53,939] Trial 8166 finished with value: 0.9972600950439322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:55,555] Trial 8167 finished with value: 0.9966017954603469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:57,664] Trial 8168 finished with value: 0.9974138042688442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:58,965] Trial 8169 finished with value: 0.9969157067878052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:02,744] Trial 8170 finished with value: 0.9972564637195113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:10,119] Trial 8171 finished with value: 0.9968113468034812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:14,694] Trial 8172 finished with value: 0.9974877843790205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:16,739] Trial 8173 finished with value: 0.9976215075771022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:18,679] Trial 8174 finished with value: 0.99704544732283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:21,358] Trial 8175 finished with value: 0.9975800837046026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:24,402] Trial 8176 finished with value: 0.997380752189839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:26,795] Trial 8177 finished with value: 0.9975404249993026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:24,406] Trial 8178 finished with value: 0.9908180040598634 and parameters: {'classifier': 'SVC', 'svc_c': 260535862.5326887, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:27,118] Trial 8179 finished with value: 0.9973549819928481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:28,626] Trial 8180 finished with value: 0.9908391631514917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:30,846] Trial 8181 finished with value: 0.997302907386408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:33,070] Trial 8182 finished with value: 0.9971377621047731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:36,146] Trial 8183 finished with value: 0.9973714622504192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:38,643] Trial 8184 finished with value: 0.9973192637709262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:40,583] Trial 8185 finished with value: 0.9975251305651684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:41,924] Trial 8186 finished with value: 0.9971577430852759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:45,000] Trial 8187 finished with value: 0.9974600079971605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:48,758] Trial 8188 finished with value: 0.9970495285955655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:51,065] Trial 8189 finished with value: 0.9974937762420476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:53,760] Trial 8190 finished with value: 0.9969210361220139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:56,338] Trial 8191 finished with value: 0.9975827636217712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:01,080] Trial 8192 finished with value: 0.996718026088561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:04,535] Trial 8193 finished with value: 0.9971886181977317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:09,433] Trial 8194 finished with value: 0.9972854795936095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:12,845] Trial 8195 finished with value: 0.9974496455703714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:13,855] Trial 8196 finished with value: 0.9887761038252393 and parameters: {'classifier': 'SVC', 'svc_c': 4.93244441994114, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:22,611] Trial 8197 finished with value: 0.9970115103274889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:38,795] Trial 8198 finished with value: 0.9962322922045909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:41,958] Trial 8199 finished with value: 0.997784879217516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:45,080] Trial 8200 finished with value: 0.9973021645924215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:48,015] Trial 8201 finished with value: 0.9976652866562393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:50,988] Trial 8202 finished with value: 0.9973420708216617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:54,686] Trial 8203 finished with value: 0.9971997308769156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:57,691] Trial 8204 finished with value: 0.9973659211926297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:00,581] Trial 8205 finished with value: 0.9976756518759645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:02,683] Trial 8206 finished with value: 0.9958435633305297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:05,451] Trial 8207 finished with value: 0.9974312724005231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:08,322] Trial 8208 finished with value: 0.9973954606152496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:11,602] Trial 8209 finished with value: 0.9974471731239037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:15,286] Trial 8210 finished with value: 0.9972538282354128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:18,178] Trial 8211 finished with value: 0.9970058679940368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:21,121] Trial 8212 finished with value: 0.997722632389566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:24,510] Trial 8213 finished with value: 0.9974688362452403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:27,946] Trial 8214 finished with value: 0.9972817225553369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:29,461] Trial 8215 finished with value: 0.9858780746156895 and parameters: {'classifier': 'SVC', 'svc_c': 0.27156335248897906, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:32,279] Trial 8216 finished with value: 0.9973918911480103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:35,488] Trial 8217 finished with value: 0.9974231760603273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:38,482] Trial 8218 finished with value: 0.9975159374263664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:41,820] Trial 8219 finished with value: 0.9973886963785064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:54,030] Trial 8220 finished with value: 0.997027914763199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:56,920] Trial 8221 finished with value: 0.997498443333079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:00,024] Trial 8222 finished with value: 0.997375758039671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:02,323] Trial 8223 finished with value: 0.9972970569792343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:05,832] Trial 8224 finished with value: 0.9976504366480237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:09,215] Trial 8225 finished with value: 0.9972407734819329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:10,769] Trial 8226 finished with value: 0.9945965207709438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:13,521] Trial 8227 finished with value: 0.9973166160042575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:15,229] Trial 8228 finished with value: 0.99527557792989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:19,347] Trial 8229 finished with value: 0.9970975944821268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:22,375] Trial 8230 finished with value: 0.9972671155642784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:25,235] Trial 8231 finished with value: 0.9966888008077491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:27,782] Trial 8232 finished with value: 0.9970756341670247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:31,294] Trial 8233 finished with value: 0.9973686989260294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:33,111] Trial 8234 finished with value: 0.9853248619414609 and parameters: {'classifier': 'SVC', 'svc_c': 0.0022001613997502008, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:37,102] Trial 8235 finished with value: 0.9971751972205377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:40,041] Trial 8236 finished with value: 0.9974396227391923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:43,215] Trial 8237 finished with value: 0.9974896948740986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:45,495] Trial 8238 finished with value: 0.9974496594080992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:48,282] Trial 8239 finished with value: 0.9972583738654722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:02,735] Trial 8240 finished with value: 0.996358764528594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:05,276] Trial 8241 finished with value: 0.9961510973063366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:08,452] Trial 8242 finished with value: 0.9974987412885544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:10,504] Trial 8243 finished with value: 0.9965301496415271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:12,980] Trial 8244 finished with value: 0.9968150184350448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 19}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:14,015] Trial 8245 finished with value: 0.995916161159622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 34}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:16,904] Trial 8246 finished with value: 0.9974624066529932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:19,898] Trial 8247 finished with value: 0.9972829421161692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:21,394] Trial 8248 finished with value: 0.9902110237205205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:24,837] Trial 8249 finished with value: 0.9973857736346075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:27,193] Trial 8250 finished with value: 0.9968355585105257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:38,932] Trial 8251 finished with value: 0.9967951338743047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:43,049] Trial 8252 finished with value: 0.9974980824730713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:44,802] Trial 8253 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.4207333110487023e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:50,457] Trial 8254 finished with value: 0.9972046752937823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:53,187] Trial 8255 finished with value: 0.9975055490697068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:56,228] Trial 8256 finished with value: 0.9976028475600461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:59,221] Trial 8257 finished with value: 0.997368030271795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:00,764] Trial 8258 finished with value: 0.9973791241938753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:03,633] Trial 8259 finished with value: 0.9973668358156473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:06,951] Trial 8260 finished with value: 0.9974347619199736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:10,090] Trial 8261 finished with value: 0.9970086085940847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:13,484] Trial 8262 finished with value: 0.9976410108068839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:16,563] Trial 8263 finished with value: 0.9974703429071838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:22,334] Trial 8264 finished with value: 0.9970079402889671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:24,964] Trial 8265 finished with value: 0.9973620926171137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:27,913] Trial 8266 finished with value: 0.9971538091081692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:31,039] Trial 8267 finished with value: 0.9974176671530381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:33,488] Trial 8268 finished with value: 0.9974994366343691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:36,196] Trial 8269 finished with value: 0.997429469560427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:44,717] Trial 8270 finished with value: 0.996194357756328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:48,086] Trial 8271 finished with value: 0.9974963396176203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:48,887] Trial 8272 finished with value: 0.9928222970323125 and parameters: {'classifier': 'SVC', 'svc_c': 519.2346598065114, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:50,722] Trial 8273 finished with value: 0.9967178408661329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:58,780] Trial 8274 finished with value: 0.9966927136156717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:02,288] Trial 8275 finished with value: 0.9973923350026462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:03,302] Trial 8276 finished with value: 0.9967563334572366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:04,778] Trial 8277 finished with value: 0.9971118324247971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 52}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:06,595] Trial 8278 finished with value: 0.9944377395110391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:10,943] Trial 8279 finished with value: 0.9974101578054411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:15,922] Trial 8280 finished with value: 0.9972059626785232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:17,366] Trial 8281 finished with value: 0.9974635027851037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:20,050] Trial 8282 finished with value: 0.9969328490663881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:23,692] Trial 8283 finished with value: 0.99710068521477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:26,796] Trial 8284 finished with value: 0.9972144757691819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:29,569] Trial 8285 finished with value: 0.9973266727949976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:32,586] Trial 8286 finished with value: 0.997369499324318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:33,765] Trial 8287 finished with value: 0.9961180052375682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:38,158] Trial 8288 finished with value: 0.9971719016197018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:40,387] Trial 8289 finished with value: 0.9973133002181123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:42,520] Trial 8290 finished with value: 0.9853764804741708 and parameters: {'classifier': 'SVC', 'svc_c': 0.006365386071561368, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:45,433] Trial 8291 finished with value: 0.9975128239376435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:48,708] Trial 8292 finished with value: 0.9972527478770425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:51,021] Trial 8293 finished with value: 0.9975838541680101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:54,083] Trial 8294 finished with value: 0.9975425803205988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:55,725] Trial 8295 finished with value: 0.9974050411152123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:56,775] Trial 8296 finished with value: 0.9965780429056098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:59,894] Trial 8297 finished with value: 0.9975541848738727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:02,877] Trial 8298 finished with value: 0.9974398781976094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:12,465] Trial 8299 finished with value: 0.9970954840064937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:15,966] Trial 8300 finished with value: 0.9971623455579278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:19,095] Trial 8301 finished with value: 0.9970252460177735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:21,596] Trial 8302 finished with value: 0.9973045477284176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:24,383] Trial 8303 finished with value: 0.9975746894981109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:25,503] Trial 8304 finished with value: 0.9965669941465717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:28,200] Trial 8305 finished with value: 0.9969824570026597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:31,012] Trial 8306 finished with value: 0.9973368562834644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:33,715] Trial 8307 finished with value: 0.9975688240471693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:36,687] Trial 8308 finished with value: 0.9970064064911129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:38,914] Trial 8309 finished with value: 0.9853879533468665 and parameters: {'classifier': 'SVC', 'svc_c': 0.02427319313478558, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:40,250] Trial 8310 finished with value: 0.9910867130217239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:41,319] Trial 8311 finished with value: 0.9971148180732287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:44,023] Trial 8312 finished with value: 0.9974060482859682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:46,961] Trial 8313 finished with value: 0.9973043383851801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:49,844] Trial 8314 finished with value: 0.9975813628374873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:52,637] Trial 8315 finished with value: 0.9975910636558574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:55,077] Trial 8316 finished with value: 0.9973175671893443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:57,111] Trial 8317 finished with value: 0.9971541621923897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:59,771] Trial 8318 finished with value: 0.9975121345268173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:01,039] Trial 8319 finished with value: 0.9972084118293668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:02,603] Trial 8320 finished with value: 0.9968962157771178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:06,316] Trial 8321 finished with value: 0.9974532189413735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:13,597] Trial 8322 finished with value: 0.9962876693942068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:16,293] Trial 8323 finished with value: 0.9972035268258628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:19,049] Trial 8324 finished with value: 0.9973448264972159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:22,250] Trial 8325 finished with value: 0.9973200535687535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:24,445] Trial 8326 finished with value: 0.997214436572866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:25,261] Trial 8327 finished with value: 0.9956500905065337 and parameters: {'classifier': 'SVC', 'svc_c': 5908.671813469993, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:29,612] Trial 8328 finished with value: 0.9974762542828777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:35,937] Trial 8329 finished with value: 0.9972189745858279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:38,410] Trial 8330 finished with value: 0.9974985420379713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:41,558] Trial 8331 finished with value: 0.9974284630561675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:43,606] Trial 8332 finished with value: 0.9971590931523839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:44,999] Trial 8333 finished with value: 0.9974549577978481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:49,423] Trial 8334 finished with value: 0.9971569735679714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:52,382] Trial 8335 finished with value: 0.9973671572571741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:58,206] Trial 8336 finished with value: 0.9973091297301191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:00,382] Trial 8337 finished with value: 0.9973902351274743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:16,599] Trial 8338 finished with value: 0.9966709268751854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:21,285] Trial 8339 finished with value: 0.9911690129069645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 64, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:22,349] Trial 8340 finished with value: 0.9974062450292566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 31}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:24,044] Trial 8341 finished with value: 0.9962102670489436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:26,712] Trial 8342 finished with value: 0.997364001715724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:28,233] Trial 8343 finished with value: 0.9971464523564313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:33,085] Trial 8344 finished with value: 0.9973911730461159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:38,029] Trial 8345 finished with value: 0.9963582616414502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 32, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:39,274] Trial 8346 finished with value: 0.986848423051109 and parameters: {'classifier': 'SVC', 'svc_c': 447247.0923908677, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:40,896] Trial 8347 finished with value: 0.9969910041480933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 43}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:45,836] Trial 8348 finished with value: 0.9973704937364349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:49,283] Trial 8349 finished with value: 0.9971328856387661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:51,650] Trial 8350 finished with value: 0.997259263669446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:58,953] Trial 8351 finished with value: 0.9969819300264442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:01,821] Trial 8352 finished with value: 0.9969406817280486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:05,001] Trial 8353 finished with value: 0.9976548811293721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:07,678] Trial 8354 finished with value: 0.9974989509491711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:10,455] Trial 8355 finished with value: 0.9970208974801195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:12,780] Trial 8356 finished with value: 0.9972303927106333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:15,616] Trial 8357 finished with value: 0.9973025164706018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:19,511] Trial 8358 finished with value: 0.9970378243852623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:20,345] Trial 8359 finished with value: 0.9971793561241947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 24}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:22,798] Trial 8360 finished with value: 0.9974390161643046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:25,280] Trial 8361 finished with value: 0.9974206455652269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:27,294] Trial 8362 finished with value: 0.9955946892913219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:28,867] Trial 8363 finished with value: 0.9963522669220112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:31,446] Trial 8364 finished with value: 0.9972481911387151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:44,745] Trial 8365 finished with value: 0.9965630419836439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:46,894] Trial 8366 finished with value: 0.9850767555470211 and parameters: {'classifier': 'SVC', 'svc_c': 3.2848895682078704e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:48,814] Trial 8367 finished with value: 0.9972774329232389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:50,276] Trial 8368 finished with value: 0.997248174412838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:53,482] Trial 8369 finished with value: 0.9975697965283921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:00,559] Trial 8370 finished with value: 0.9969047711744072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:03,019] Trial 8371 finished with value: 0.9976020400842044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:05,116] Trial 8372 finished with value: 0.9975171369605791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:07,613] Trial 8373 finished with value: 0.9973884937637051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:09,468] Trial 8374 finished with value: 0.9970944057745633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:12,143] Trial 8375 finished with value: 0.9975154572318262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:14,298] Trial 8376 finished with value: 0.9965868136763393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:17,848] Trial 8377 finished with value: 0.997531428921168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:30,063] Trial 8378 finished with value: 0.9965200976749489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:45,573] Trial 8379 finished with value: 0.996219725199273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:48,505] Trial 8380 finished with value: 0.9973970303086773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:51,246] Trial 8381 finished with value: 0.9972851457742987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:54,569] Trial 8382 finished with value: 0.9972343022495513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:55,905] Trial 8383 finished with value: 0.9867591000747516 and parameters: {'classifier': 'SVC', 'svc_c': 2010985.1846143855, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:56,798] Trial 8384 finished with value: 0.9950561852329316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:59,172] Trial 8385 finished with value: 0.9966569611802852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:00,698] Trial 8386 finished with value: 0.9971384497382765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:04,100] Trial 8387 finished with value: 0.9972134271169812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:08,826] Trial 8388 finished with value: 0.9976636121642413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:11,751] Trial 8389 finished with value: 0.9956914430639553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 27, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:20,221] Trial 8390 finished with value: 0.9967094083580214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:21,628] Trial 8391 finished with value: 0.9972647024042218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:23,129] Trial 8392 finished with value: 0.9969937843570498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:31,144] Trial 8393 finished with value: 0.996592751457972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:34,084] Trial 8394 finished with value: 0.997065872856203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:34,618] Trial 8395 finished with value: 0.9871865073653646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 12}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:37,891] Trial 8396 finished with value: 0.9975167037064043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:40,816] Trial 8397 finished with value: 0.996526240769105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:43,927] Trial 8398 finished with value: 0.9971179559366644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:46,451] Trial 8399 finished with value: 0.9975417968386151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:48,353] Trial 8400 finished with value: 0.9973038921819389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:51,704] Trial 8401 finished with value: 0.9976301006472875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:23,860] Trial 8402 finished with value: 0.9895976655851957 and parameters: {'classifier': 'SVC', 'svc_c': 759720735.5214461, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:26,234] Trial 8403 finished with value: 0.9973305316802152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:29,054] Trial 8404 finished with value: 0.9973923291311334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:32,092] Trial 8405 finished with value: 0.9977138233429202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:38,720] Trial 8406 finished with value: 0.9956882797149799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 53, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:41,291] Trial 8407 finished with value: 0.997359753247692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:45,016] Trial 8408 finished with value: 0.9972221579296852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:47,339] Trial 8409 finished with value: 0.9973843563783493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:57,028] Trial 8410 finished with value: 0.9969800541574232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:00,614] Trial 8411 finished with value: 0.9971766290127574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:03,395] Trial 8412 finished with value: 0.9971857841930222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:09,789] Trial 8413 finished with value: 0.9970135173375437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:10,705] Trial 8414 finished with value: 0.9940276685128374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:17,791] Trial 8415 finished with value: 0.9968926025750419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:20,661] Trial 8416 finished with value: 0.9974080347615968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:22,156] Trial 8417 finished with value: 0.995716411339238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:25,892] Trial 8418 finished with value: 0.9971963152115757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:27,631] Trial 8419 finished with value: 0.9972530699533273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:29,774] Trial 8420 finished with value: 0.997111597151689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:31,587] Trial 8421 finished with value: 0.9853930338876186 and parameters: {'classifier': 'SVC', 'svc_c': 0.07759772359353173, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:34,086] Trial 8422 finished with value: 0.9970174956525072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:39,842] Trial 8423 finished with value: 0.9970852137465881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:42,460] Trial 8424 finished with value: 0.9972669266602532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:45,798] Trial 8425 finished with value: 0.9969688147170368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:47,226] Trial 8426 finished with value: 0.994224441190549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:48,723] Trial 8427 finished with value: 0.9970601147428644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:51,334] Trial 8428 finished with value: 0.9970936775165384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:54,038] Trial 8429 finished with value: 0.9967084333695038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:55,975] Trial 8430 finished with value: 0.9974598807281515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:59,705] Trial 8431 finished with value: 0.9971753417867063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:02,071] Trial 8432 finished with value: 0.9974780913046999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:17,229] Trial 8433 finished with value: 0.9964341392659005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:21,124] Trial 8434 finished with value: 0.9975888456521936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:22,888] Trial 8435 finished with value: 0.9972083862486135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:25,683] Trial 8436 finished with value: 0.9972695908671579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:27,862] Trial 8437 finished with value: 0.9973129299636838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:31,155] Trial 8438 finished with value: 0.9972947009156733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:33,780] Trial 8439 finished with value: 0.9974436806845657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:35,290] Trial 8440 finished with value: 0.9972553401341108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:43:53,402] Trial 8441 finished with value: 0.9896102927021103 and parameters: {'classifier': 'SVC', 'svc_c': 2894358354.779977, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:03,526] Trial 8442 finished with value: 0.9971035005258523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:04,389] Trial 8443 finished with value: 0.9950326027933785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 16}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:08,641] Trial 8444 finished with value: 0.9966988647712564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 22, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:19,212] Trial 8445 finished with value: 0.9966890669935792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:21,789] Trial 8446 finished with value: 0.9974057502035412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:23,948] Trial 8447 finished with value: 0.997188429103279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:24,747] Trial 8448 finished with value: 0.9871066459670308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:27,693] Trial 8449 finished with value: 0.997408572433487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:29,182] Trial 8450 finished with value: 0.9974239912167429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:40,705] Trial 8451 finished with value: 0.9965164178867431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:42,776] Trial 8452 finished with value: 0.9965050713943949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:44,063] Trial 8453 finished with value: 0.9967651097503619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:47,437] Trial 8454 finished with value: 0.997479121644128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:48,845] Trial 8455 finished with value: 0.9973337978600111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:51,511] Trial 8456 finished with value: 0.9973678652029382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:52,969] Trial 8457 finished with value: 0.9969606136734844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:53,823] Trial 8458 finished with value: 0.9917392481126511 and parameters: {'classifier': 'SVC', 'svc_c': 82.084075450905, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:55,462] Trial 8459 finished with value: 0.9975189102209453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:57,792] Trial 8460 finished with value: 0.9972558558751071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:09,247] Trial 8461 finished with value: 0.9961398282227449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:12,480] Trial 8462 finished with value: 0.9973989567361851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:14,804] Trial 8463 finished with value: 0.9974377210672524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:17,720] Trial 8464 finished with value: 0.9973240906940596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:21,237] Trial 8465 finished with value: 0.997287103558859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:23,369] Trial 8466 finished with value: 0.9976122491851624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:26,263] Trial 8467 finished with value: 0.9974316323401317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:28,678] Trial 8468 finished with value: 0.9973936547283145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:32,859] Trial 8469 finished with value: 0.9974074696364162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:39,258] Trial 8470 finished with value: 0.9969760747633707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:41,873] Trial 8471 finished with value: 0.9970348011591482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:45,291] Trial 8472 finished with value: 0.9975795585691856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:47,489] Trial 8473 finished with value: 0.9974256727228186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:49,264] Trial 8474 finished with value: 0.9974070995089394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:51,129] Trial 8475 finished with value: 0.9968821718800137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:53,648] Trial 8476 finished with value: 0.9977068772797049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:54,657] Trial 8477 finished with value: 0.9885380064877269 and parameters: {'classifier': 'SVC', 'svc_c': 2.081821405751704, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:56,982] Trial 8478 finished with value: 0.9975408550162109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:01,161] Trial 8479 finished with value: 0.9972714421393006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:03,700] Trial 8480 finished with value: 0.9973877384649831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:06,973] Trial 8481 finished with value: 0.997422187646675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:09,325] Trial 8482 finished with value: 0.9972785128372784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:13,043] Trial 8483 finished with value: 0.9969725687084704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:15,029] Trial 8484 finished with value: 0.9975147607751849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:17,056] Trial 8485 finished with value: 0.9971128138243719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:22,732] Trial 8486 finished with value: 0.9974031032303202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:30,976] Trial 8487 finished with value: 0.996665797045463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:41,992] Trial 8488 finished with value: 0.9963971655558345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:45,088] Trial 8489 finished with value: 0.9973899297453285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:48,565] Trial 8490 finished with value: 0.9971526620049795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:51,153] Trial 8491 finished with value: 0.9970551015499519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:53,339] Trial 8492 finished with value: 0.9975211808460595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:55,606] Trial 8493 finished with value: 0.9974944519420977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:57,895] Trial 8494 finished with value: 0.9974602200381204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:00,469] Trial 8495 finished with value: 0.997277186954456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:01,433] Trial 8496 finished with value: 0.9900226633973493 and parameters: {'classifier': 'SVC', 'svc_c': 11.355742661254505, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:04,132] Trial 8497 finished with value: 0.9973655760746238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:09,092] Trial 8498 finished with value: 0.9967871305896537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:10,986] Trial 8499 finished with value: 0.9975296136080744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:13,747] Trial 8500 finished with value: 0.9974841500077601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:15,262] Trial 8501 finished with value: 0.997506369843732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:18,878] Trial 8502 finished with value: 0.9974616397064593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:20,273] Trial 8503 finished with value: 0.9972395028230693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:22,776] Trial 8504 finished with value: 0.9975567820820546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:24,118] Trial 8505 finished with value: 0.9966990697029249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:25,737] Trial 8506 finished with value: 0.9938081200144913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:29,380] Trial 8507 finished with value: 0.9973569415864691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:31,516] Trial 8508 finished with value: 0.997149043820052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:33,734] Trial 8509 finished with value: 0.9974567394052839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:35,383] Trial 8510 finished with value: 0.9955608635373464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:39,951] Trial 8511 finished with value: 0.9971510334377335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:42,687] Trial 8512 finished with value: 0.9968373972144571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:44,842] Trial 8513 finished with value: 0.9969270907626221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:12,434] Trial 8514 finished with value: 0.9897120142189726 and parameters: {'classifier': 'SVC', 'svc_c': 33611548.433563106, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:14,695] Trial 8515 finished with value: 0.9973028743155083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:16,712] Trial 8516 finished with value: 0.9973538914148716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:19,386] Trial 8517 finished with value: 0.9960888633639774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:22,185] Trial 8518 finished with value: 0.9975112124771295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:23,321] Trial 8519 finished with value: 0.997222393266269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:29,946] Trial 8520 finished with value: 0.9969656282311269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:32,945] Trial 8521 finished with value: 0.9969037338526396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:35,396] Trial 8522 finished with value: 0.9971639150291901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:37,673] Trial 8523 finished with value: 0.9973375654987447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:39,023] Trial 8524 finished with value: 0.9972116721693874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:41,524] Trial 8525 finished with value: 0.9973822119748932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:44,837] Trial 8526 finished with value: 0.9972577710673957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:51,636] Trial 8527 finished with value: 0.997065302081675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:54,240] Trial 8528 finished with value: 0.9900386814240361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:56,788] Trial 8529 finished with value: 0.9975251161244206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:58,323] Trial 8530 finished with value: 0.9971516565480707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:00,990] Trial 8531 finished with value: 0.9973348257873583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:02,581] Trial 8532 finished with value: 0.9963407759269703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:03,733] Trial 8533 finished with value: 0.9874273791037965 and parameters: {'classifier': 'SVC', 'svc_c': 79227.28231753748, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:05,897] Trial 8534 finished with value: 0.9955781974811527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:07,382] Trial 8535 finished with value: 0.9973674883470248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:10,027] Trial 8536 finished with value: 0.996727256963735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:13,660] Trial 8537 finished with value: 0.9975320009969502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:15,634] Trial 8538 finished with value: 0.9976435461578843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:27,408] Trial 8539 finished with value: 0.9967423572888272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:29,696] Trial 8540 finished with value: 0.9972169899827358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:32,149] Trial 8541 finished with value: 0.9968672465577435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:41,200] Trial 8542 finished with value: 0.9969216766247246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:43,852] Trial 8543 finished with value: 0.997277336471738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:45,709] Trial 8544 finished with value: 0.9975938387550106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:48,303] Trial 8545 finished with value: 0.9975132185667851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:50,659] Trial 8546 finished with value: 0.9972286504582026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:57,673] Trial 8547 finished with value: 0.9966378730505953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:59,602] Trial 8548 finished with value: 0.9972330049943213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:02,733] Trial 8549 finished with value: 0.9968563360172924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:03,783] Trial 8550 finished with value: 0.9969432654158821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:06,046] Trial 8551 finished with value: 0.9976387886455544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:07,044] Trial 8552 finished with value: 0.9963319141953981 and parameters: {'classifier': 'SVC', 'svc_c': 25094.463798930938, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:14,677] Trial 8553 finished with value: 0.9966494342181496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:19,657] Trial 8554 finished with value: 0.9972777243724432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:22,897] Trial 8555 finished with value: 0.9975602544630352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:25,368] Trial 8556 finished with value: 0.9975037888536207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:27,075] Trial 8557 finished with value: 0.9973803487692973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:30,292] Trial 8558 finished with value: 0.9972876730638705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:31,521] Trial 8559 finished with value: 0.9972613929339204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:33,783] Trial 8560 finished with value: 0.9972249913631125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:36,530] Trial 8561 finished with value: 0.9973237196461833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:38,507] Trial 8562 finished with value: 0.9962756201928492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:41,258] Trial 8563 finished with value: 0.9976385134778969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:44,215] Trial 8564 finished with value: 0.9974302956981586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:45,666] Trial 8565 finished with value: 0.9961766865655172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:49,719] Trial 8566 finished with value: 0.9972156322350543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:51,862] Trial 8567 finished with value: 0.9973299932148771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:03,232] Trial 8568 finished with value: 0.9968308053145513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:06,641] Trial 8569 finished with value: 0.9968491487777182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:08,801] Trial 8570 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011367812877018369, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:11,313] Trial 8571 finished with value: 0.9970502479035003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:13,054] Trial 8572 finished with value: 0.9972303537364828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:15,775] Trial 8573 finished with value: 0.993870141439822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:16,970] Trial 8574 finished with value: 0.9965287751997063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 37}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:19,405] Trial 8575 finished with value: 0.9975938323756912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:23,110] Trial 8576 finished with value: 0.9969920402638204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:26,601] Trial 8577 finished with value: 0.9972198813378444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:27,946] Trial 8578 finished with value: 0.9972105025640214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:30,885] Trial 8579 finished with value: 0.9974669060726598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:34,244] Trial 8580 finished with value: 0.9975361195617268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:38,628] Trial 8581 finished with value: 0.9973003207786869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:41,418] Trial 8582 finished with value: 0.9970127183991989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:42,426] Trial 8583 finished with value: 0.9969317184351724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:44,240] Trial 8584 finished with value: 0.9971911458364207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:45,391] Trial 8585 finished with value: 0.9967780663067561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 50}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:52,472] Trial 8586 finished with value: 0.996812505871862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:03,273] Trial 8587 finished with value: 0.9965312946182769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:05,865] Trial 8588 finished with value: 0.9976453515687508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:07,569] Trial 8589 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8219202247189896e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:09,990] Trial 8590 finished with value: 0.9976397373550846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:12,236] Trial 8591 finished with value: 0.9973937756497421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:14,077] Trial 8592 finished with value: 0.9966578232770659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:16,525] Trial 8593 finished with value: 0.9967577338924037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:18,495] Trial 8594 finished with value: 0.9974119630576181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:19,559] Trial 8595 finished with value: 0.9900090149863104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:26,488] Trial 8596 finished with value: 0.9972986607909126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:29,833] Trial 8597 finished with value: 0.9969919944977579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:40,123] Trial 8598 finished with value: 0.9969971197889596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:41,908] Trial 8599 finished with value: 0.9973743372922432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:44,281] Trial 8600 finished with value: 0.9975646630170725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:47,565] Trial 8601 finished with value: 0.9975977865063693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:49,677] Trial 8602 finished with value: 0.9970026964884191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:55,955] Trial 8603 finished with value: 0.9968670936762432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:58,757] Trial 8604 finished with value: 0.9969370590998142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:00,332] Trial 8605 finished with value: 0.9974437636791937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:02,519] Trial 8606 finished with value: 0.9969684090431037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:06,821] Trial 8607 finished with value: 0.9972581139954859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:08,607] Trial 8608 finished with value: 0.9852078578921796 and parameters: {'classifier': 'SVC', 'svc_c': 2.8969065205110256e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:11,529] Trial 8609 finished with value: 0.9969347102724959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:14,594] Trial 8610 finished with value: 0.9972696196851779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:16,902] Trial 8611 finished with value: 0.9972881897887419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:29,323] Trial 8612 finished with value: 0.9962112012225122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:32,314] Trial 8613 finished with value: 0.995394733047588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:33,965] Trial 8614 finished with value: 0.996998943385647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:35,914] Trial 8615 finished with value: 0.9972605500068358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:44,211] Trial 8616 finished with value: 0.9970999474671108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:46,449] Trial 8617 finished with value: 0.9972788893123369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:49,343] Trial 8618 finished with value: 0.99733574853528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:52,344] Trial 8619 finished with value: 0.997509719970293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:52,880] Trial 8620 finished with value: 0.993268949079189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 9}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:56,511] Trial 8621 finished with value: 0.9972288741787123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:58,113] Trial 8622 finished with value: 0.9952994472483887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:00,451] Trial 8623 finished with value: 0.9971307262867555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:03,117] Trial 8624 finished with value: 0.9974771777607714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:05,460] Trial 8625 finished with value: 0.9975524264985851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:07,210] Trial 8626 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.935388071755811e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:08,883] Trial 8627 finished with value: 0.9972071559921062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:10,651] Trial 8628 finished with value: 0.9968255631643744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:14,256] Trial 8629 finished with value: 0.9971976864796058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:16,859] Trial 8630 finished with value: 0.9974747248648544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:19,152] Trial 8631 finished with value: 0.9974998763313393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:20,386] Trial 8632 finished with value: 0.9974038739854031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:23,318] Trial 8633 finished with value: 0.9975278491073706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:26,092] Trial 8634 finished with value: 0.9970109084498118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:30,849] Trial 8635 finished with value: 0.9973735386395397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:32,412] Trial 8636 finished with value: 0.9969544345250654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:35,736] Trial 8637 finished with value: 0.997625767058188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:42,378] Trial 8638 finished with value: 0.9948845432016373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:44,483] Trial 8639 finished with value: 0.9976416881255673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:46,327] Trial 8640 finished with value: 0.9972858617180154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:49,975] Trial 8641 finished with value: 0.9944702532199199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 42, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:03,173] Trial 8642 finished with value: 0.9960292676351763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:04,573] Trial 8643 finished with value: 0.994286870701894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:06,671] Trial 8644 finished with value: 0.9972655666274424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:07,480] Trial 8645 finished with value: 0.993093574447811 and parameters: {'classifier': 'SVC', 'svc_c': 1755.1293108072878, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:08,584] Trial 8646 finished with value: 0.9972469308264095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:10,626] Trial 8647 finished with value: 0.9976778701970072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:13,096] Trial 8648 finished with value: 0.9974995315307126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:15,565] Trial 8649 finished with value: 0.9973482278804973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:18,053] Trial 8650 finished with value: 0.9976019151320625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:30,327] Trial 8651 finished with value: 0.9967135513927244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:33,837] Trial 8652 finished with value: 0.9971275119032247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:37,794] Trial 8653 finished with value: 0.9974152447572505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:39,631] Trial 8654 finished with value: 0.9970943918416219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:41,884] Trial 8655 finished with value: 0.9974253094189917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:43,785] Trial 8656 finished with value: 0.997334761359406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:46,466] Trial 8657 finished with value: 0.9974661031988145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:50,108] Trial 8658 finished with value: 0.9974382740368144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:52,266] Trial 8659 finished with value: 0.9975467983837154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:54,817] Trial 8660 finished with value: 0.9972538092878819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:56,568] Trial 8661 finished with value: 0.9961053963064748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:56:08,963] Trial 8662 finished with value: 0.9966347182708547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:56:09,793] Trial 8663 finished with value: 0.9895774961449982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:56:11,518] Trial 8664 finished with value: 0.9971969499697252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:56:59,287] Trial 8665 finished with value: 0.9903067289044291 and parameters: {'classifier': 'SVC', 'svc_c': 101816600.47067237, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:02,120] Trial 8666 finished with value: 0.9972045505955441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:07,346] Trial 8667 finished with value: 0.9974897370220397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:08,854] Trial 8668 finished with value: 0.9974087029715006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:12,009] Trial 8669 finished with value: 0.9973818510514095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:13,445] Trial 8670 finished with value: 0.9963659178720828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:15,943] Trial 8671 finished with value: 0.9973162439090303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:19,585] Trial 8672 finished with value: 0.9975116032977221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:23,138] Trial 8673 finished with value: 0.9975105864786425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:25,366] Trial 8674 finished with value: 0.9974539141919746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:36,892] Trial 8675 finished with value: 0.9964164589980479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:39,786] Trial 8676 finished with value: 0.9970461958613778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:42,771] Trial 8677 finished with value: 0.9976591485449348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:44,679] Trial 8678 finished with value: 0.9976773266218658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:46,720] Trial 8679 finished with value: 0.9970928191965688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:00,480] Trial 8680 finished with value: 0.9966632869578369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:02,868] Trial 8681 finished with value: 0.9973652911634286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:03,687] Trial 8682 finished with value: 0.9924252073778107 and parameters: {'classifier': 'SVC', 'svc_c': 227.12151387272598, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:05,056] Trial 8683 finished with value: 0.9967250814571296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:12,336] Trial 8684 finished with value: 0.9970605137200991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:14,634] Trial 8685 finished with value: 0.9975058472156096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:17,252] Trial 8686 finished with value: 0.997587928712309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:21,351] Trial 8687 finished with value: 0.9974933321652463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:32,580] Trial 8688 finished with value: 0.9967217513254503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:46,019] Trial 8689 finished with value: 0.9961104880189701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 61, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:48,268] Trial 8690 finished with value: 0.9962658806542323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:49,374] Trial 8691 finished with value: 0.9967859562870776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 28}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:53,279] Trial 8692 finished with value: 0.9970054196960936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:57,865] Trial 8693 finished with value: 0.9971355290890793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:12,690] Trial 8694 finished with value: 0.9965033161294223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:14,322] Trial 8695 finished with value: 0.9973460752569231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:16,816] Trial 8696 finished with value: 0.9974852225268673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:19,746] Trial 8697 finished with value: 0.9974122124858328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:24,211] Trial 8698 finished with value: 0.9972529530308764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:29,852] Trial 8699 finished with value: 0.9973308393157524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:31,782] Trial 8700 finished with value: 0.9974721840231963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:50,131] Trial 8701 finished with value: 0.9919327044329354 and parameters: {'classifier': 'SVC', 'svc_c': 5052341.527686095, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:51,999] Trial 8702 finished with value: 0.9974905839481005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:54,404] Trial 8703 finished with value: 0.9976268360226497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:56,803] Trial 8704 finished with value: 0.9971395413636038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:58,427] Trial 8705 finished with value: 0.9968586985871245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:01,361] Trial 8706 finished with value: 0.9974844661173187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:02,836] Trial 8707 finished with value: 0.997472040726544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:09,269] Trial 8708 finished with value: 0.9968205549860514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:12,469] Trial 8709 finished with value: 0.9972335644384162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:14,005] Trial 8710 finished with value: 0.9968821204011279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:16,523] Trial 8711 finished with value: 0.9973182254970211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:19,047] Trial 8712 finished with value: 0.9975204802952279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:21,987] Trial 8713 finished with value: 0.997684137576809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:24,440] Trial 8714 finished with value: 0.9975723394330144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:27,163] Trial 8715 finished with value: 0.9975780262947507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:29,139] Trial 8716 finished with value: 0.9974432392737484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:33,298] Trial 8717 finished with value: 0.9968343279683772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:36,221] Trial 8718 finished with value: 0.9935254793490295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:48,144] Trial 8719 finished with value: 0.9964046393887133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:49,017] Trial 8720 finished with value: 0.9915272060102764 and parameters: {'classifier': 'SVC', 'svc_c': 52.52450459209407, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:51,661] Trial 8721 finished with value: 0.997509693151761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:53,517] Trial 8722 finished with value: 0.9974997638521952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:56,487] Trial 8723 finished with value: 0.9971684244145593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:04,539] Trial 8724 finished with value: 0.9968230104210006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:07,186] Trial 8725 finished with value: 0.9971345426431771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:14,593] Trial 8726 finished with value: 0.9967824072907883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:16,177] Trial 8727 finished with value: 0.9976550976771147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:19,339] Trial 8728 finished with value: 0.997443103625932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:21,707] Trial 8729 finished with value: 0.9970149023163498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:24,550] Trial 8730 finished with value: 0.9964445516481558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:26,934] Trial 8731 finished with value: 0.9978243946896396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:30,005] Trial 8732 finished with value: 0.9968993228547833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:32,852] Trial 8733 finished with value: 0.9972123181310183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:35,567] Trial 8734 finished with value: 0.9974896189570238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:38,031] Trial 8735 finished with value: 0.9973180396398349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:41,080] Trial 8736 finished with value: 0.9967776120738244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:43,561] Trial 8737 finished with value: 0.9976584410752393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:46,436] Trial 8738 finished with value: 0.9970943442982364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:48,588] Trial 8739 finished with value: 0.9852922525110511 and parameters: {'classifier': 'SVC', 'svc_c': 0.001192325009848133, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:51,129] Trial 8740 finished with value: 0.9968181887980979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:53,942] Trial 8741 finished with value: 0.9971888718788263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:56,585] Trial 8742 finished with value: 0.9973904038144524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:59,423] Trial 8743 finished with value: 0.9975205240935402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:02,298] Trial 8744 finished with value: 0.9972023323062392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:04,651] Trial 8745 finished with value: 0.9972876176812221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:07,391] Trial 8746 finished with value: 0.9974080238120185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:10,173] Trial 8747 finished with value: 0.9973910024231253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:13,173] Trial 8748 finished with value: 0.9973747245581901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:18,158] Trial 8749 finished with value: 0.9973027537749357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:20,882] Trial 8750 finished with value: 0.9968247196660075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:23,301] Trial 8751 finished with value: 0.9967397579224674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:24,484] Trial 8752 finished with value: 0.996830509041185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:37,394] Trial 8753 finished with value: 0.9968181804192904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:40,451] Trial 8754 finished with value: 0.9966832189984866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:43,630] Trial 8755 finished with value: 0.9974244169490336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:46,517] Trial 8756 finished with value: 0.9973959012326191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:49,213] Trial 8757 finished with value: 0.9974714580820386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:51,001] Trial 8758 finished with value: 0.9854048301061155 and parameters: {'classifier': 'SVC', 'svc_c': 0.18101315145050098, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:53,874] Trial 8759 finished with value: 0.9974588914258379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:03,084] Trial 8760 finished with value: 0.9960835004193246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 44, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:05,965] Trial 8761 finished with value: 0.9972041467941474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:08,453] Trial 8762 finished with value: 0.9975670570391708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:10,732] Trial 8763 finished with value: 0.9971694639897185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:13,995] Trial 8764 finished with value: 0.997406130994955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:17,321] Trial 8765 finished with value: 0.9966499117467054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:19,709] Trial 8766 finished with value: 0.9976922231895919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:20,694] Trial 8767 finished with value: 0.9972084455667626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:23,068] Trial 8768 finished with value: 0.9974353146673701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:32,068] Trial 8769 finished with value: 0.9964394643789674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 41, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:34,647] Trial 8770 finished with value: 0.9974765956558104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:36,968] Trial 8771 finished with value: 0.997120903213966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:40,103] Trial 8772 finished with value: 0.9974796308153776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:43,993] Trial 8773 finished with value: 0.9971983822062755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:46,136] Trial 8774 finished with value: 0.9971720157174792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:48,857] Trial 8775 finished with value: 0.9973247713134853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:54,236] Trial 8776 finished with value: 0.9966639297456771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:55,076] Trial 8777 finished with value: 0.9960618720827344 and parameters: {'classifier': 'SVC', 'svc_c': 10146.205643469766, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:58,223] Trial 8778 finished with value: 0.9973366302143495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:00,462] Trial 8779 finished with value: 0.9972515358698318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:03,200] Trial 8780 finished with value: 0.9969820956348453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:05,984] Trial 8781 finished with value: 0.9975779292084918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:08,322] Trial 8782 finished with value: 0.9974785531547293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:11,309] Trial 8783 finished with value: 0.9972445363917183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:14,838] Trial 8784 finished with value: 0.9966973744860733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:22,457] Trial 8785 finished with value: 0.9970174927008818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:27,584] Trial 8786 finished with value: 0.9967953262377621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:34,685] Trial 8787 finished with value: 0.9969818192611472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:37,231] Trial 8788 finished with value: 0.9975784469807142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:39,583] Trial 8789 finished with value: 0.9974350558764726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:42,830] Trial 8790 finished with value: 0.9966264033834283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:46,115] Trial 8791 finished with value: 0.9973483026550074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:48,618] Trial 8792 finished with value: 0.9975586430342592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:51,219] Trial 8793 finished with value: 0.9968540228316444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:53,801] Trial 8794 finished with value: 0.9974811351287158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:54,348] Trial 8795 finished with value: 0.9919911982850648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 6}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:56,111] Trial 8796 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.7062205153986326e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:58,145] Trial 8797 finished with value: 0.9974317731294894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:01,900] Trial 8798 finished with value: 0.9968099792805242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:03,349] Trial 8799 finished with value: 0.9953362564291423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:06,421] Trial 8800 finished with value: 0.9973342036291579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:08,489] Trial 8801 finished with value: 0.9973207830010807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:11,608] Trial 8802 finished with value: 0.9972747223155135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:12,644] Trial 8803 finished with value: 0.9972368411869352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:13,919] Trial 8804 finished with value: 0.9971897365463773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:20,028] Trial 8805 finished with value: 0.9942756727746911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:22,170] Trial 8806 finished with value: 0.9975294330193809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:23,169] Trial 8807 finished with value: 0.9970067369144675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:25,874] Trial 8808 finished with value: 0.9974721788181794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:28,645] Trial 8809 finished with value: 0.997479961333946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:30,246] Trial 8810 finished with value: 0.9953158338791327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:32,609] Trial 8811 finished with value: 0.997480712538478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:35,310] Trial 8812 finished with value: 0.9970481841460671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:37,545] Trial 8813 finished with value: 0.9971777660550304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:39,239] Trial 8814 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 6.445833364239945e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:41,499] Trial 8815 finished with value: 0.9967707948982514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:44,293] Trial 8816 finished with value: 0.9971911081952625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:46,500] Trial 8817 finished with value: 0.9974576903999433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:47,667] Trial 8818 finished with value: 0.9971052051053867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:51,230] Trial 8819 finished with value: 0.9973960964207501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:52,550] Trial 8820 finished with value: 0.9970166581208669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:55,054] Trial 8821 finished with value: 0.9971458452419993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:08,193] Trial 8822 finished with value: 0.9962999913511409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 64, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:16,506] Trial 8823 finished with value: 0.9964585684410868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:19,407] Trial 8824 finished with value: 0.9975440059874024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:32,543] Trial 8825 finished with value: 0.996654564396989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:35,647] Trial 8826 finished with value: 0.9974151577636462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:37,717] Trial 8827 finished with value: 0.9967301115980844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:41,750] Trial 8828 finished with value: 0.9971478325428134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:43,471] Trial 8829 finished with value: 0.9974452989687297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:46,460] Trial 8830 finished with value: 0.9972641232191485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:48,691] Trial 8831 finished with value: 0.9971369310476659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:50,027] Trial 8832 finished with value: 0.9972529797224564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:51,798] Trial 8833 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.703589533077976e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:54,126] Trial 8834 finished with value: 0.9969221840821273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:56,343] Trial 8835 finished with value: 0.9972642326197155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:59,499] Trial 8836 finished with value: 0.9973181597360768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:00,368] Trial 8837 finished with value: 0.9968644454652439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:03,173] Trial 8838 finished with value: 0.9973118818827654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:05,787] Trial 8839 finished with value: 0.9974328517422747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:09,393] Trial 8840 finished with value: 0.9972461806374907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:10,865] Trial 8841 finished with value: 0.9936367852378792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:13,314] Trial 8842 finished with value: 0.9974938341319909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:15,809] Trial 8843 finished with value: 0.9967642564767196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:18,256] Trial 8844 finished with value: 0.9973241848921689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:20,513] Trial 8845 finished with value: 0.9972961126495354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:22,959] Trial 8846 finished with value: 0.9976268208519298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:24,611] Trial 8847 finished with value: 0.9976885505106773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:27,644] Trial 8848 finished with value: 0.9879185980281493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 66, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:31,414] Trial 8849 finished with value: 0.9968626769338259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:35,878] Trial 8850 finished with value: 0.9974678865200972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:37,560] Trial 8851 finished with value: 0.9975275744475193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:39,691] Trial 8852 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0313869787455611e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:41,966] Trial 8853 finished with value: 0.9972917705864145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:43,408] Trial 8854 finished with value: 0.9974429062796233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:57,287] Trial 8855 finished with value: 0.9961456597458636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:59,510] Trial 8856 finished with value: 0.9975602722362634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:01,854] Trial 8857 finished with value: 0.9967505837227056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:08,075] Trial 8858 finished with value: 0.9968179589204339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:10,668] Trial 8859 finished with value: 0.9974216074459886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:11,822] Trial 8860 finished with value: 0.9972226597060022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:14,215] Trial 8861 finished with value: 0.9973158702586457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:16,928] Trial 8862 finished with value: 0.9970368897356252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:18,783] Trial 8863 finished with value: 0.9960946634348297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:21,401] Trial 8864 finished with value: 0.9973121358495011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:24,586] Trial 8865 finished with value: 0.9972709725134838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:29,705] Trial 8866 finished with value: 0.9970734025795366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:33,079] Trial 8867 finished with value: 0.9951736354219779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:41,566] Trial 8868 finished with value: 0.9950213501182849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 66, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:42,816] Trial 8869 finished with value: 0.9953852632177084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:45,006] Trial 8870 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.840592021312673e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:52,350] Trial 8871 finished with value: 0.9970847060035443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:55,006] Trial 8872 finished with value: 0.9972952954301562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:57,595] Trial 8873 finished with value: 0.9976700574667525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:00,164] Trial 8874 finished with value: 0.9975549193842652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:09,069] Trial 8875 finished with value: 0.9971391255970158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:11,185] Trial 8876 finished with value: 0.9969557575514761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:15,975] Trial 8877 finished with value: 0.9970695544217317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:17,949] Trial 8878 finished with value: 0.9960760231904898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:21,077] Trial 8879 finished with value: 0.9974664772300539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:31,305] Trial 8880 finished with value: 0.9970346165397405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:34,009] Trial 8881 finished with value: 0.9974230506955929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:36,991] Trial 8882 finished with value: 0.9969238958026908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:38,847] Trial 8883 finished with value: 0.9907413214986039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:41,301] Trial 8884 finished with value: 0.9972143413908818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:43,918] Trial 8885 finished with value: 0.997380271011424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:45,980] Trial 8886 finished with value: 0.9975740443299278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:49,458] Trial 8887 finished with value: 0.997338403696881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:52,401] Trial 8888 finished with value: 0.9975192181738616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:54,933] Trial 8889 finished with value: 0.9975207275017892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:57,221] Trial 8890 finished with value: 0.9975820248267612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:59,370] Trial 8891 finished with value: 0.9853813983264091 and parameters: {'classifier': 'SVC', 'svc_c': 0.009818875605972544, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:01,518] Trial 8892 finished with value: 0.9973423327546121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:02,555] Trial 8893 finished with value: 0.997289802233131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:12,913] Trial 8894 finished with value: 0.996643241866761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:21,134] Trial 8895 finished with value: 0.996982136291105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:24,788] Trial 8896 finished with value: 0.9973715557820325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:26,478] Trial 8897 finished with value: 0.9974709541792817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:30,960] Trial 8898 finished with value: 0.9967056020625163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:32,875] Trial 8899 finished with value: 0.9964629805497697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:34,516] Trial 8900 finished with value: 0.9973750684066798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:47,977] Trial 8901 finished with value: 0.9968092095727922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 63, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:51,499] Trial 8902 finished with value: 0.9972627415093466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:52,891] Trial 8903 finished with value: 0.9974521459461978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:54,290] Trial 8904 finished with value: 0.9943180798240882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:56,151] Trial 8905 finished with value: 0.9975155076950992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:01,410] Trial 8906 finished with value: 0.9971901552963285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:03,926] Trial 8907 finished with value: 0.996763423515338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:05,380] Trial 8908 finished with value: 0.9861022391387739 and parameters: {'classifier': 'SVC', 'svc_c': 0.6955809228623336, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:08,143] Trial 8909 finished with value: 0.9973270488257254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:10,298] Trial 8910 finished with value: 0.997479711969207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:12,459] Trial 8911 finished with value: 0.9959365867882086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:14,873] Trial 8912 finished with value: 0.9974664669787098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:17,908] Trial 8913 finished with value: 0.9973035709943153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:20,769] Trial 8914 finished with value: 0.9971751458051274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:37,423] Trial 8915 finished with value: 0.9957109265844966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 70, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:40,909] Trial 8916 finished with value: 0.9972851633888373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:48,329] Trial 8917 finished with value: 0.9967542856322328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:50,768] Trial 8918 finished with value: 0.99738155861833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:52,569] Trial 8919 finished with value: 0.9973742726421259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:54,396] Trial 8920 finished with value: 0.9973823061730025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:55,707] Trial 8921 finished with value: 0.9971534281580658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:57,640] Trial 8922 finished with value: 0.9974609873655093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:01,058] Trial 8923 finished with value: 0.997605856091509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:01,842] Trial 8924 finished with value: 0.9884514999967543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:04,502] Trial 8925 finished with value: 0.9973303412527704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:06,235] Trial 8926 finished with value: 0.9850838029493749 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003055522355928393, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:09,236] Trial 8927 finished with value: 0.9975585416633828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:12,104] Trial 8928 finished with value: 0.997279661686053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:17,830] Trial 8929 finished with value: 0.996649839892083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:18,900] Trial 8930 finished with value: 0.9970694821862542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:21,671] Trial 8931 finished with value: 0.9975215835366296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:23,919] Trial 8932 finished with value: 0.9972119944043621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:26,567] Trial 8933 finished with value: 0.9974040852329153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:32,813] Trial 8934 finished with value: 0.9969823844180654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:34,855] Trial 8935 finished with value: 0.9972266011097793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:40,987] Trial 8936 finished with value: 0.9972297865800762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:43,876] Trial 8937 finished with value: 0.9976043147400326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:46,916] Trial 8938 finished with value: 0.9974608165520912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:50,791] Trial 8939 finished with value: 0.997145034148036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:52,511] Trial 8940 finished with value: 0.9973719639315227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:56,561] Trial 8941 finished with value: 0.9971092737464348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:59,705] Trial 8942 finished with value: 0.9972535124749712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:01,614] Trial 8943 finished with value: 0.9976368438100605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:08,970] Trial 8944 finished with value: 0.9962289495047002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:11,182] Trial 8945 finished with value: 0.9853940169375646 and parameters: {'classifier': 'SVC', 'svc_c': 0.032115736364936025, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:13,353] Trial 8946 finished with value: 0.9972929666929332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:20,305] Trial 8947 finished with value: 0.9954469427623002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:22,835] Trial 8948 finished with value: 0.9971015946645085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:26,633] Trial 8949 finished with value: 0.9977267712666035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:29,307] Trial 8950 finished with value: 0.9974273140804413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:31,542] Trial 8951 finished with value: 0.9974817817568428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:33,378] Trial 8952 finished with value: 0.9971846154763174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:34,462] Trial 8953 finished with value: 0.996817302739197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:37,454] Trial 8954 finished with value: 0.9972004227950363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:40,328] Trial 8955 finished with value: 0.9974339930374271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:42,909] Trial 8956 finished with value: 0.9967617739693352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:45,089] Trial 8957 finished with value: 0.9976135054350159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:52,520] Trial 8958 finished with value: 0.9968426704995211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:55,233] Trial 8959 finished with value: 0.9973339437274338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:14:03,747] Trial 8960 finished with value: 0.9962542738158291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:14:05,231] Trial 8961 finished with value: 0.9964974449656573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:14:06,982] Trial 8962 finished with value: 0.997423513021691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:14:12,385] Trial 8963 finished with value: 0.9970154440824303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:14:15,253] Trial 8964 finished with value: 0.9978049459221069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:14:23,179] Trial 8965 finished with value: 0.9970902513142134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:25,001] Trial 8966 finished with value: 0.9897182965473288 and parameters: {'classifier': 'SVC', 'svc_c': 1387306417.1050112, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:31,781] Trial 8967 finished with value: 0.9968260333932116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:33,895] Trial 8968 finished with value: 0.997514777501062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:36,603] Trial 8969 finished with value: 0.9974634146806727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:38,646] Trial 8970 finished with value: 0.9973970379257752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:54,737] Trial 8971 finished with value: 0.9966295420720496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:58,233] Trial 8972 finished with value: 0.997590152016203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:01,650] Trial 8973 finished with value: 0.9974973449158395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:06,053] Trial 8974 finished with value: 0.9970618040882032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:08,130] Trial 8975 finished with value: 0.9969419686684585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:10,392] Trial 8976 finished with value: 0.997400722569881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:13,284] Trial 8977 finished with value: 0.9975093570790587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:28,765] Trial 8978 finished with value: 0.9967715565762928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:31,601] Trial 8979 finished with value: 0.9973751308034058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:35,954] Trial 8980 finished with value: 0.9973733940416332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:39,195] Trial 8981 finished with value: 0.9974085247948881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:41,655] Trial 8982 finished with value: 0.9974944200772385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:42,719] Trial 8983 finished with value: 0.9887875753649431 and parameters: {'classifier': 'SVC', 'svc_c': 4.958204900657586, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:45,813] Trial 8984 finished with value: 0.9975222492392386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:48,701] Trial 8985 finished with value: 0.9974265611303245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:51,721] Trial 8986 finished with value: 0.9973847510392289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:53,998] Trial 8987 finished with value: 0.9975295197590821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:57,035] Trial 8988 finished with value: 0.9973633055129856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:00,779] Trial 8989 finished with value: 0.9973952667601109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:10,600] Trial 8990 finished with value: 0.996944051246471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:12,851] Trial 8991 finished with value: 0.9975161410250427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:14,516] Trial 8992 finished with value: 0.9973322543820949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:17,883] Trial 8993 finished with value: 0.9974005833991565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:20,130] Trial 8994 finished with value: 0.9976333991045353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:22,568] Trial 8995 finished with value: 0.9976673818659391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:25,003] Trial 8996 finished with value: 0.9975090145318234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:27,997] Trial 8997 finished with value: 0.9972753768781173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:31,255] Trial 8998 finished with value: 0.9973143456330466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:37,158] Trial 8999 finished with value: 0.9973046528761053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:40,661] Trial 9000 finished with value: 0.9973647858324659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:42,412] Trial 9001 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.0123046563783865e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:45,482] Trial 9002 finished with value: 0.9973398944581328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:47,856] Trial 9003 finished with value: 0.9973904805884507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:58,191] Trial 9004 finished with value: 0.9970922817468436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:01,711] Trial 9005 finished with value: 0.9975954434553502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:04,376] Trial 9006 finished with value: 0.9972578694866466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:08,539] Trial 9007 finished with value: 0.9973168586088222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:10,795] Trial 9008 finished with value: 0.9974455562362076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:14,908] Trial 9009 finished with value: 0.9972115769556652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:16,211] Trial 9010 finished with value: 0.9953836189084603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:19,463] Trial 9011 finished with value: 0.9974452575824984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:22,809] Trial 9012 finished with value: 0.9974966368113858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:24,627] Trial 9013 finished with value: 0.9972825859216338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:27,107] Trial 9014 finished with value: 0.9972850339933886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:29,907] Trial 9015 finished with value: 0.9972972481049132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:33,006] Trial 9016 finished with value: 0.9973139746803841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:35,075] Trial 9017 finished with value: 0.9974753153168852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:39,604] Trial 9018 finished with value: 0.9972543403900255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:42,637] Trial 9019 finished with value: 0.9969018956565145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:43,854] Trial 9020 finished with value: 0.9868374426237856 and parameters: {'classifier': 'SVC', 'svc_c': 495542.5912686689, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:55,511] Trial 9021 finished with value: 0.996822320883223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:57,953] Trial 9022 finished with value: 0.9972622479848855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:00,317] Trial 9023 finished with value: 0.997645274318684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:03,301] Trial 9024 finished with value: 0.9975720975584216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:13,194] Trial 9025 finished with value: 0.9963030784656627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:17,945] Trial 9026 finished with value: 0.9960582444399105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:19,692] Trial 9027 finished with value: 0.9972423014717502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:23,478] Trial 9028 finished with value: 0.9975685133330551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:26,193] Trial 9029 finished with value: 0.9975548368657058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:28,021] Trial 9030 finished with value: 0.9914178821220103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:30,795] Trial 9031 finished with value: 0.9973184041497022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:33,058] Trial 9032 finished with value: 0.9975975129890826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:35,435] Trial 9033 finished with value: 0.9972502407410418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:39,293] Trial 9034 finished with value: 0.9973013781588124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:40,356] Trial 9035 finished with value: 0.9967209351851597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:46,393] Trial 9036 finished with value: 0.9971854370120523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:53,527] Trial 9037 finished with value: 0.9932233305344105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:56,653] Trial 9038 finished with value: 0.9974465285904787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:23:00,371] Trial 9039 finished with value: 0.9949490867749993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:23:03,213] Trial 9040 finished with value: 0.9973296731698182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:37,113] Trial 9041 finished with value: 0.9900290213254013 and parameters: {'classifier': 'SVC', 'svc_c': 317105489.606755, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:39,744] Trial 9042 finished with value: 0.9976492867518979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:41,767] Trial 9043 finished with value: 0.9975502221104837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:44,582] Trial 9044 finished with value: 0.9973621873865056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:47,481] Trial 9045 finished with value: 0.997172122071207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:53,432] Trial 9046 finished with value: 0.9970347288284572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:54,793] Trial 9047 finished with value: 0.9945710945176564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:57,471] Trial 9048 finished with value: 0.9972815651353159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:05,656] Trial 9049 finished with value: 0.9973842215874562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:06,510] Trial 9050 finished with value: 0.9880172397936846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:14,484] Trial 9051 finished with value: 0.9968750208851301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:17,493] Trial 9052 finished with value: 0.9974534608794422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:20,059] Trial 9053 finished with value: 0.9975974534170303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:23,983] Trial 9054 finished with value: 0.9972619078814691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:26,165] Trial 9055 finished with value: 0.9975169774458562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:28,581] Trial 9056 finished with value: 0.9975059262747371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:32,025] Trial 9057 finished with value: 0.9971000192899956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:33,811] Trial 9058 finished with value: 0.985205973295234 and parameters: {'classifier': 'SVC', 'svc_c': 7.807529560734725e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:35,925] Trial 9059 finished with value: 0.9974340561006493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:38,506] Trial 9060 finished with value: 0.9975842688872469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:40,508] Trial 9061 finished with value: 0.9975257559606351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:43,174] Trial 9062 finished with value: 0.9971505616854768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:46,292] Trial 9063 finished with value: 0.9973717040932741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:50,952] Trial 9064 finished with value: 0.9972344424358885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:56,765] Trial 9065 finished with value: 0.996120978476478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:58,211] Trial 9066 finished with value: 0.9959667286280501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:00,998] Trial 9067 finished with value: 0.9969591391303033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:02,741] Trial 9068 finished with value: 0.9966573095672957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:05,964] Trial 9069 finished with value: 0.9970112967631096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:08,689] Trial 9070 finished with value: 0.9975153660488182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:09,745] Trial 9071 finished with value: 0.9968075457764689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:12,145] Trial 9072 finished with value: 0.997531880710281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:19,918] Trial 9073 finished with value: 0.997335290589013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:22,681] Trial 9074 finished with value: 0.9973718108595949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:25,973] Trial 9075 finished with value: 0.997251842172377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:28,134] Trial 9076 finished with value: 0.9850757726240266 and parameters: {'classifier': 'SVC', 'svc_c': 2.379732073087661e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:31,723] Trial 9077 finished with value: 0.9974762795779899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:42,468] Trial 9078 finished with value: 0.9971418840655059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:44,756] Trial 9079 finished with value: 0.9976014539485291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:48,120] Trial 9080 finished with value: 0.9970914373280776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:50,149] Trial 9081 finished with value: 0.997365643676367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:52,751] Trial 9082 finished with value: 0.9973279641469768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:55,599] Trial 9083 finished with value: 0.9973743510030193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:56,794] Trial 9084 finished with value: 0.9970492017268565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:59,707] Trial 9085 finished with value: 0.9971934085905337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:15,582] Trial 9086 finished with value: 0.9967417530942826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:18,190] Trial 9087 finished with value: 0.9974156245330513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:19,993] Trial 9088 finished with value: 0.9976393525329564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:22,847] Trial 9089 finished with value: 0.9975123273346053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:26,757] Trial 9090 finished with value: 0.9975590378855661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:30,766] Trial 9091 finished with value: 0.997359057298857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:33,357] Trial 9092 finished with value: 0.9974780368107128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:35,181] Trial 9093 finished with value: 0.9973159793418337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:47,946] Trial 9094 finished with value: 0.9969794126708372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:49,350] Trial 9095 finished with value: 0.9866195113622526 and parameters: {'classifier': 'SVC', 'svc_c': 9507727.285924483, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:53,019] Trial 9096 finished with value: 0.9955210848627564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:55,255] Trial 9097 finished with value: 0.9969483420846093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:00,190] Trial 9098 finished with value: 0.9973739936341812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:01,621] Trial 9099 finished with value: 0.9962938549854211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:03,795] Trial 9100 finished with value: 0.9972193931136136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:05,419] Trial 9101 finished with value: 0.9912107955765083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:07,992] Trial 9102 finished with value: 0.9973159145330266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:10,497] Trial 9103 finished with value: 0.9977754118314555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:12,764] Trial 9104 finished with value: 0.9974135803579068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:15,607] Trial 9105 finished with value: 0.9970793618477328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:17,881] Trial 9106 finished with value: 0.9974967001285112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:20,358] Trial 9107 finished with value: 0.9975699433796898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:23,210] Trial 9108 finished with value: 0.9974789606059856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:25,525] Trial 9109 finished with value: 0.9974109628692021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:27,822] Trial 9110 finished with value: 0.9973589566262144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:30,332] Trial 9111 finished with value: 0.9976240327402343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:32,969] Trial 9112 finished with value: 0.9973389559999468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:35,469] Trial 9113 finished with value: 0.9974029782781786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:37,215] Trial 9114 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.578343410285192e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:39,910] Trial 9115 finished with value: 0.9973933700392846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:42,396] Trial 9116 finished with value: 0.9973978174722585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:44,838] Trial 9117 finished with value: 0.9976310280924198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:47,116] Trial 9118 finished with value: 0.9975289095025972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:50,002] Trial 9119 finished with value: 0.9975140228370982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:52,103] Trial 9120 finished with value: 0.9969705409418242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:10,179] Trial 9121 finished with value: 0.9956804001129543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:12,806] Trial 9122 finished with value: 0.9976679570520361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:15,257] Trial 9123 finished with value: 0.9975473339291661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:17,505] Trial 9124 finished with value: 0.997555240127558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:19,971] Trial 9125 finished with value: 0.9974570271094151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:22,454] Trial 9126 finished with value: 0.9972743680252524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:24,926] Trial 9127 finished with value: 0.9972930899312281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:27,200] Trial 9128 finished with value: 0.9976627407999917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:30,067] Trial 9129 finished with value: 0.997704580185176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:32,788] Trial 9130 finished with value: 0.9974374246034587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:35,439] Trial 9131 finished with value: 0.9974366061145631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:37,720] Trial 9132 finished with value: 0.9970031666855181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:40,154] Trial 9133 finished with value: 0.9972736072676103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:41,921] Trial 9134 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.8388315944934745e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:44,061] Trial 9135 finished with value: 0.9973049540371092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:46,160] Trial 9136 finished with value: 0.9971825676195758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:48,089] Trial 9137 finished with value: 0.9957205101312985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:50,565] Trial 9138 finished with value: 0.9973670649633393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:52,865] Trial 9139 finished with value: 0.9973582875276493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:55,447] Trial 9140 finished with value: 0.9972164077825613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:57,752] Trial 9141 finished with value: 0.9973767999634355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:00,243] Trial 9142 finished with value: 0.9975320592042723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:14,699] Trial 9143 finished with value: 0.9961830012665391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 59, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:17,154] Trial 9144 finished with value: 0.9975293360283356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:19,842] Trial 9145 finished with value: 0.9973012608555063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:22,400] Trial 9146 finished with value: 0.9973968924392075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:23,997] Trial 9147 finished with value: 0.9937514703569512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:26,637] Trial 9148 finished with value: 0.9972087361273054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:29,060] Trial 9149 finished with value: 0.9972605308371397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:31,695] Trial 9150 finished with value: 0.9974748218876376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:32,893] Trial 9151 finished with value: 0.99536417829757 and parameters: {'classifier': 'SVC', 'svc_c': 3752.4292427204878, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:42,787] Trial 9152 finished with value: 0.9968589810545009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:44,367] Trial 9153 finished with value: 0.996670966769735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:47,100] Trial 9154 finished with value: 0.9974050132175917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:49,488] Trial 9155 finished with value: 0.9972208648003832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:51,989] Trial 9156 finished with value: 0.9974118323926531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:54,275] Trial 9157 finished with value: 0.9974172968351338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:57,195] Trial 9158 finished with value: 0.9975190949990426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:59,272] Trial 9159 finished with value: 0.9974342847722727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:01,952] Trial 9160 finished with value: 0.9967159264038165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:04,608] Trial 9161 finished with value: 0.9973275656140728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:07,102] Trial 9162 finished with value: 0.9972564278874136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:12,537] Trial 9163 finished with value: 0.9973807541893273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:15,304] Trial 9164 finished with value: 0.9972474106400946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:17,731] Trial 9165 finished with value: 0.9976621524426631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:19,773] Trial 9166 finished with value: 0.9973346584968478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:22,467] Trial 9167 finished with value: 0.9972163517968925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:25,308] Trial 9168 finished with value: 0.9973373071839159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:27,409] Trial 9169 finished with value: 0.9971442063281953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:28,219] Trial 9170 finished with value: 0.9928239331849186 and parameters: {'classifier': 'SVC', 'svc_c': 542.2573714459216, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:30,920] Trial 9171 finished with value: 0.9973649486161932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:33,802] Trial 9172 finished with value: 0.9974590875978439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:35,649] Trial 9173 finished with value: 0.9976973042698885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:37,747] Trial 9174 finished with value: 0.9969728410197165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:39,990] Trial 9175 finished with value: 0.9974209649755276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:42,818] Trial 9176 finished with value: 0.9974257974845328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:45,121] Trial 9177 finished with value: 0.9971829805614899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:47,451] Trial 9178 finished with value: 0.9973515476338809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:50,364] Trial 9179 finished with value: 0.9975998893966423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:52,272] Trial 9180 finished with value: 0.9974096322256933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:55,089] Trial 9181 finished with value: 0.9972520548798327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:57,776] Trial 9182 finished with value: 0.9974534300619341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:04,105] Trial 9183 finished with value: 0.9974192549053352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:22,322] Trial 9184 finished with value: 0.9960494335524661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 74, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:24,384] Trial 9185 finished with value: 0.9972997917712453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:26,986] Trial 9186 finished with value: 0.99751830770851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:29,431] Trial 9187 finished with value: 0.9975587594806417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:32,312] Trial 9188 finished with value: 0.997043270641922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:34,988] Trial 9189 finished with value: 0.997074525752344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:40,694] Trial 9190 finished with value: 0.9929500158308935 and parameters: {'classifier': 'SVC', 'svc_c': 1457125.562128438, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:42,971] Trial 9191 finished with value: 0.9974159560672327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:47,983] Trial 9192 finished with value: 0.9892810377784992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:58,045] Trial 9193 finished with value: 0.9964612216349377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:59,624] Trial 9194 finished with value: 0.9955892266261639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:00,950] Trial 9195 finished with value: 0.9973541033606178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:03,395] Trial 9196 finished with value: 0.9971238464288152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:06,455] Trial 9197 finished with value: 0.9974779144928174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:13,476] Trial 9198 finished with value: 0.995417164353237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:16,337] Trial 9199 finished with value: 0.9975195290149274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:18,665] Trial 9200 finished with value: 0.9972729687961257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:20,949] Trial 9201 finished with value: 0.9971758974222524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:22,822] Trial 9202 finished with value: 0.9973997386312735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:25,241] Trial 9203 finished with value: 0.9974202144057539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:27,654] Trial 9204 finished with value: 0.9973994283297521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:33,946] Trial 9205 finished with value: 0.9968671808285371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:36,817] Trial 9206 finished with value: 0.9973710766031055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:37,716] Trial 9207 finished with value: 0.9910975158754548 and parameters: {'classifier': 'SVC', 'svc_c': 29.89861931585052, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:40,394] Trial 9208 finished with value: 0.9973775530405039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:41,592] Trial 9209 finished with value: 0.9960397939247816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:43,467] Trial 9210 finished with value: 0.9922098791642345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:46,513] Trial 9211 finished with value: 0.9976388948088551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:48,897] Trial 9212 finished with value: 0.9972459590751587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:51,838] Trial 9213 finished with value: 0.9971512490968147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:53,934] Trial 9214 finished with value: 0.9974281685283862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:55,890] Trial 9215 finished with value: 0.9973867793454194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:58,317] Trial 9216 finished with value: 0.997422500423753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:00,538] Trial 9217 finished with value: 0.9974100104463367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:02,064] Trial 9218 finished with value: 0.9968836503269576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:04,695] Trial 9219 finished with value: 0.9975521295587226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:07,442] Trial 9220 finished with value: 0.9970671009545325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:08,985] Trial 9221 finished with value: 0.9955995234506982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:10,630] Trial 9222 finished with value: 0.994193777738198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:13,556] Trial 9223 finished with value: 0.9974939768573609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:15,764] Trial 9224 finished with value: 0.9976236627714469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:18,810] Trial 9225 finished with value: 0.997325943807001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:20,524] Trial 9226 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.602943409649031e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:22,805] Trial 9227 finished with value: 0.9974948009321283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:38,590] Trial 9228 finished with value: 0.996619000802152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:46,853] Trial 9229 finished with value: 0.9956651370041348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:49,762] Trial 9230 finished with value: 0.9973922439465897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:51,488] Trial 9231 finished with value: 0.9971064811914324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:54,098] Trial 9232 finished with value: 0.9974550348257495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:56,810] Trial 9233 finished with value: 0.9975852233413383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:01,992] Trial 9234 finished with value: 0.9952531941358883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:03,843] Trial 9235 finished with value: 0.9973464711873188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:06,301] Trial 9236 finished with value: 0.9973749695748358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:07,915] Trial 9237 finished with value: 0.9959589401772949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:13,642] Trial 9238 finished with value: 0.9973280116586243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:16,831] Trial 9239 finished with value: 0.9975163520186516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:18,530] Trial 9240 finished with value: 0.9968749261157384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:19,964] Trial 9241 finished with value: 0.9966553909155754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:22,428] Trial 9242 finished with value: 0.9974217477275394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:25,290] Trial 9243 finished with value: 0.9974981979990543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:27,591] Trial 9244 finished with value: 0.9967075839361482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:29,415] Trial 9245 finished with value: 0.9853515749764689 and parameters: {'classifier': 'SVC', 'svc_c': 0.00351919779613477, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:32,098] Trial 9246 finished with value: 0.9975148456423494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:34,501] Trial 9247 finished with value: 0.9974645108762586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:36,695] Trial 9248 finished with value: 0.997594740016369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:39,353] Trial 9249 finished with value: 0.9970615568816418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:41,731] Trial 9250 finished with value: 0.9974432375599016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:44,686] Trial 9251 finished with value: 0.9974404343727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:47,307] Trial 9252 finished with value: 0.9971936681114032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:48,913] Trial 9253 finished with value: 0.9955328956172149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:50,594] Trial 9254 finished with value: 0.997200470274946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:51,879] Trial 9255 finished with value: 0.9970952866284472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:54,322] Trial 9256 finished with value: 0.9972896474790942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:56,914] Trial 9257 finished with value: 0.9976728075246969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:57,689] Trial 9258 finished with value: 0.9863765931952847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:37:00,498] Trial 9259 finished with value: 0.997774002922267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:37:03,406] Trial 9260 finished with value: 0.9975108522201418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:37:06,652] Trial 9261 finished with value: 0.9972883083298264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:37:09,561] Trial 9262 finished with value: 0.9973040331934616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:37:12,633] Trial 9263 finished with value: 0.9974301273285594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:40:43,038] Trial 9264 finished with value: 0.9896111129365909 and parameters: {'classifier': 'SVC', 'svc_c': 4064451207.0808487, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:40:45,936] Trial 9265 finished with value: 0.997093548374993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:40:48,992] Trial 9266 finished with value: 0.9975356223874061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:40:51,890] Trial 9267 finished with value: 0.9974728082126223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:40:55,360] Trial 9268 finished with value: 0.9972237682793722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:40:58,195] Trial 9269 finished with value: 0.9971852031988879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:01,326] Trial 9270 finished with value: 0.9974437214677767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:04,903] Trial 9271 finished with value: 0.9973973661909522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:07,866] Trial 9272 finished with value: 0.9973421514676848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:10,575] Trial 9273 finished with value: 0.9970706453488253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:14,032] Trial 9274 finished with value: 0.997509920934723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:16,778] Trial 9275 finished with value: 0.9971686995187413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:19,645] Trial 9276 finished with value: 0.9972683353155384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:22,725] Trial 9277 finished with value: 0.997501000773663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:25,160] Trial 9278 finished with value: 0.9969963709647707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:28,265] Trial 9279 finished with value: 0.997116567625378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:31,056] Trial 9280 finished with value: 0.9968169497184522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:34,114] Trial 9281 finished with value: 0.9975057013164491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:35,364] Trial 9282 finished with value: 0.9872923645219979 and parameters: {'classifier': 'SVC', 'svc_c': 119220.08784448211, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:38,258] Trial 9283 finished with value: 0.9975640974792993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:41,238] Trial 9284 finished with value: 0.9974131483732483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:44,227] Trial 9285 finished with value: 0.9974716515245846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:46,611] Trial 9286 finished with value: 0.997104422258161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:47,935] Trial 9287 finished with value: 0.9941690763152411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:51,063] Trial 9288 finished with value: 0.996899914639806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:54,261] Trial 9289 finished with value: 0.9971909217667939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:56,886] Trial 9290 finished with value: 0.9975961338183135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:58,825] Trial 9291 finished with value: 0.9965171373851054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:02,082] Trial 9292 finished with value: 0.9974465925741002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:04,768] Trial 9293 finished with value: 0.9976839467367714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:07,895] Trial 9294 finished with value: 0.9972957561058831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:10,586] Trial 9295 finished with value: 0.9974593902505294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:13,083] Trial 9296 finished with value: 0.9962884411331648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:15,752] Trial 9297 finished with value: 0.9971556296897554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:18,592] Trial 9298 finished with value: 0.9975974375163387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:22,080] Trial 9299 finished with value: 0.9973342718021834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:24,659] Trial 9300 finished with value: 0.9973399747550388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:26,411] Trial 9301 finished with value: 0.9853845120055595 and parameters: {'classifier': 'SVC', 'svc_c': 0.0772068704130796, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:29,014] Trial 9302 finished with value: 0.9976243618623347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:32,592] Trial 9303 finished with value: 0.9972186743134853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:35,210] Trial 9304 finished with value: 0.9972491354366761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:38,070] Trial 9305 finished with value: 0.9975710741695952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:41,148] Trial 9306 finished with value: 0.9973707446563314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:43,947] Trial 9307 finished with value: 0.9975106309751888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:47,047] Trial 9308 finished with value: 0.9974780671521524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:48,556] Trial 9309 finished with value: 0.9955074978328303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:50,126] Trial 9310 finished with value: 0.9899867218040345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:51,582] Trial 9311 finished with value: 0.9972682660951621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:54,435] Trial 9312 finished with value: 0.9974755792810616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:02,577] Trial 9313 finished with value: 0.9968812980719454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:04,828] Trial 9314 finished with value: 0.9970940525316531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:07,232] Trial 9315 finished with value: 0.9974969301648646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:10,796] Trial 9316 finished with value: 0.9970219841860711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:12,962] Trial 9317 finished with value: 0.9967902991436461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:19,125] Trial 9318 finished with value: 0.9971533968010133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:21,831] Trial 9319 finished with value: 0.9973450160994751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:24,047] Trial 9320 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 1.1256647702999925e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:26,461] Trial 9321 finished with value: 0.997461641166403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:28,817] Trial 9322 finished with value: 0.997416733233373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:31,843] Trial 9323 finished with value: 0.9972348712784943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:35,000] Trial 9324 finished with value: 0.9974232896820361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:37,523] Trial 9325 finished with value: 0.9974816755935422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:40,771] Trial 9326 finished with value: 0.9973984396304587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:43,777] Trial 9327 finished with value: 0.9974154151263378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:46,633] Trial 9328 finished with value: 0.9972375387544035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:47,737] Trial 9329 finished with value: 0.9970913269753733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:50,227] Trial 9330 finished with value: 0.9977887268992524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:53,090] Trial 9331 finished with value: 0.9976321671659188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:55,570] Trial 9332 finished with value: 0.9972066567548218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:58,048] Trial 9333 finished with value: 0.9974067403627784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:44:00,931] Trial 9334 finished with value: 0.9978426746452538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:03,382] Trial 9335 finished with value: 0.9976349575310058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:05,854] Trial 9336 finished with value: 0.9976105593637549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:08,687] Trial 9337 finished with value: 0.9976180949586014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:11,138] Trial 9338 finished with value: 0.9972651462271199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:13,557] Trial 9339 finished with value: 0.997501458021696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:15,328] Trial 9340 finished with value: 0.9852386664819814 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007422760301941457, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:18,184] Trial 9341 finished with value: 0.9973448554421874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:20,617] Trial 9342 finished with value: 0.9975538540696632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:23,034] Trial 9343 finished with value: 0.9974005061808278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:25,701] Trial 9344 finished with value: 0.9975779979210615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:35,626] Trial 9345 finished with value: 0.9970163143041154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:38,091] Trial 9346 finished with value: 0.9974809081074638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:40,382] Trial 9347 finished with value: 0.9973446335624764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:43,022] Trial 9348 finished with value: 0.9974220065819129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:45,386] Trial 9349 finished with value: 0.9976183321994597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:47,851] Trial 9350 finished with value: 0.9975348903843083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:50,696] Trial 9351 finished with value: 0.9973240281703818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:53,004] Trial 9352 finished with value: 0.9974967393248271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:55,469] Trial 9353 finished with value: 0.9975190759562982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:57,666] Trial 9354 finished with value: 0.9976050008183783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:00,498] Trial 9355 finished with value: 0.9976316595815647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:02,821] Trial 9356 finished with value: 0.9975699906374341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:05,263] Trial 9357 finished with value: 0.9975379903209447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:07,069] Trial 9358 finished with value: 0.9867374680248263 and parameters: {'classifier': 'SVC', 'svc_c': 26702650.182342216, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:09,511] Trial 9359 finished with value: 0.9974932105773228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:11,773] Trial 9360 finished with value: 0.9975288667833736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:14,106] Trial 9361 finished with value: 0.9977253255097046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:16,637] Trial 9362 finished with value: 0.9975253397497165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:19,152] Trial 9363 finished with value: 0.9974374377429523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:21,381] Trial 9364 finished with value: 0.9975680765877103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:24,171] Trial 9365 finished with value: 0.9974750270732095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:26,616] Trial 9366 finished with value: 0.9974593685418007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:28,851] Trial 9367 finished with value: 0.9972446484265317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:31,638] Trial 9368 finished with value: 0.9974887329933368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:33,862] Trial 9369 finished with value: 0.997162397608096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:36,392] Trial 9370 finished with value: 0.9975044323396945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:38,606] Trial 9371 finished with value: 0.9975638647452237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:41,456] Trial 9372 finished with value: 0.9975152589333804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:43,669] Trial 9373 finished with value: 0.997669196702964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:46,094] Trial 9374 finished with value: 0.9973858196545732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:48,760] Trial 9375 finished with value: 0.9971551489556708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:51,268] Trial 9376 finished with value: 0.9975376442825395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:53,630] Trial 9377 finished with value: 0.99744749821529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:54,693] Trial 9378 finished with value: 0.9879013521887742 and parameters: {'classifier': 'SVC', 'svc_c': 1.5020550556880252, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:57,763] Trial 9379 finished with value: 0.997561194984185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:00,033] Trial 9380 finished with value: 0.9972847243901012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:02,444] Trial 9381 finished with value: 0.9975163617304513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:05,484] Trial 9382 finished with value: 0.9975205279020892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:08,154] Trial 9383 finished with value: 0.9975693515629294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:10,658] Trial 9384 finished with value: 0.9974537944448496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:13,336] Trial 9385 finished with value: 0.9975624069279198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:15,793] Trial 9386 finished with value: 0.9973521358007821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:18,089] Trial 9387 finished with value: 0.9970399095340451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:20,773] Trial 9388 finished with value: 0.9974062159890713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:23,850] Trial 9389 finished with value: 0.9973215870492288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:26,190] Trial 9390 finished with value: 0.9974082087805433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:28,436] Trial 9391 finished with value: 0.9975837441009469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:31,330] Trial 9392 finished with value: 0.9975921595340642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:33,804] Trial 9393 finished with value: 0.9975529063757461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:36,566] Trial 9394 finished with value: 0.997460013995625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:39,248] Trial 9395 finished with value: 0.9975462282122077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:41,090] Trial 9396 finished with value: 0.9852042525293668 and parameters: {'classifier': 'SVC', 'svc_c': 1.5817264852106432e-07, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:43,514] Trial 9397 finished with value: 0.9976268258347812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:46,150] Trial 9398 finished with value: 0.997406140960658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:48,801] Trial 9399 finished with value: 0.9973166440288296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:51,284] Trial 9400 finished with value: 0.9976371569045176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:53,823] Trial 9401 finished with value: 0.9976785955986202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:56,526] Trial 9402 finished with value: 0.9972724766681326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:59,222] Trial 9403 finished with value: 0.9977712948218364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:01,683] Trial 9404 finished with value: 0.9971268051000254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:03,877] Trial 9405 finished with value: 0.9974605557299677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:06,711] Trial 9406 finished with value: 0.9976813722846689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:09,177] Trial 9407 finished with value: 0.9975052528598164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:11,668] Trial 9408 finished with value: 0.9973984816831861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:14,324] Trial 9409 finished with value: 0.9973776404467012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:17,027] Trial 9410 finished with value: 0.9973828779631435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:19,683] Trial 9411 finished with value: 0.9971822568419859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:22,028] Trial 9412 finished with value: 0.9975293349175088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:24,692] Trial 9413 finished with value: 0.9975521010898197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:26,090] Trial 9414 finished with value: 0.986248407817726 and parameters: {'classifier': 'SVC', 'svc_c': 0.433268604517176, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:28,662] Trial 9415 finished with value: 0.9976580587921439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:31,410] Trial 9416 finished with value: 0.997455486773552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:33,850] Trial 9417 finished with value: 0.9974070551076069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:36,180] Trial 9418 finished with value: 0.997058398134663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:47,128] Trial 9419 finished with value: 0.9969978880684857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:49,324] Trial 9420 finished with value: 0.9965032679512786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:50,650] Trial 9421 finished with value: 0.9938881698407817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:52,941] Trial 9422 finished with value: 0.9977074515136648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:55,971] Trial 9423 finished with value: 0.9975047961513278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:05,009] Trial 9424 finished with value: 0.9963025155303978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:07,402] Trial 9425 finished with value: 0.9975319291423276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:15,221] Trial 9426 finished with value: 0.9972989269767424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:17,374] Trial 9427 finished with value: 0.9973872584608706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:19,842] Trial 9428 finished with value: 0.9972593243523251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:22,508] Trial 9429 finished with value: 0.997325905372395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:25,198] Trial 9430 finished with value: 0.9974884625546273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:27,626] Trial 9431 finished with value: 0.9974287740876608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:30,254] Trial 9432 finished with value: 0.9977972308176558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:31,464] Trial 9433 finished with value: 0.9922616526731466 and parameters: {'classifier': 'SVC', 'svc_c': 179.7335362870291, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:33,704] Trial 9434 finished with value: 0.9973694429577943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:35,919] Trial 9435 finished with value: 0.9975426425268976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:38,386] Trial 9436 finished with value: 0.9975119660937425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:41,150] Trial 9437 finished with value: 0.9975422313305683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:43,595] Trial 9438 finished with value: 0.9975553102683336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:45,848] Trial 9439 finished with value: 0.9973951485364055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:48,435] Trial 9440 finished with value: 0.9974453148059453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:50,737] Trial 9441 finished with value: 0.9973656200951017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:53,159] Trial 9442 finished with value: 0.9976696319566271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:55,837] Trial 9443 finished with value: 0.9973567213253913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:58,513] Trial 9444 finished with value: 0.9972549255418256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:00,876] Trial 9445 finished with value: 0.9974810233795437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:03,469] Trial 9446 finished with value: 0.9975426120902443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:13,330] Trial 9447 finished with value: 0.9972059369390802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:15,552] Trial 9448 finished with value: 0.9975524702334216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:16,865] Trial 9449 finished with value: 0.9972129144228239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:19,707] Trial 9450 finished with value: 0.9973065352831352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:21,922] Trial 9451 finished with value: 0.9975427009563851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:22,940] Trial 9452 finished with value: 0.9963314228291146 and parameters: {'classifier': 'SVC', 'svc_c': 25227.98717029615, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:25,617] Trial 9453 finished with value: 0.9974708037098622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:28,617] Trial 9454 finished with value: 0.9974475593107618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:31,030] Trial 9455 finished with value: 0.9974044692615956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:33,674] Trial 9456 finished with value: 0.9975568760579988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:36,272] Trial 9457 finished with value: 0.9977178704339292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:38,774] Trial 9458 finished with value: 0.9973969743864844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:41,344] Trial 9459 finished with value: 0.997350277419348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:43,968] Trial 9460 finished with value: 0.9977459592754884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:46,450] Trial 9461 finished with value: 0.9974852397605511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:48,478] Trial 9462 finished with value: 0.9976180739163688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:51,214] Trial 9463 finished with value: 0.99718847610712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:52,712] Trial 9464 finished with value: 0.9964017581897351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:55,352] Trial 9465 finished with value: 0.9973537861402325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:57,612] Trial 9466 finished with value: 0.9975501972279645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:00,319] Trial 9467 finished with value: 0.9974714870270103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:02,632] Trial 9468 finished with value: 0.997482305717957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:05,000] Trial 9469 finished with value: 0.9977022712206697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:10,952] Trial 9470 finished with value: 0.9972043911125591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:12,805] Trial 9471 finished with value: 0.9867340268739468 and parameters: {'classifier': 'SVC', 'svc_c': 116155252.77288096, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:14,907] Trial 9472 finished with value: 0.9977357330360602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:17,526] Trial 9473 finished with value: 0.9975950341950334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:20,356] Trial 9474 finished with value: 0.9975096994041288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:21,513] Trial 9475 finished with value: 0.996664988871387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:31,881] Trial 9476 finished with value: 0.9967797506375056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:34,372] Trial 9477 finished with value: 0.9973104148614684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:35,897] Trial 9478 finished with value: 0.9955161046137918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:38,158] Trial 9479 finished with value: 0.9977389091436745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:40,574] Trial 9480 finished with value: 0.9974899599173638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:42,252] Trial 9481 finished with value: 0.9970602938081384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:44,056] Trial 9482 finished with value: 0.9972710261505474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:45,306] Trial 9483 finished with value: 0.9967732140885105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:48,372] Trial 9484 finished with value: 0.9976175942931111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:04,010] Trial 9485 finished with value: 0.9965441431388341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:06,657] Trial 9486 finished with value: 0.9975404858408711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:10,308] Trial 9487 finished with value: 0.9855229189888121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 72, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:13,240] Trial 9488 finished with value: 0.9976018044302414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:14,985] Trial 9489 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9707650705132477e-08, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:17,268] Trial 9490 finished with value: 0.9975710728366028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:19,723] Trial 9491 finished with value: 0.9977385376197296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:22,349] Trial 9492 finished with value: 0.997420237701378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:28,637] Trial 9493 finished with value: 0.9968873566163161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:31,070] Trial 9494 finished with value: 0.9975831663440792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:33,562] Trial 9495 finished with value: 0.9972705077118288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:35,866] Trial 9496 finished with value: 0.9974622220653235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:37,589] Trial 9497 finished with value: 0.9963209442098465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:40,354] Trial 9498 finished with value: 0.9974353643054573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:42,438] Trial 9499 finished with value: 0.9974633437147115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:45,007] Trial 9500 finished with value: 0.9973514943141962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:59,326] Trial 9501 finished with value: 0.9967093183810537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:00,686] Trial 9502 finished with value: 0.9953701880290392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:03,197] Trial 9503 finished with value: 0.997677751878088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:17,181] Trial 9504 finished with value: 0.9967302388670934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:19,920] Trial 9505 finished with value: 0.9972726338977261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:24,792] Trial 9506 finished with value: 0.9956029301659483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:30,649] Trial 9507 finished with value: 0.996756629349748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:32,775] Trial 9508 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 9595542217.703447, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:34,733] Trial 9509 finished with value: 0.9969893642186763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:35,804] Trial 9510 finished with value: 0.996919900730112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:38,513] Trial 9511 finished with value: 0.9974884462413428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:41,436] Trial 9512 finished with value: 0.9974085739886446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:42,636] Trial 9513 finished with value: 0.993713465006203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:45,296] Trial 9514 finished with value: 0.9968520833598568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:47,542] Trial 9515 finished with value: 0.9973076481728606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:48,726] Trial 9516 finished with value: 0.9970405788230378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:51,368] Trial 9517 finished with value: 0.9974499406376971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:53,423] Trial 9518 finished with value: 0.9961989501998011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:55,716] Trial 9519 finished with value: 0.9975842708549972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:56,951] Trial 9520 finished with value: 0.9970234977351407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:59,008] Trial 9521 finished with value: 0.9973672890329658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:01,991] Trial 9522 finished with value: 0.9975438835742935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:04,230] Trial 9523 finished with value: 0.99758918439088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:06,783] Trial 9524 finished with value: 0.9975138333935285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:08,707] Trial 9525 finished with value: 0.9954151484883061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:13,999] Trial 9526 finished with value: 0.9972733675829332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:16,427] Trial 9527 finished with value: 0.997600038406118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:18,180] Trial 9528 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.319136450231513e-05, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:23,966] Trial 9529 finished with value: 0.9972723501608334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:32,854] Trial 9530 finished with value: 0.9966998405849595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:35,082] Trial 9531 finished with value: 0.9974340343919207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:38,015] Trial 9532 finished with value: 0.9976484027242233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:39,077] Trial 9533 finished with value: 0.9899823422901827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:41,192] Trial 9534 finished with value: 0.9977277631079499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:43,858] Trial 9535 finished with value: 0.9971232667041973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:52,218] Trial 9536 finished with value: 0.9970518920857968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:54,112] Trial 9537 finished with value: 0.9968368823303843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:56,747] Trial 9538 finished with value: 0.9976841751544914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:58,903] Trial 9539 finished with value: 0.997164919375272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:01,272] Trial 9540 finished with value: 0.9973913632831332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:02,370] Trial 9541 finished with value: 0.9973983044269729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:16,229] Trial 9542 finished with value: 0.9968128428649635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:28,277] Trial 9543 finished with value: 0.9968301923286064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:30,728] Trial 9544 finished with value: 0.9973915653583901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:31,703] Trial 9545 finished with value: 0.9899053331141173 and parameters: {'classifier': 'SVC', 'svc_c': 10.529271808226472, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:32,918] Trial 9546 finished with value: 0.9888825054456752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:34,721] Trial 9547 finished with value: 0.9970584522160572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:37,258] Trial 9548 finished with value: 0.997238399518192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:43,421] Trial 9549 finished with value: 0.9966875398606853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:46,095] Trial 9550 finished with value: 0.9975125640359191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:52,183] Trial 9551 finished with value: 0.9970841364985327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:54,650] Trial 9552 finished with value: 0.9973849161715612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:56,890] Trial 9553 finished with value: 0.9974377298903908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:59,813] Trial 9554 finished with value: 0.9975340557408177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:02,068] Trial 9555 finished with value: 0.9974766590046737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:17,928] Trial 9556 finished with value: 0.9964448989878152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:20,863] Trial 9557 finished with value: 0.9973075610840424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:32,515] Trial 9558 finished with value: 0.9960846576786446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:37,621] Trial 9559 finished with value: 0.9975370899482477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:39,883] Trial 9560 finished with value: 0.9972528660055339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:41,227] Trial 9561 finished with value: 0.9968260457392576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:43,007] Trial 9562 finished with value: 0.9951678703262997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:47,239] Trial 9563 finished with value: 0.996368653965348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:03,461] Trial 9564 finished with value: 0.9921419946683048 and parameters: {'classifier': 'SVC', 'svc_c': 4753455.039250063, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:12,973] Trial 9565 finished with value: 0.996956363999412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:15,800] Trial 9566 finished with value: 0.9967943446160218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:18,299] Trial 9567 finished with value: 0.9977111566921968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:20,716] Trial 9568 finished with value: 0.9974759052928471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:24,005] Trial 9569 finished with value: 0.9970759093346824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:26,116] Trial 9570 finished with value: 0.9970939948956131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:28,421] Trial 9571 finished with value: 0.9973735236275093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:29,523] Trial 9572 finished with value: 0.9904524368759159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:32,169] Trial 9573 finished with value: 0.9970822254956481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:46,053] Trial 9574 finished with value: 0.9967180400215024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:47,277] Trial 9575 finished with value: 0.9971859556411983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:50,584] Trial 9576 finished with value: 0.9974753349626498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:53,026] Trial 9577 finished with value: 0.9973506936302666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:55,859] Trial 9578 finished with value: 0.9973345415743967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:58,295] Trial 9579 finished with value: 0.9975717139105958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:00,697] Trial 9580 finished with value: 0.9973831137440582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:03,053] Trial 9581 finished with value: 0.9975724497539807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:04,728] Trial 9582 finished with value: 0.9964841520509197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:05,944] Trial 9583 finished with value: 0.9931160273034992 and parameters: {'classifier': 'SVC', 'svc_c': 1517.0570489778618, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:07,514] Trial 9584 finished with value: 0.9973567256734847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:09,922] Trial 9585 finished with value: 0.9972705539222222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:13,135] Trial 9586 finished with value: 0.9974384364396869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:21,458] Trial 9587 finished with value: 0.9970652772308934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:24,096] Trial 9588 finished with value: 0.9973627771720399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:26,177] Trial 9589 finished with value: 0.9974687788948415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:28,192] Trial 9590 finished with value: 0.9954824114925316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:29,380] Trial 9591 finished with value: 0.9973670874337776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:30,582] Trial 9592 finished with value: 0.9938409687487231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:33,645] Trial 9593 finished with value: 0.9975440739382625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:36,075] Trial 9594 finished with value: 0.9974553348441887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:37,166] Trial 9595 finished with value: 0.9968337847423531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:48,356] Trial 9596 finished with value: 0.9965820861245941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:49,774] Trial 9597 finished with value: 0.9972035120677359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:53,197] Trial 9598 finished with value: 0.9970520662316952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 82}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:54,851] Trial 9599 finished with value: 0.9963271987357958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:57,781] Trial 9600 finished with value: 0.997308270553226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:59,516] Trial 9601 finished with value: 0.9850770830822263 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002235417091081243, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:04,906] Trial 9602 finished with value: 0.9971589939079472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:15,567] Trial 9603 finished with value: 0.9970403323781863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:17,795] Trial 9604 finished with value: 0.9975127247566826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:20,443] Trial 9605 finished with value: 0.996923944774282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:24,011] Trial 9606 finished with value: 0.9951377028104909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 51, 'rf_n_estimators': 72}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:26,495] Trial 9607 finished with value: 0.9968307814476449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:28,303] Trial 9608 finished with value: 0.997069770366454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:30,800] Trial 9609 finished with value: 0.9975330744364568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:33,764] Trial 9610 finished with value: 0.9974338231444086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:35,375] Trial 9611 finished with value: 0.9976905689463788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:37,878] Trial 9612 finished with value: 0.9909058687428481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:40,724] Trial 9613 finished with value: 0.997571128790534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:43,467] Trial 9614 finished with value: 0.9974214455191847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:44,981] Trial 9615 finished with value: 0.9974324597156415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 59}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:46,541] Trial 9616 finished with value: 0.9973408432311387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:48,783] Trial 9617 finished with value: 0.997658661082414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:50,849] Trial 9618 finished with value: 0.9975989661409143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:52,621] Trial 9619 finished with value: 0.9966374575696487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:53,854] Trial 9620 finished with value: 0.9969965460310682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 40}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:55,671] Trial 9621 finished with value: 0.9853877894523123 and parameters: {'classifier': 'SVC', 'svc_c': 0.016601201215947325, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:58,555] Trial 9622 finished with value: 0.9974790460126944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:59,817] Trial 9623 finished with value: 0.997465973644676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:02,905] Trial 9624 finished with value: 0.9971763723482997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:05,312] Trial 9625 finished with value: 0.9974742188673957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:07,593] Trial 9626 finished with value: 0.9976091443926262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:10,234] Trial 9627 finished with value: 0.9975617693133588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:12,879] Trial 9628 finished with value: 0.9973992884925319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:15,337] Trial 9629 finished with value: 0.997199401437436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:17,060] Trial 9630 finished with value: 0.9965940543308115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:19,175] Trial 9631 finished with value: 0.9972583899248534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:21,989] Trial 9632 finished with value: 0.9974300305596794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:23,476] Trial 9633 finished with value: 0.9973485290415014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:26,163] Trial 9634 finished with value: 0.9974136045421925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:28,019] Trial 9635 finished with value: 0.9975545240568898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:30,476] Trial 9636 finished with value: 0.9975055087625644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:33,525] Trial 9637 finished with value: 0.9974340872355366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:35,022] Trial 9638 finished with value: 0.9973368221969517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:36,751] Trial 9639 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.908908468283326e-07, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:38,682] Trial 9640 finished with value: 0.9971790504246699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:41,089] Trial 9641 finished with value: 0.9974065741196192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:42,834] Trial 9642 finished with value: 0.9975840260605168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:45,195] Trial 9643 finished with value: 0.9974131551968984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:58,622] Trial 9644 finished with value: 0.9967649565514826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:00,628] Trial 9645 finished with value: 0.9974225496175096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:02,112] Trial 9646 finished with value: 0.9971046433126864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:11,426] Trial 9647 finished with value: 0.9968721346715625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:12,468] Trial 9648 finished with value: 0.9964082921362217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:17,049] Trial 9649 finished with value: 0.9967934120610867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 27, 'rf_n_estimators': 82}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:18,733] Trial 9650 finished with value: 0.9974379020685388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:21,609] Trial 9651 finished with value: 0.9974400667207798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:24,379] Trial 9652 finished with value: 0.9976157896756922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:27,040] Trial 9653 finished with value: 0.9973341494842879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:29,859] Trial 9654 finished with value: 0.9974928467974274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:30,967] Trial 9655 finished with value: 0.9962033644983994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:32,374] Trial 9656 finished with value: 0.9969336075706389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:34,173] Trial 9657 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.631096392652727e-06, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:36,090] Trial 9658 finished with value: 0.9971738683860898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:38,679] Trial 9659 finished with value: 0.997459372921632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:40,922] Trial 9660 finished with value: 0.9975772195806187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:44,067] Trial 9661 finished with value: 0.9973788075765104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:46,971] Trial 9662 finished with value: 0.9973218463796707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:48,998] Trial 9663 finished with value: 0.997655489640272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:51,049] Trial 9664 finished with value: 0.9963209193908028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:53,758] Trial 9665 finished with value: 0.9976725572078208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:55,322] Trial 9666 finished with value: 0.9975144488232922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:57,238] Trial 9667 finished with value: 0.9974121557384542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:04,283] Trial 9668 finished with value: 0.9965141694146885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:05,651] Trial 9669 finished with value: 0.9965678768095163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:07,216] Trial 9670 finished with value: 0.9955989839062713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:09,109] Trial 9671 finished with value: 0.9974101335259419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:12,308] Trial 9672 finished with value: 0.9967570813610261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 98}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:15,075] Trial 9673 finished with value: 0.9974511361411958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:17,471] Trial 9674 finished with value: 0.9970906740631409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:20,979] Trial 9675 finished with value: 0.9931775490789528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 46, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:22,743] Trial 9676 finished with value: 0.9853109323008237 and parameters: {'classifier': 'SVC', 'svc_c': 0.0015835564685050504, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:25,521] Trial 9677 finished with value: 0.9975432345658234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:26,818] Trial 9678 finished with value: 0.997058259884338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 79}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:29,068] Trial 9679 finished with value: 0.9972782936552895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:30,181] Trial 9680 finished with value: 0.990072775902874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:33,125] Trial 9681 finished with value: 0.9972793090144253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:35,166] Trial 9682 finished with value: 0.997386218631808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:37,979] Trial 9683 finished with value: 0.9974021996203567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:39,461] Trial 9684 finished with value: 0.9970628653086151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:41,710] Trial 9685 finished with value: 0.9973113160910888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:44,315] Trial 9686 finished with value: 0.997106870615557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:46,165] Trial 9687 finished with value: 0.9973043934187116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:48,825] Trial 9688 finished with value: 0.9973162793285351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:49,933] Trial 9689 finished with value: 0.9967086306523366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 33}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:51,204] Trial 9690 finished with value: 0.9956173323205518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:53,932] Trial 9691 finished with value: 0.9972430246517098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:55,684] Trial 9692 finished with value: 0.9976518971313117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:58,336] Trial 9693 finished with value: 0.9973439708432305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:00,471] Trial 9694 finished with value: 0.9975125347735685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:03,337] Trial 9695 finished with value: 0.997677309737299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:06,275] Trial 9696 finished with value: 0.9975668886060959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:07,121] Trial 9697 finished with value: 0.9917125368549659 and parameters: {'classifier': 'SVC', 'svc_c': 75.12632752507356, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:12,548] Trial 9698 finished with value: 0.997243383004423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:15,099] Trial 9699 finished with value: 0.9974529542789631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:17,206] Trial 9700 finished with value: 0.9975014949646203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:19,265] Trial 9701 finished with value: 0.9972537050923317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:25,037] Trial 9702 finished with value: 0.9972643941656645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:27,820] Trial 9703 finished with value: 0.9975777467155239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:44,137] Trial 9704 finished with value: 0.9955422271650315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:47,682] Trial 9705 finished with value: 0.9939151076753884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:03,612] Trial 9706 finished with value: 0.9961709615865538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:07,827] Trial 9707 finished with value: 0.9943614136203838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 52, 'rf_n_estimators': 87}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:10,832] Trial 9708 finished with value: 0.9973780139066583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:21,150] Trial 9709 finished with value: 0.9958320824598813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 76}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:25,034] Trial 9710 finished with value: 0.9958070600079906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:26,160] Trial 9711 finished with value: 0.9972646295022484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 92}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:28,195] Trial 9712 finished with value: 0.9972906312590122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:30,081] Trial 9713 finished with value: 0.9952510172328148 and parameters: {'classifier': 'SVC', 'svc_c': 213203.72716021189, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:32,219] Trial 9714 finished with value: 0.9974739959403337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:35,353] Trial 9715 finished with value: 0.9972444705355604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:50,700] Trial 9716 finished with value: 0.9957412147043537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 62, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:52,427] Trial 9717 finished with value: 0.9974533517327783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:54,142] Trial 9718 finished with value: 0.9971566646311801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:55,919] Trial 9719 finished with value: 0.9974728987926103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:57,969] Trial 9720 finished with value: 0.9970287384571116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:00,171] Trial 9721 finished with value: 0.9974662583019683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:01,723] Trial 9722 finished with value: 0.9965668609108361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:02,864] Trial 9723 finished with value: 0.9900075793538039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:04,989] Trial 9724 finished with value: 0.9975144994769924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:08,036] Trial 9725 finished with value: 0.997376605632228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:09,217] Trial 9726 finished with value: 0.9970459286281969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:11,232] Trial 9727 finished with value: 0.9971449620077723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:13,240] Trial 9728 finished with value: 0.9972783818866722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:14,224] Trial 9729 finished with value: 0.9972454766589651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 44}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:27,907] Trial 9730 finished with value: 0.9963310117597372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:30,532] Trial 9731 finished with value: 0.9975162301133492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:32,336] Trial 9732 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 524385994.6236812, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:34,050] Trial 9733 finished with value: 0.9967234504460647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:34,832] Trial 9734 finished with value: 0.9964186034649799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 25}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:38,103] Trial 9735 finished with value: 0.9971648189247948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:43,684] Trial 9736 finished with value: 0.9975751891797263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:45,713] Trial 9737 finished with value: 0.9976525799723909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:46,854] Trial 9738 finished with value: 0.9973362837950894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 19}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:49,694] Trial 9739 finished with value: 0.9974043598292907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:52,182] Trial 9740 finished with value: 0.9975084083060528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:54,532] Trial 9741 finished with value: 0.9974848223118542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:56,079] Trial 9742 finished with value: 0.9972852979258272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:10,554] Trial 9743 finished with value: 0.9966772397671465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:13,185] Trial 9744 finished with value: 0.9974816217025753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:15,033] Trial 9745 finished with value: 0.9975109740619686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 54}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:17,225] Trial 9746 finished with value: 0.9974381296928111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:18,514] Trial 9747 finished with value: 0.9968466152675166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:26,361] Trial 9748 finished with value: 0.9969324641490465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:29,243] Trial 9749 finished with value: 0.9970320658910686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:31,555] Trial 9750 finished with value: 0.9975898165782592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:33,321] Trial 9751 finished with value: 0.9853874607745426 and parameters: {'classifier': 'SVC', 'svc_c': 0.12598220058524842, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:36,307] Trial 9752 finished with value: 0.9975046332723867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:38,415] Trial 9753 finished with value: 0.9976203335284289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:48,185] Trial 9754 finished with value: 0.9965322312356646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:49,890] Trial 9755 finished with value: 0.9970808546719486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:59,599] Trial 9756 finished with value: 0.9966811844716661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:00,621] Trial 9757 finished with value: 0.9940117517300756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:07,787] Trial 9758 finished with value: 0.9966782389716874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:09,344] Trial 9759 finished with value: 0.9975178530629853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:11,114] Trial 9760 finished with value: 0.9972839697261374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:13,483] Trial 9761 finished with value: 0.9974078562993429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:32,087] Trial 9762 finished with value: 0.9958074861211363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:34,741] Trial 9763 finished with value: 0.9972136740379014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:37,584] Trial 9764 finished with value: 0.9975208607375247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:40,158] Trial 9765 finished with value: 0.9973565702846896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:42,228] Trial 9766 finished with value: 0.9973106871409767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:50,094] Trial 9767 finished with value: 0.9970311800225954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:51,617] Trial 9768 finished with value: 0.9955552795381681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:52,849] Trial 9769 finished with value: 0.9868121930871667 and parameters: {'classifier': 'SVC', 'svc_c': 934070.0700637817, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:55,328] Trial 9770 finished with value: 0.9975054993364058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:02,745] Trial 9771 finished with value: 0.9970006478382297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:05,211] Trial 9772 finished with value: 0.9974877117944261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:07,360] Trial 9773 finished with value: 0.9975463049862059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:09,110] Trial 9774 finished with value: 0.9969225563360439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:11,926] Trial 9775 finished with value: 0.9976843551719026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:14,638] Trial 9776 finished with value: 0.9974783724390842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:23,801] Trial 9777 finished with value: 0.9969256955007338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:26,935] Trial 9778 finished with value: 0.9974102400700972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:28,751] Trial 9779 finished with value: 0.9974993858537173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:30,512] Trial 9780 finished with value: 0.997149853676237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:36,387] Trial 9781 finished with value: 0.9972618727793434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:38,102] Trial 9782 finished with value: 0.9960606375098718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:48,489] Trial 9783 finished with value: 0.996863774874997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:50,257] Trial 9784 finished with value: 0.9972289354328737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:52,497] Trial 9785 finished with value: 0.9973291960538552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:54,178] Trial 9786 finished with value: 0.9972636214745693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:56,788] Trial 9787 finished with value: 0.9972673394752155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:03,683] Trial 9788 finished with value: 0.997065192331991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:05,426] Trial 9789 finished with value: 0.985074461531069 and parameters: {'classifier': 'SVC', 'svc_c': 1.7037542456528565e-10, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:08,365] Trial 9790 finished with value: 0.9973898547803911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:22,055] Trial 9791 finished with value: 0.996635576749514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:23,220] Trial 9792 finished with value: 0.9875061714107173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:25,065] Trial 9793 finished with value: 0.9966634148298663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:26,941] Trial 9794 finished with value: 0.9974486529355774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:29,623] Trial 9795 finished with value: 0.9973907472186113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:30,284] Trial 9796 finished with value: 0.9963039654132247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 16}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:33,454] Trial 9797 finished with value: 0.9975094327739682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:35,793] Trial 9798 finished with value: 0.9944660919359197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:38,388] Trial 9799 finished with value: 0.9974974711374974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:39,790] Trial 9800 finished with value: 0.9974291329164426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:43,092] Trial 9801 finished with value: 0.997328721445187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:43,821] Trial 9802 finished with value: 0.9953087824460646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 13}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:45,899] Trial 9803 finished with value: 0.9974094280557347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:51,322] Trial 9804 finished with value: 0.9964629700762604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 92}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:53,410] Trial 9805 finished with value: 0.9973585250858866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:55,193] Trial 9806 finished with value: 0.9973125495531249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:56,168] Trial 9807 finished with value: 0.9914691456979631 and parameters: {'classifier': 'SVC', 'svc_c': 7564.92656176884, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:59,551] Trial 9808 finished with value: 0.9972326178870637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:12,147] Trial 9809 finished with value: 0.9965543318957936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:13,543] Trial 9810 finished with value: 0.9970109122266226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 48}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:14,888] Trial 9811 finished with value: 0.9943122779759132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:16,634] Trial 9812 finished with value: 0.9973637241359851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:19,014] Trial 9813 finished with value: 0.9973150959171792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:31,545] Trial 9814 finished with value: 0.9958785247303102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:34,536] Trial 9815 finished with value: 0.9969616259540431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:36,647] Trial 9816 finished with value: 0.9974862021491194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:44,635] Trial 9817 finished with value: 0.9970835211639826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:46,947] Trial 9818 finished with value: 0.9966547176593442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:49,178] Trial 9819 finished with value: 0.9972620718077612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:04,333] Trial 9820 finished with value: 0.9959212393835069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:06,957] Trial 9821 finished with value: 0.997552842931669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:14,906] Trial 9822 finished with value: 0.9971047504598621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:17,416] Trial 9823 finished with value: 0.9973943732745397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 59}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:33,247] Trial 9824 finished with value: 0.9966229093571949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:35,857] Trial 9825 finished with value: 0.9973713610382323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:37,698] Trial 9826 finished with value: 0.9971337604941853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:38,869] Trial 9827 finished with value: 0.9964128460498752 and parameters: {'classifier': 'SVC', 'svc_c': 42782.21063249318, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:41,597] Trial 9828 finished with value: 0.997326335547993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:44,433] Trial 9829 finished with value: 0.997690522577296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:45,617] Trial 9830 finished with value: 0.9967493072875429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:52,319] Trial 9831 finished with value: 0.9968692676911671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:54,886] Trial 9832 finished with value: 0.9974164392451361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:12,254] Trial 9833 finished with value: 0.9957788374546274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 72, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:14,999] Trial 9834 finished with value: 0.9974434587413787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:17,303] Trial 9835 finished with value: 0.9973122738141847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:18,761] Trial 9836 finished with value: 0.9972678146869042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:20,503] Trial 9837 finished with value: 0.9976035664553883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:23,929] Trial 9838 finished with value: 0.9976511776329492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:24,510] Trial 9839 finished with value: 0.98664420913535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 3}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:26,013] Trial 9840 finished with value: 0.9975811738699862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:29,226] Trial 9841 finished with value: 0.9974889323708714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:39,146] Trial 9842 finished with value: 0.9971617577401436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:41,367] Trial 9843 finished with value: 0.9971685868491699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:43,707] Trial 9844 finished with value: 0.9973817213068438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:44,674] Trial 9845 finished with value: 0.9955519001809945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 80}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:46,157] Trial 9846 finished with value: 0.9866167255991621 and parameters: {'classifier': 'SVC', 'svc_c': 12383965.319211157, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:48,217] Trial 9847 finished with value: 0.9974751442178259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:49,709] Trial 9848 finished with value: 0.9959545277194951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:52,704] Trial 9849 finished with value: 0.9972499319629401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:54,801] Trial 9850 finished with value: 0.9975393579073776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:56,712] Trial 9851 finished with value: 0.9971383677592613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 56}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:59,068] Trial 9852 finished with value: 0.9970776412405552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:01,367] Trial 9853 finished with value: 0.9971651891792234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:04,273] Trial 9854 finished with value: 0.997457142730612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:06,531] Trial 9855 finished with value: 0.997468970147472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:08,384] Trial 9856 finished with value: 0.997392833129104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:11,198] Trial 9857 finished with value: 0.9975840211728789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:13,961] Trial 9858 finished with value: 0.9974744367481305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:17,194] Trial 9859 finished with value: 0.9888516382042204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:19,737] Trial 9860 finished with value: 0.9974490481360011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:22,402] Trial 9861 finished with value: 0.9975341062040907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:23,500] Trial 9862 finished with value: 0.9973838254983711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 71}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:15:43,932] Trial 9863 finished with value: 0.9896199610843389 and parameters: {'classifier': 'SVC', 'svc_c': 1842028575.7366278, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:15:46,213] Trial 9864 finished with value: 0.997432908204012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:15:48,941] Trial 9865 finished with value: 0.9974822651569113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:15:54,157] Trial 9866 finished with value: 0.9974142496786375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:15:56,744] Trial 9867 finished with value: 0.9943031001665203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:15:58,001] Trial 9868 finished with value: 0.9955014667417496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:00,285] Trial 9869 finished with value: 0.997459174274069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:01,365] Trial 9870 finished with value: 0.9968196117671795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:04,138] Trial 9871 finished with value: 0.9974467530409604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:05,590] Trial 9872 finished with value: 0.9973958596559603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:07,107] Trial 9873 finished with value: 0.9970854927545325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:09,411] Trial 9874 finished with value: 0.9971836378218158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:11,823] Trial 9875 finished with value: 0.9972041289574434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:13,865] Trial 9876 finished with value: 0.9975373938704496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:17,151] Trial 9877 finished with value: 0.9972258752003597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:18,838] Trial 9878 finished with value: 0.9949726256066675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 69}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:21,291] Trial 9879 finished with value: 0.9973399719303649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:23,452] Trial 9880 finished with value: 0.9962700691376191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:25,518] Trial 9881 finished with value: 0.9973089472371511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:26,662] Trial 9882 finished with value: 0.997146934328294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 97}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:28,145] Trial 9883 finished with value: 0.9867343545361035 and parameters: {'classifier': 'SVC', 'svc_c': 58085396.35585116, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:31,500] Trial 9884 finished with value: 0.9974744100565504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:34,172] Trial 9885 finished with value: 0.997237830489249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:35,548] Trial 9886 finished with value: 0.9971804006187296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:37,730] Trial 9887 finished with value: 0.996595517829201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:44,251] Trial 9888 finished with value: 0.9973082742348233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:45,524] Trial 9889 finished with value: 0.997244450096348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:48,776] Trial 9890 finished with value: 0.9977089029199114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:50,758] Trial 9891 finished with value: 0.9975553359760387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:53,423] Trial 9892 finished with value: 0.9971756211755056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:56,378] Trial 9893 finished with value: 0.9973841386880421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:58,713] Trial 9894 finished with value: 0.9973013262355958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:01,129] Trial 9895 finished with value: 0.9973760842101461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:03,961] Trial 9896 finished with value: 0.9975932423997292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:06,418] Trial 9897 finished with value: 0.9975182505168007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:07,961] Trial 9898 finished with value: 0.9968075466333923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:09,099] Trial 9899 finished with value: 0.9977177503376874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 66}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:11,268] Trial 9900 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.275997428230786e-08, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:14,418] Trial 9901 finished with value: 0.9973175514790803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:18,124] Trial 9902 finished with value: 0.9968394875999946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:20,425] Trial 9903 finished with value: 0.9973532991220425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:23,020] Trial 9904 finished with value: 0.9974431904291089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:25,006] Trial 9905 finished with value: 0.9974518504662792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:25,719] Trial 9906 finished with value: 0.9893998332739674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 81}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:27,360] Trial 9907 finished with value: 0.9936569781006525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:30,314] Trial 9908 finished with value: 0.9975111081228899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:32,754] Trial 9909 finished with value: 0.997361178406689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:35,668] Trial 9910 finished with value: 0.997444880028351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:38,783] Trial 9911 finished with value: 0.9973543492341869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:41,970] Trial 9912 finished with value: 0.997246224150162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 73}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:44,553] Trial 9913 finished with value: 0.9975011857421877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:47,537] Trial 9914 finished with value: 0.9973618180524761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:49,985] Trial 9915 finished with value: 0.9975106606183944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:08,246] Trial 9916 finished with value: 0.9960794749100925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:09,373] Trial 9917 finished with value: 0.9907239779064737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:11,479] Trial 9918 finished with value: 0.9975014092405322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:14,270] Trial 9919 finished with value: 0.9974130008871923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:16,781] Trial 9920 finished with value: 0.9974096789438933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:18,137] Trial 9921 finished with value: 0.9973306876720306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:19,954] Trial 9922 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.0825168694465077e-08, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:21,985] Trial 9923 finished with value: 0.9972135659703264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 51}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:24,219] Trial 9924 finished with value: 0.9976663101085418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:26,379] Trial 9925 finished with value: 0.9973193507010546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:28,544] Trial 9926 finished with value: 0.9973660817864416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:31,665] Trial 9927 finished with value: 0.9973841567151734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:34,600] Trial 9928 finished with value: 0.9973176329185507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:37,051] Trial 9929 finished with value: 0.9976788231594168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:46,841] Trial 9930 finished with value: 0.9965556763770298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 84}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:48,918] Trial 9931 finished with value: 0.9973883922024012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:50,583] Trial 9932 finished with value: 0.9965720209867843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:53,649] Trial 9933 finished with value: 0.9972207667937248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:00,574] Trial 9934 finished with value: 0.9969683668951624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 91}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:03,532] Trial 9935 finished with value: 0.9971339473987225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:06,450] Trial 9936 finished with value: 0.9973482785341976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:08,629] Trial 9937 finished with value: 0.9972278768149702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:09,656] Trial 9938 finished with value: 0.9888572252184998 and parameters: {'classifier': 'SVC', 'svc_c': 2.435697192615925, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:11,492] Trial 9939 finished with value: 0.997081709278583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:26,141] Trial 9940 finished with value: 0.9959316634770502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 59, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:35,063] Trial 9941 finished with value: 0.996824985026652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:37,513] Trial 9942 finished with value: 0.9974902220724795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:39,196] Trial 9943 finished with value: 0.9973464290076398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 63}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:39,856] Trial 9944 finished with value: 0.9952429994439402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 7}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:49,646] Trial 9945 finished with value: 0.9967528953531962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:50,939] Trial 9946 finished with value: 0.99722948894198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:52,883] Trial 9947 finished with value: 0.9975520343450004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:59,017] Trial 9948 finished with value: 0.9971235548209214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:01,676] Trial 9949 finished with value: 0.9976880302946359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:07,198] Trial 9950 finished with value: 0.9960608298098531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 40, 'rf_n_estimators': 68}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:08,936] Trial 9951 finished with value: 0.9975103327658102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:11,822] Trial 9952 finished with value: 0.9975421781695734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:14,768] Trial 9953 finished with value: 0.997397991554681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:17,021] Trial 9954 finished with value: 0.9974254167565948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:18,884] Trial 9955 finished with value: 0.997446521639877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:21,102] Trial 9956 finished with value: 0.985373041100614 and parameters: {'classifier': 'SVC', 'svc_c': 0.005122172036122354, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:32,120] Trial 9957 finished with value: 0.9967333155715816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:34,970] Trial 9958 finished with value: 0.9977189736753309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:44,573] Trial 9959 finished with value: 0.9964835234499244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:46,679] Trial 9960 finished with value: 0.9974141430710063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:48,449] Trial 9961 finished with value: 0.9974087050979404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:50,362] Trial 9962 finished with value: 0.9974763315646823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:53,490] Trial 9963 finished with value: 0.9973038616183341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:56,137] Trial 9964 finished with value: 0.9975976060446273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:57,638] Trial 9965 finished with value: 0.997192155514471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:00,389] Trial 9966 finished with value: 0.994553174406437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:01,593] Trial 9967 finished with value: 0.9967023437854595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:04,268] Trial 9968 finished with value: 0.99740078598222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:12,502] Trial 9969 finished with value: 0.9972528539133912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:14,548] Trial 9970 finished with value: 0.9975117839498915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:17,467] Trial 9971 finished with value: 0.9973390395341193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:19,581] Trial 9972 finished with value: 0.9974222013257131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:22,416] Trial 9973 finished with value: 0.9969866654809283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 60}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:24,651] Trial 9974 finished with value: 0.9973387695714783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:25,418] Trial 9975 finished with value: 0.9943577775670144 and parameters: {'classifier': 'SVC', 'svc_c': 397.4966913430617, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:27,822] Trial 9976 finished with value: 0.9974919916195106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:30,595] Trial 9977 finished with value: 0.9975662159846227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:36,047] Trial 9978 finished with value: 0.9971612855435562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:38,198] Trial 9979 finished with value: 0.9965838438651234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:39,909] Trial 9980 finished with value: 0.9953361762591878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:40,578] Trial 9981 finished with value: 0.9940824627088309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 10}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:46,195] Trial 9982 finished with value: 0.9971552299508107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:51,975] Trial 9983 finished with value: 0.9970459776950019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:54,364] Trial 9984 finished with value: 0.9975023406529028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:06,149] Trial 9985 finished with value: 0.9969048071017185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:07,357] Trial 9986 finished with value: 0.9969253010620198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:09,427] Trial 9987 finished with value: 0.9911662246365794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:11,249] Trial 9988 finished with value: 0.9972633589385985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:16,828] Trial 9989 finished with value: 0.9964690879705179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:19,411] Trial 9990 finished with value: 0.9973558990279466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:20,700] Trial 9991 finished with value: 0.9973621601236428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:23,935] Trial 9992 finished with value: 0.9974825915812898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:25,247] Trial 9993 finished with value: 0.9960554794334117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:27,052] Trial 9994 finished with value: 0.9852053994103912 and parameters: {'classifier': 'SVC', 'svc_c': 2.4397651926224126e-07, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:28,599] Trial 9995 finished with value: 0.997157532123405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:30,713] Trial 9996 finished with value: 0.9972050253946397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:32,815] Trial 9997 finished with value: 0.9974281053382125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:35,373] Trial 9998 finished with value: 0.9973996737907286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:42,705] Trial 9999 finished with value: 0.9970296424479299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:42,706] A new study created in memory with name: no-name-1d7ac5b5-1fa3-4fc3-bfe2-c14c7f7a640e
[I 2023-09-07 01:22:44,386] Trial 0 finished with value: 0.9852049898009575 and parameters: {'classifier': 'SVC', 'svc_c': 4.993671838168988e-07, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9852049898009575.
[I 2023-09-07 01:22:44,862] Trial 1 finished with value: 0.9967654319535986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 65}. Best is trial 1 with value: 0.9967654319535986.
[I 2023-09-07 01:22:45,889] Trial 2 finished with value: 0.9880682578451849 and parameters: {'classifier': 'SVC', 'svc_c': 43295.25199216157, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9967654319535986.
[I 2023-09-07 01:22:46,443] Trial 3 finished with value: 0.9951845653542906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 94}. Best is trial 1 with value: 0.9967654319535986.
[I 2023-09-07 01:22:46,737] Trial 4 finished with value: 0.9960267486291983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 25}. Best is trial 1 with value: 0.9967654319535986.
[I 2023-09-07 01:22:48,681] Trial 5 finished with value: 0.996975869196944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:22:50,332] Trial 6 finished with value: 0.9935002450783442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:22:51,255] Trial 7 finished with value: 0.9946877265351862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:22:51,460] Trial 8 finished with value: 0.9932296662776651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 7}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:22:53,714] Trial 9 finished with value: 0.9965014975155864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 63}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:25:44,268] Trial 10 finished with value: 0.9896065226195576 and parameters: {'classifier': 'SVC', 'svc_c': 2392073879.7178955, 'svc_kernel': 'rbf'}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:25:50,166] Trial 11 finished with value: 0.9956592651738735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 72, 'rf_n_estimators': 54}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:25:50,608] Trial 12 finished with value: 0.9967868950626425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 45}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:25:51,020] Trial 13 finished with value: 0.9967790585606952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 38}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:25:52,667] Trial 14 finished with value: 0.9850749532147317 and parameters: {'classifier': 'SVC', 'svc_c': 5.225469415053594e-10, 'svc_kernel': 'rbf'}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:25:53,621] Trial 15 finished with value: 0.997335072136996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:54,302] Trial 16 finished with value: 0.99540854643227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:55,001] Trial 17 finished with value: 0.9893317991020661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:56,379] Trial 18 finished with value: 0.9858926588824062 and parameters: {'classifier': 'SVC', 'svc_c': 0.2796068136857853, 'svc_kernel': 'rbf'}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:57,027] Trial 19 finished with value: 0.9969884012270879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 83}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:57,673] Trial 20 finished with value: 0.9967307757137984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 80}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:58,425] Trial 21 finished with value: 0.9968439494737164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 83}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:59,179] Trial 22 finished with value: 0.9973855336325511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 22 with value: 0.9973855336325511.
[I 2023-09-07 01:25:59,981] Trial 23 finished with value: 0.9969597846793414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 22 with value: 0.9973855336325511.
[I 2023-09-07 01:26:00,713] Trial 24 finished with value: 0.9971658187640938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 97}. Best is trial 22 with value: 0.9973855336325511.
[I 2023-09-07 01:26:01,898] Trial 25 finished with value: 0.9972926696261194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 22 with value: 0.9973855336325511.
[I 2023-09-07 01:26:03,587] Trial 26 finished with value: 0.9853040496816856 and parameters: {'classifier': 'SVC', 'svc_c': 0.0015288362224253628, 'svc_kernel': 'sigmoid'}. Best is trial 22 with value: 0.9973855336325511.
[I 2023-09-07 01:26:05,160] Trial 27 finished with value: 0.9974866750756787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 27 with value: 0.9974866750756787.
[I 2023-09-07 01:26:06,956] Trial 28 finished with value: 0.9973764814735341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 27 with value: 0.9974866750756787.
[I 2023-09-07 01:26:07,554] Trial 29 finished with value: 0.9950557868904548 and parameters: {'classifier': 'SVC', 'svc_c': 1463.7911988207352, 'svc_kernel': 'rbf'}. Best is trial 27 with value: 0.9974866750756787.
[I 2023-09-07 01:26:09,235] Trial 30 finished with value: 0.9975805786890074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 30 with value: 0.9975805786890074.
[I 2023-09-07 01:26:11,081] Trial 31 finished with value: 0.9974419950843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 30 with value: 0.9975805786890074.
[I 2023-09-07 01:26:12,721] Trial 32 finished with value: 0.9973388237480864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 30 with value: 0.9975805786890074.
[I 2023-09-07 01:26:15,139] Trial 33 finished with value: 0.9974109047888313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 30 with value: 0.9975805786890074.
[I 2023-09-07 01:26:17,259] Trial 34 finished with value: 0.9976475053348897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:19,131] Trial 35 finished with value: 0.9970385418523985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:20,238] Trial 36 finished with value: 0.9964038898345525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:21,948] Trial 37 finished with value: 0.9852068746518062 and parameters: {'classifier': 'SVC', 'svc_c': 1.0996170975089398e-10, 'svc_kernel': 'sigmoid'}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:24,214] Trial 38 finished with value: 0.9971362449693201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:25,563] Trial 39 finished with value: 0.9973698234953051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:27,631] Trial 40 finished with value: 0.9974252143956969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:29,694] Trial 41 finished with value: 0.9974344505711014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:31,811] Trial 42 finished with value: 0.9970896327106588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:33,865] Trial 43 finished with value: 0.997472511304498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:38,555] Trial 44 finished with value: 0.9970586284566574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:39,957] Trial 45 finished with value: 0.9975379492520924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:41,001] Trial 46 finished with value: 0.9974354513625375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 91}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:44,127] Trial 47 finished with value: 0.997405473131609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:15,033] Trial 48 finished with value: 0.9896106223320172 and parameters: {'classifier': 'SVC', 'svc_c': 5018649532.191791, 'svc_kernel': 'rbf'}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:16,080] Trial 49 finished with value: 0.997503277302028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:17,057] Trial 50 finished with value: 0.9971526177940744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:17,356] Trial 51 finished with value: 0.9951308206039454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:17,808] Trial 52 finished with value: 0.9969733884351446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 22}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:20,554] Trial 53 finished with value: 0.9975075351644804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:22,788] Trial 54 finished with value: 0.9972442346911699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:26,075] Trial 55 finished with value: 0.9968305628686762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:27,459] Trial 56 finished with value: 0.9975917910569585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 59}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:29,809] Trial 57 finished with value: 0.9970010202190981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 61}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:32,257] Trial 58 finished with value: 0.9970534943423176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 47}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:33,947] Trial 59 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 8.072120999439592e-05, 'svc_kernel': 'sigmoid'}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:35,449] Trial 60 finished with value: 0.9966711974091087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:36,364] Trial 61 finished with value: 0.9974137423164487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:37,164] Trial 62 finished with value: 0.9969115401718368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 35}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:37,855] Trial 63 finished with value: 0.9972573806593958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 54}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:39,861] Trial 64 finished with value: 0.9974134336335606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:41,863] Trial 65 finished with value: 0.9974287045499054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 68}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:43,506] Trial 66 finished with value: 0.997239805158376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:44,589] Trial 67 finished with value: 0.9972122764908838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:46,602] Trial 68 finished with value: 0.9971510742209446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:47,702] Trial 69 finished with value: 0.9974390147995745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:48,453] Trial 70 finished with value: 0.9927295340476404 and parameters: {'classifier': 'SVC', 'svc_c': 416.139296352036, 'svc_kernel': 'sigmoid'}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:50,508] Trial 71 finished with value: 0.9975200693210641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:52,638] Trial 72 finished with value: 0.9972403093785118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:54,935] Trial 73 finished with value: 0.9973563851257374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:56,659] Trial 74 finished with value: 0.9974157376469535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:57,432] Trial 75 finished with value: 0.9973930463443663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 54}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:58,496] Trial 76 finished with value: 0.9967327424484486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:00,116] Trial 77 finished with value: 0.9973729374918343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:02,970] Trial 78 finished with value: 0.9969236781123835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:05,153] Trial 79 finished with value: 0.9970839022727755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:05,998] Trial 80 finished with value: 0.9970370516941669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:08,086] Trial 81 finished with value: 0.9974721848801197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:09,831] Trial 82 finished with value: 0.997468075265433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:12,097] Trial 83 finished with value: 0.9977015654648212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:14,548] Trial 84 finished with value: 0.997373282292461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:16,003] Trial 85 finished with value: 0.9974814289582632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:17,047] Trial 86 finished with value: 0.9869789307230953 and parameters: {'classifier': 'SVC', 'svc_c': 0.8610912416407352, 'svc_kernel': 'rbf'}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:19,177] Trial 87 finished with value: 0.9975000016960737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:22,011] Trial 88 finished with value: 0.9972713025242456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:24,137] Trial 89 finished with value: 0.9972723603169639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:28,024] Trial 90 finished with value: 0.9975051272729164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:30,852] Trial 91 finished with value: 0.9972384332238496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:34,803] Trial 92 finished with value: 0.9972072606637251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:36,820] Trial 93 finished with value: 0.9975349361186331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:39,851] Trial 94 finished with value: 0.9974096855771158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:41,909] Trial 95 finished with value: 0.9972432786819211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:45,205] Trial 96 finished with value: 0.997005588351334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:46,888] Trial 97 finished with value: 0.9964245422622259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 44}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:47,432] Trial 98 finished with value: 0.9957688204314853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 17}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:49,231] Trial 99 finished with value: 0.9970650788689716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 58}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:52,382] Trial 100 finished with value: 0.9941384502184074 and parameters: {'classifier': 'SVC', 'svc_c': 632130.9750380857, 'svc_kernel': 'rbf'}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:54,637] Trial 101 finished with value: 0.9973772077638087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:56,430] Trial 102 finished with value: 0.997821850483763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:31:58,231] Trial 103 finished with value: 0.9976544502555402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:00,165] Trial 104 finished with value: 0.9973053620279098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:01,966] Trial 105 finished with value: 0.9976641454880384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:03,577] Trial 106 finished with value: 0.9974271578664607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:05,108] Trial 107 finished with value: 0.997419339677286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:06,755] Trial 108 finished with value: 0.9975272017175341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:08,451] Trial 109 finished with value: 0.9973187081988558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:09,830] Trial 110 finished with value: 0.9973720487034735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:11,832] Trial 111 finished with value: 0.9973634701057738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:13,658] Trial 112 finished with value: 0.9974607692626091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:15,914] Trial 113 finished with value: 0.9973295554856573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:17,539] Trial 114 finished with value: 0.9974464637499336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:19,787] Trial 115 finished with value: 0.997127301195257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:21,460] Trial 116 finished with value: 0.9973812570447332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:23,652] Trial 117 finished with value: 0.9973524408972866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:24,842] Trial 118 finished with value: 0.997289424615508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:26,536] Trial 119 finished with value: 0.9852049898009575 and parameters: {'classifier': 'SVC', 'svc_c': 2.652271903175301e-07, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:28,247] Trial 120 finished with value: 0.9975085817537171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:29,987] Trial 121 finished with value: 0.9975214829909387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:31,661] Trial 122 finished with value: 0.9973468189713088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:32,552] Trial 123 finished with value: 0.9970739460594643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:34,403] Trial 124 finished with value: 0.9976001814171291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:36,307] Trial 125 finished with value: 0.9976145447245339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:38,116] Trial 126 finished with value: 0.9976791062298135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:39,919] Trial 127 finished with value: 0.9973280427617736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:41,420] Trial 128 finished with value: 0.9972320987183735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:43,107] Trial 129 finished with value: 0.9972733047736142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:44,562] Trial 130 finished with value: 0.9974090796052485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:46,272] Trial 131 finished with value: 0.9976929600803276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 127}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:48,100] Trial 132 finished with value: 0.9974245651333237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:50,077] Trial 133 finished with value: 0.9976087278008526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:52,155] Trial 134 finished with value: 0.9975135906620122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:53,563] Trial 135 finished with value: 0.997412005237297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:56,028] Trial 136 finished with value: 0.9973380874921088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:58,209] Trial 137 finished with value: 0.9973215837484863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:00,432] Trial 138 finished with value: 0.9971851305190799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:02,275] Trial 139 finished with value: 0.9970395449289641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:03,794] Trial 140 finished with value: 0.9974801723592929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:04,672] Trial 141 finished with value: 0.997446460956998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:06,772] Trial 142 finished with value: 0.9974948417153393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:08,404] Trial 143 finished with value: 0.9976155000038108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:10,067] Trial 144 finished with value: 0.9975234640711229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:11,496] Trial 145 finished with value: 0.9972208379818513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:12,775] Trial 146 finished with value: 0.9867371402991937 and parameters: {'classifier': 'SVC', 'svc_c': 33855977.22020653, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:14,018] Trial 147 finished with value: 0.9974580228545241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:16,458] Trial 148 finished with value: 0.9975539626767825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:19,241] Trial 149 finished with value: 0.9975632071992567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:22,379] Trial 150 finished with value: 0.9974776027630904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:24,900] Trial 151 finished with value: 0.9975193374449178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:27,288] Trial 152 finished with value: 0.9975851523436391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:29,625] Trial 153 finished with value: 0.9973970467489135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:32,158] Trial 154 finished with value: 0.9973420962119878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:35,175] Trial 155 finished with value: 0.9973337499992465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:37,628] Trial 156 finished with value: 0.9972794732263587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:39,524] Trial 157 finished with value: 0.9973763714064708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:41,655] Trial 158 finished with value: 0.9973972540926631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:43,778] Trial 159 finished with value: 0.997107176918102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:45,354] Trial 160 finished with value: 0.9974468985275283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:46,388] Trial 161 finished with value: 0.9969097119414148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 59}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:49,150] Trial 162 finished with value: 0.9972319795742689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:51,420] Trial 163 finished with value: 0.9975604847532917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:53,482] Trial 164 finished with value: 0.9974077226827526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:55,728] Trial 165 finished with value: 0.9975643778202358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:57,376] Trial 166 finished with value: 0.9975323969273457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:59,735] Trial 167 finished with value: 0.9974117937358816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:00,565] Trial 168 finished with value: 0.9936052896493325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:03,407] Trial 169 finished with value: 0.9974328633266109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:04,249] Trial 170 finished with value: 0.9891349754532751 and parameters: {'classifier': 'SVC', 'svc_c': 2.910794448575089, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:06,581] Trial 171 finished with value: 0.9974243123726284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:08,918] Trial 172 finished with value: 0.9975763015299072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:11,014] Trial 173 finished with value: 0.9973675711829634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:13,163] Trial 174 finished with value: 0.9973543786552272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:15,806] Trial 175 finished with value: 0.997529017951027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:18,043] Trial 176 finished with value: 0.9975838343318179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:19,366] Trial 177 finished with value: 0.9973275044868629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:21,111] Trial 178 finished with value: 0.9972471049723078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:24,130] Trial 179 finished with value: 0.9973138873376627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:25,860] Trial 180 finished with value: 0.9975544180840168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:28,006] Trial 181 finished with value: 0.9974395048646039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:30,119] Trial 182 finished with value: 0.9975887627845171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:31,883] Trial 183 finished with value: 0.9975027005290356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:33,945] Trial 184 finished with value: 0.9975381149874453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:36,444] Trial 185 finished with value: 0.9973068854157304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:37,179] Trial 186 finished with value: 0.9967649784189009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:38,242] Trial 187 finished with value: 0.9974226838053825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:40,663] Trial 188 finished with value: 0.997108266639155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:42,318] Trial 189 finished with value: 0.9974780354142448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:44,169] Trial 190 finished with value: 0.9974966209741699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:46,244] Trial 191 finished with value: 0.9973596257565177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:48,698] Trial 192 finished with value: 0.9975631899655729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:51,713] Trial 193 finished with value: 0.9975755201743631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:51,958] Trial 194 finished with value: 0.9818249196351369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 2}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:54,629] Trial 195 finished with value: 0.9974289266517818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:57,704] Trial 196 finished with value: 0.9973186933772532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:59,938] Trial 197 finished with value: 0.9964401067224767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:02,363] Trial 198 finished with value: 0.9976849324209637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:04,392] Trial 199 finished with value: 0.9975277716351384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:05,763] Trial 200 finished with value: 0.986704868496644 and parameters: {'classifier': 'SVC', 'svc_c': 5675655.392575445, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:08,221] Trial 201 finished with value: 0.9973206678242148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:10,075] Trial 202 finished with value: 0.9974686588938134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:12,391] Trial 203 finished with value: 0.997258003833209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:15,122] Trial 204 finished with value: 0.997419251541117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:17,078] Trial 205 finished with value: 0.9974986600395113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:31,336] Trial 206 finished with value: 0.9966417703069431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:33,253] Trial 207 finished with value: 0.9974395010877929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:34,863] Trial 208 finished with value: 0.9975787282420502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:36,451] Trial 209 finished with value: 0.9976626553932828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:38,021] Trial 210 finished with value: 0.9973498175053309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:39,361] Trial 211 finished with value: 0.9974391281673801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:40,899] Trial 212 finished with value: 0.9975267321869309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:42,682] Trial 213 finished with value: 0.9975162135144234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:44,123] Trial 214 finished with value: 0.9975058064641363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:45,691] Trial 215 finished with value: 0.9975615259153464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:46,351] Trial 216 finished with value: 0.9973447359807036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:48,372] Trial 217 finished with value: 0.9972186693941096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:50,107] Trial 218 finished with value: 0.9974189341303044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:52,015] Trial 219 finished with value: 0.9974609441702172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:53,584] Trial 220 finished with value: 0.9973408906158346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:56,159] Trial 221 finished with value: 0.997597914537088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:58,565] Trial 222 finished with value: 0.9975424479417869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:00,451] Trial 223 finished with value: 0.9973312086815196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:02,167] Trial 224 finished with value: 0.997356053274177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:04,553] Trial 225 finished with value: 0.9974025320431995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:06,614] Trial 226 finished with value: 0.997606660044443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:08,680] Trial 227 finished with value: 0.9976002258501996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:10,757] Trial 228 finished with value: 0.9975588398727613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:12,599] Trial 229 finished with value: 0.99744414837437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:14,436] Trial 230 finished with value: 0.9974181729600696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:16,190] Trial 231 finished with value: 0.9973379082364074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:18,407] Trial 232 finished with value: 0.9974730718594197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:20,215] Trial 233 finished with value: 0.9974999183840666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:22,769] Trial 234 finished with value: 0.9976391265590555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:25,227] Trial 235 finished with value: 0.9974661540112043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:27,369] Trial 236 finished with value: 0.9973734801783141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:29,557] Trial 237 finished with value: 0.9974890407240876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:30,185] Trial 238 finished with value: 0.9933670917978669 and parameters: {'classifier': 'SVC', 'svc_c': 158.7303717019989, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:31,921] Trial 239 finished with value: 0.9976518190560593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:33,559] Trial 240 finished with value: 0.9975229921284389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:35,175] Trial 241 finished with value: 0.9973800135535186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:37,261] Trial 242 finished with value: 0.9975111594748239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:38,730] Trial 243 finished with value: 0.9974948576477689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:40,547] Trial 244 finished with value: 0.9975815387607083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:42,287] Trial 245 finished with value: 0.9973618282086064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:43,841] Trial 246 finished with value: 0.9972448680845893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:45,680] Trial 247 finished with value: 0.9973957187713891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:47,516] Trial 248 finished with value: 0.9974191604533225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:49,154] Trial 249 finished with value: 0.9976809076099658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:50,814] Trial 250 finished with value: 0.9970851221192492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:52,092] Trial 251 finished with value: 0.9974207284963791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:54,357] Trial 252 finished with value: 0.9971380291792644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:55,323] Trial 253 finished with value: 0.9972258117880205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:57,136] Trial 254 finished with value: 0.9976310870931897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:59,589] Trial 255 finished with value: 0.9976253587817463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:02,119] Trial 256 finished with value: 0.9974610151044403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:02,653] Trial 257 finished with value: 0.9905480835351231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:04,217] Trial 258 finished with value: 0.9972401491338171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:05,437] Trial 259 finished with value: 0.9975410239253543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:07,917] Trial 260 finished with value: 0.9975468723330398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:10,318] Trial 261 finished with value: 0.9975710285304841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:12,298] Trial 262 finished with value: 0.9975376987447887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:13,366] Trial 263 finished with value: 0.9877006834924934 and parameters: {'classifier': 'SVC', 'svc_c': 61131.228524637496, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:16,049] Trial 264 finished with value: 0.9975373620055906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:18,133] Trial 265 finished with value: 0.9974420400886527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:19,701] Trial 266 finished with value: 0.9972120816201319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:20,404] Trial 267 finished with value: 0.9961133834682686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:21,371] Trial 268 finished with value: 0.9960136073899205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:23,509] Trial 269 finished with value: 0.9973955460536966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:26,402] Trial 270 finished with value: 0.9974747685362152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:28,730] Trial 271 finished with value: 0.9975517952950813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:31,030] Trial 272 finished with value: 0.9973644247820305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:32,931] Trial 273 finished with value: 0.9976039824758794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:34,833] Trial 274 finished with value: 0.9976391347156977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:36,733] Trial 275 finished with value: 0.9974254205334058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:38,257] Trial 276 finished with value: 0.9973706010423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:40,030] Trial 277 finished with value: 0.9975041927502311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:41,498] Trial 278 finished with value: 0.9973719574252516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:43,380] Trial 279 finished with value: 0.9977329369898879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:44,215] Trial 280 finished with value: 0.9939067988181641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:45,962] Trial 281 finished with value: 0.997413845813765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:47,778] Trial 282 finished with value: 0.9973279509757452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:49,391] Trial 283 finished with value: 0.9853327269757869 and parameters: {'classifier': 'SVC', 'svc_c': 0.0025138281455874293, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:50,811] Trial 284 finished with value: 0.9975847882463645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:52,306] Trial 285 finished with value: 0.9974784909484308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:54,162] Trial 286 finished with value: 0.9975937321156416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:55,969] Trial 287 finished with value: 0.9973973583199512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:57,298] Trial 288 finished with value: 0.9973054089047989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:58,374] Trial 289 finished with value: 0.9976151797048486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:04,368] Trial 290 finished with value: 0.9972987674620195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:05,499] Trial 291 finished with value: 0.997243929435976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:06,342] Trial 292 finished with value: 0.9968143418780713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:07,629] Trial 293 finished with value: 0.9973157350551598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:09,258] Trial 294 finished with value: 0.9974732170603464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:10,494] Trial 295 finished with value: 0.9974649775504503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:11,991] Trial 296 finished with value: 0.9976969527725633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:13,829] Trial 297 finished with value: 0.9973487911014033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:14,979] Trial 298 finished with value: 0.99755736472656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:16,620] Trial 299 finished with value: 0.9975380863281148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:17,509] Trial 300 finished with value: 0.9967275101687608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:19,035] Trial 301 finished with value: 0.9973098062236169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:20,640] Trial 302 finished with value: 0.9973897193230021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:22,126] Trial 303 finished with value: 0.9974572052225518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:24,032] Trial 304 finished with value: 0.9973580228969766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:25,232] Trial 305 finished with value: 0.9867346822617359 and parameters: {'classifier': 'SVC', 'svc_c': 54064969.740353525, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:26,629] Trial 306 finished with value: 0.9973631841154896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:28,022] Trial 307 finished with value: 0.9974763786954751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:29,371] Trial 308 finished with value: 0.9973785921395946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:31,039] Trial 309 finished with value: 0.99746467026403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:32,555] Trial 310 finished with value: 0.9975404633069568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:34,065] Trial 311 finished with value: 0.9970359107163934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:35,323] Trial 312 finished with value: 0.9973672926828252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:37,006] Trial 313 finished with value: 0.9973350068521203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:37,452] Trial 314 finished with value: 0.9962871162024795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 16}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:39,025] Trial 315 finished with value: 0.9965197104724778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:40,850] Trial 316 finished with value: 0.9971220430809127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:52,781] Trial 317 finished with value: 0.9968225328607071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:54,597] Trial 318 finished with value: 0.9973602123999994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:56,143] Trial 319 finished with value: 0.9973858909061755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:58,208] Trial 320 finished with value: 0.9976483051301579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:00,358] Trial 321 finished with value: 0.9976380021167316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:02,529] Trial 322 finished with value: 0.9975462352897612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:04,153] Trial 323 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.509070022787407e-08, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:06,362] Trial 324 finished with value: 0.9974563311288421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:09,116] Trial 325 finished with value: 0.9972089558488388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:10,186] Trial 326 finished with value: 0.9973112547734516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:13,276] Trial 327 finished with value: 0.9973844992306709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:15,331] Trial 328 finished with value: 0.9973871291606354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:17,065] Trial 329 finished with value: 0.9973024144332291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:19,302] Trial 330 finished with value: 0.9976249280031282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:21,074] Trial 331 finished with value: 0.9974867317595812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:22,221] Trial 332 finished with value: 0.9954627671560133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:24,519] Trial 333 finished with value: 0.9974021142136477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:26,195] Trial 334 finished with value: 0.9973357538672484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:28,407] Trial 335 finished with value: 0.9972012992056133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:29,610] Trial 336 finished with value: 0.9973220110359348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:30,058] Trial 337 finished with value: 0.986321722225293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:31,757] Trial 338 finished with value: 0.9972946879031314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:32,380] Trial 339 finished with value: 0.9975790567293926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 41}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:36,725] Trial 340 finished with value: 0.9974230190528992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:37,919] Trial 341 finished with value: 0.997118793341353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:39,950] Trial 342 finished with value: 0.9972953042850322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:42,115] Trial 343 finished with value: 0.9974520143925713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:43,746] Trial 344 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.361247885724634e-05, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:46,303] Trial 345 finished with value: 0.9972470725996422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:47,931] Trial 346 finished with value: 0.9973457830142712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:49,993] Trial 347 finished with value: 0.997541675092002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:51,592] Trial 348 finished with value: 0.9974862580078364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:53,483] Trial 349 finished with value: 0.9975413253402617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:55,550] Trial 350 finished with value: 0.9976128986379629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:57,797] Trial 351 finished with value: 0.997564890609607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:00,395] Trial 352 finished with value: 0.997195564260947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:02,289] Trial 353 finished with value: 0.9973495278017115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:04,619] Trial 354 finished with value: 0.9973219591761939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:06,915] Trial 355 finished with value: 0.9970897977795156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:08,329] Trial 356 finished with value: 0.9975309797663016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:10,377] Trial 357 finished with value: 0.9975474600873483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:11,490] Trial 358 finished with value: 0.9972397042000921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:13,190] Trial 359 finished with value: 0.9976157134412386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:14,856] Trial 360 finished with value: 0.9975496136947976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:18,395] Trial 361 finished with value: 0.9973272646117582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:19,900] Trial 362 finished with value: 0.9975135664459888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:20,625] Trial 363 finished with value: 0.9914311870971527 and parameters: {'classifier': 'SVC', 'svc_c': 17.720479925600667, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:22,470] Trial 364 finished with value: 0.9973552925482728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:24,018] Trial 365 finished with value: 0.9972285916478602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:27,073] Trial 366 finished with value: 0.9974582231207202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:28,507] Trial 367 finished with value: 0.9975866719546489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:29,826] Trial 368 finished with value: 0.9975912863924918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:31,734] Trial 369 finished with value: 0.9974199935733936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:34,461] Trial 370 finished with value: 0.9973690134169546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:35,565] Trial 371 finished with value: 0.9972834802641283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:42,007] Trial 372 finished with value: 0.9973901699695501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:43,095] Trial 373 finished with value: 0.9962920733462473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:44,451] Trial 374 finished with value: 0.9958992481239447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:46,450] Trial 375 finished with value: 0.9974591588494461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:48,220] Trial 376 finished with value: 0.9971693769961142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:49,932] Trial 377 finished with value: 0.9974449178281987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:51,827] Trial 378 finished with value: 0.9971879528759775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:54,091] Trial 379 finished with value: 0.9973178181727166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:55,934] Trial 380 finished with value: 0.9976660919421657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:57,741] Trial 381 finished with value: 0.9975049654730642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:59,395] Trial 382 finished with value: 0.9853938530430103 and parameters: {'classifier': 'SVC', 'svc_c': 0.046467526392118305, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:01,020] Trial 383 finished with value: 0.9972686412689663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:02,569] Trial 384 finished with value: 0.9974840725990038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:04,149] Trial 385 finished with value: 0.9973489363975436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:05,782] Trial 386 finished with value: 0.997509910619903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:07,875] Trial 387 finished with value: 0.9973620150814057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:09,400] Trial 388 finished with value: 0.9972930578442036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:10,271] Trial 389 finished with value: 0.9939011357598586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:12,061] Trial 390 finished with value: 0.997427044593869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:14,513] Trial 391 finished with value: 0.9970600350172408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:15,676] Trial 392 finished with value: 0.9973760849401181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:17,472] Trial 393 finished with value: 0.9975753972851854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:20,062] Trial 394 finished with value: 0.9972874261112125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:22,956] Trial 395 finished with value: 0.9968443939948486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:24,871] Trial 396 finished with value: 0.9975390148205978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:26,984] Trial 397 finished with value: 0.9974595459567035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:28,855] Trial 398 finished with value: 0.9976507674204953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:36,239] Trial 399 finished with value: 0.9966229653428637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:37,692] Trial 400 finished with value: 0.9974234339943013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:40,105] Trial 401 finished with value: 0.996808079068528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:40,779] Trial 402 finished with value: 0.9955956963033881 and parameters: {'classifier': 'SVC', 'svc_c': 5495.554263520716, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:44,815] Trial 403 finished with value: 0.9973257511579026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:46,117] Trial 404 finished with value: 0.997540066805279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:49,597] Trial 405 finished with value: 0.9973800995632477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:51,540] Trial 406 finished with value: 0.9974565684966522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:52,331] Trial 407 finished with value: 0.9973381854670293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:54,249] Trial 408 finished with value: 0.9974370150892388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:55,783] Trial 409 finished with value: 0.9970344701962492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:11,577] Trial 410 finished with value: 0.9965330664186994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:14,213] Trial 411 finished with value: 0.9973383002947784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:15,984] Trial 412 finished with value: 0.9976374306439696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:17,703] Trial 413 finished with value: 0.9975038315411062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:19,615] Trial 414 finished with value: 0.9976267522028359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:20,307] Trial 415 finished with value: 0.9969802080545366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 28}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:22,134] Trial 416 finished with value: 0.9973103383413736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:24,116] Trial 417 finished with value: 0.9973508169320371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:25,851] Trial 418 finished with value: 0.9974062997454091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:29,900] Trial 419 finished with value: 0.9970520485536807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:32,140] Trial 420 finished with value: 0.9972301283656019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:34,586] Trial 421 finished with value: 0.9974807059369932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:36,232] Trial 422 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.438185821565551e-06, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:45,645] Trial 423 finished with value: 0.9969625671099515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:46,356] Trial 424 finished with value: 0.9965112885965651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:48,361] Trial 425 finished with value: 0.9974255458029265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:50,691] Trial 426 finished with value: 0.9974239288200167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:52,832] Trial 427 finished with value: 0.9974929069724999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:54,668] Trial 428 finished with value: 0.997641487954585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:55,911] Trial 429 finished with value: 0.9967443387498663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:57,838] Trial 430 finished with value: 0.9972742592911814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:02,667] Trial 431 finished with value: 0.9971428562610875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:05,375] Trial 432 finished with value: 0.9970890654273007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:07,267] Trial 433 finished with value: 0.9969370033363107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:08,033] Trial 434 finished with value: 0.9961144013029614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:09,831] Trial 435 finished with value: 0.9975751466509301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:12,410] Trial 436 finished with value: 0.9974767437766245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:14,855] Trial 437 finished with value: 0.9969046327653928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:17,180] Trial 438 finished with value: 0.9973545969802927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:19,175] Trial 439 finished with value: 0.9971748170321441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:21,136] Trial 440 finished with value: 0.9974123810775973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:21,800] Trial 441 finished with value: 0.9926207652553757 and parameters: {'classifier': 'SVC', 'svc_c': 60.10617389482902, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:24,261] Trial 442 finished with value: 0.9970894565652723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:25,978] Trial 443 finished with value: 0.9971519863684053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:28,219] Trial 444 finished with value: 0.9974969657430589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:29,989] Trial 445 finished with value: 0.9973278838183329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:32,086] Trial 446 finished with value: 0.9973828991640658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:33,736] Trial 447 finished with value: 0.9976773884790475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:35,276] Trial 448 finished with value: 0.9973379975151412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:36,640] Trial 449 finished with value: 0.9973603577596156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:39,944] Trial 450 finished with value: 0.9973992810975995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:41,714] Trial 451 finished with value: 0.9974711013796965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:43,273] Trial 452 finished with value: 0.9975107453268696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:43,948] Trial 453 finished with value: 0.9893046822973993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:45,870] Trial 454 finished with value: 0.9972311273479774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:47,275] Trial 455 finished with value: 0.9973070484850989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:49,232] Trial 456 finished with value: 0.9975745441702326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:50,814] Trial 457 finished with value: 0.9973523965594299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:52,378] Trial 458 finished with value: 0.9972086290436056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:54,637] Trial 459 finished with value: 0.9973600087061092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:56,312] Trial 460 finished with value: 0.9853943445997212 and parameters: {'classifier': 'SVC', 'svc_c': 0.03354554851171312, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:58,517] Trial 461 finished with value: 0.9974068786765793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:01,301] Trial 462 finished with value: 0.9974012075885829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:03,540] Trial 463 finished with value: 0.9974997501731572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:05,168] Trial 464 finished with value: 0.9971405675771039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:08,676] Trial 465 finished with value: 0.997491528055634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:10,590] Trial 466 finished with value: 0.9974846808877386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:16,273] Trial 467 finished with value: 0.9970712306275767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:18,000] Trial 468 finished with value: 0.9976002141389118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:19,639] Trial 469 finished with value: 0.9974599552487584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:20,618] Trial 470 finished with value: 0.9944205418498075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:22,470] Trial 471 finished with value: 0.9974028897294166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:24,913] Trial 472 finished with value: 0.9975364490964201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:25,950] Trial 473 finished with value: 0.9967300825896371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:27,875] Trial 474 finished with value: 0.9973941390805207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:29,419] Trial 475 finished with value: 0.9975989990531242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:32,591] Trial 476 finished with value: 0.9974028420273418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:34,855] Trial 477 finished with value: 0.9972066749089047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:36,891] Trial 478 finished with value: 0.9976606596184473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:38,912] Trial 479 finished with value: 0.9974767572652352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:39,803] Trial 480 finished with value: 0.9899969458535471 and parameters: {'classifier': 'SVC', 'svc_c': 15099.044745785477, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:41,580] Trial 481 finished with value: 0.9973259280967367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:54,107] Trial 482 finished with value: 0.9967695194152258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:56,286] Trial 483 finished with value: 0.9975990559909301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:58,248] Trial 484 finished with value: 0.9974138350228765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:59,631] Trial 485 finished with value: 0.9969099229350237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:04,339] Trial 486 finished with value: 0.9954531297817204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:06,228] Trial 487 finished with value: 0.9971975092868682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:08,182] Trial 488 finished with value: 0.9974037026959165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:09,768] Trial 489 finished with value: 0.9973002838040248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:11,696] Trial 490 finished with value: 0.9974842994615666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:14,001] Trial 491 finished with value: 0.9970695558181996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:14,395] Trial 492 finished with value: 0.9971765011089904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 14}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:15,965] Trial 493 finished with value: 0.9973951201627164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:16,952] Trial 494 finished with value: 0.9970232693808962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:19,044] Trial 495 finished with value: 0.997367596351124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:21,052] Trial 496 finished with value: 0.9976564260354941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:22,823] Trial 497 finished with value: 0.9972115112581968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:24,536] Trial 498 finished with value: 0.9975815789726372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:30,577] Trial 499 finished with value: 0.9909959893562962 and parameters: {'classifier': 'SVC', 'svc_c': 233062803.94938028, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:32,451] Trial 500 finished with value: 0.997184661210642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:34,249] Trial 501 finished with value: 0.997387460980458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:35,853] Trial 502 finished with value: 0.9974240255254209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:38,162] Trial 503 finished with value: 0.9972628242500714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:39,848] Trial 504 finished with value: 0.997338211936444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:46,664] Trial 505 finished with value: 0.9973143091027151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:48,512] Trial 506 finished with value: 0.9972857245467792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:50,730] Trial 507 finished with value: 0.9970438830248467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:52,022] Trial 508 finished with value: 0.9957004273038507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:53,566] Trial 509 finished with value: 0.9974613489872269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:54,413] Trial 510 finished with value: 0.99726829494492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:55,794] Trial 511 finished with value: 0.9972776025306165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:56,606] Trial 512 finished with value: 0.9972629765920273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:58,785] Trial 513 finished with value: 0.9975969234574515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:13,700] Trial 514 finished with value: 0.9965580221257709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:15,494] Trial 515 finished with value: 0.9974692228446913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:17,470] Trial 516 finished with value: 0.9976008694632251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:28,242] Trial 517 finished with value: 0.9959226304242533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 69, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:29,886] Trial 518 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.5673134802341045e-09, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:30,914] Trial 519 finished with value: 0.9965762215623138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:32,603] Trial 520 finished with value: 0.99746911699877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:34,475] Trial 521 finished with value: 0.9971912537135682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:36,406] Trial 522 finished with value: 0.9972389512817132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:38,867] Trial 523 finished with value: 0.9972703918367287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:40,753] Trial 524 finished with value: 0.9977911751614347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:42,481] Trial 525 finished with value: 0.9973303052302455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:44,661] Trial 526 finished with value: 0.9974849483113468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:46,670] Trial 527 finished with value: 0.9974056627338682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:47,400] Trial 528 finished with value: 0.9897133574624304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:49,952] Trial 529 finished with value: 0.9972646454981536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:52,337] Trial 530 finished with value: 0.9975788835673693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:54,071] Trial 531 finished with value: 0.9975954160655361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:55,185] Trial 532 finished with value: 0.9967059458792679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:56,482] Trial 533 finished with value: 0.9965882236646165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:58,374] Trial 534 finished with value: 0.9976968058895275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:59,911] Trial 535 finished with value: 0.9975771233830212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:01,837] Trial 536 finished with value: 0.9971487456741492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:03,714] Trial 537 finished with value: 0.9975043259859667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:05,401] Trial 538 finished with value: 0.9852049079171561 and parameters: {'classifier': 'SVC', 'svc_c': 2.4142854622205046e-07, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:07,789] Trial 539 finished with value: 0.997324160517456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:10,077] Trial 540 finished with value: 0.9973804423961242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:12,215] Trial 541 finished with value: 0.9973244487611317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:13,102] Trial 542 finished with value: 0.9940112046637646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:25,636] Trial 543 finished with value: 0.9961427315113066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 61, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:27,365] Trial 544 finished with value: 0.9972312745801303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:30,569] Trial 545 finished with value: 0.9969344879484542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:32,763] Trial 546 finished with value: 0.9975087774813928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:36,292] Trial 547 finished with value: 0.9972250983833364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:37,386] Trial 548 finished with value: 0.9973868661803341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:38,943] Trial 549 finished with value: 0.9968535898313727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:40,316] Trial 550 finished with value: 0.9970275329561721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:46,023] Trial 551 finished with value: 0.9971266386029627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:47,411] Trial 552 finished with value: 0.9974345490220903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:48,267] Trial 553 finished with value: 0.9970202830342307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:52,478] Trial 554 finished with value: 0.996924502853647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:54,195] Trial 555 finished with value: 0.9976571707972307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:55,968] Trial 556 finished with value: 0.9974289839069671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:57,578] Trial 557 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.1877655786778786e-09, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:06,938] Trial 558 finished with value: 0.9966583259737822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:11,753] Trial 559 finished with value: 0.9965689684665816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:13,465] Trial 560 finished with value: 0.997498761346912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:18,291] Trial 561 finished with value: 0.997158118005177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:19,702] Trial 562 finished with value: 0.9973540629265237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:20,947] Trial 563 finished with value: 0.9966854057403114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:22,695] Trial 564 finished with value: 0.9975277287254875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:23,219] Trial 565 finished with value: 0.9963366336539771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 22}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:24,928] Trial 566 finished with value: 0.9975012674038237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:25,686] Trial 567 finished with value: 0.9964864442578111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:27,607] Trial 568 finished with value: 0.9973575454318967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:28,786] Trial 569 finished with value: 0.9972803863576946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:29,537] Trial 570 finished with value: 0.9969864325564254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:30,460] Trial 571 finished with value: 0.9955271781283979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:32,158] Trial 572 finished with value: 0.9974470091341358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:38,178] Trial 573 finished with value: 0.9967783361741832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:40,336] Trial 574 finished with value: 0.9975711975983174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:42,417] Trial 575 finished with value: 0.9973218368265605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:43,570] Trial 576 finished with value: 0.9867435603700684 and parameters: {'classifier': 'SVC', 'svc_c': 604050.3763628495, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:45,575] Trial 577 finished with value: 0.9974190850440544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:46,208] Trial 578 finished with value: 0.9885251216907416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:47,787] Trial 579 finished with value: 0.997654205048467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:49,318] Trial 580 finished with value: 0.9969297158684247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:50,692] Trial 581 finished with value: 0.9976110102642064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:52,239] Trial 582 finished with value: 0.9974528841381876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:53,808] Trial 583 finished with value: 0.997459279961301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:00,590] Trial 584 finished with value: 0.9971542294132778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:06,263] Trial 585 finished with value: 0.9970555521330242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:07,439] Trial 586 finished with value: 0.9974350556225694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:09,331] Trial 587 finished with value: 0.9971858112337193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:11,074] Trial 588 finished with value: 0.997203394700954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:11,827] Trial 589 finished with value: 0.9973942781877688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 51}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:13,265] Trial 590 finished with value: 0.9972154507894372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:15,098] Trial 591 finished with value: 0.9972844036150703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:16,997] Trial 592 finished with value: 0.9975057324830741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:18,621] Trial 593 finished with value: 0.9974450524921402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:19,667] Trial 594 finished with value: 0.9972849359232545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:23,487] Trial 595 finished with value: 0.9971847395080599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:02,209] Trial 596 finished with value: 0.9897320619760328 and parameters: {'classifier': 'SVC', 'svc_c': 1071841902.6682024, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:14,007] Trial 597 finished with value: 0.9965860734848612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:14,806] Trial 598 finished with value: 0.9973454842018724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:16,506] Trial 599 finished with value: 0.9972759485413065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:18,443] Trial 600 finished with value: 0.9973592652456267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:19,367] Trial 601 finished with value: 0.9960692600645732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:21,630] Trial 602 finished with value: 0.9973936325117795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:23,241] Trial 603 finished with value: 0.9975160029968831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:25,231] Trial 604 finished with value: 0.9973494391894739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:40,255] Trial 605 finished with value: 0.9957507950456268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:47,863] Trial 606 finished with value: 0.9968273118596002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:48,836] Trial 607 finished with value: 0.9966005037592508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:49,563] Trial 608 finished with value: 0.9970623613423825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 64}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:51,382] Trial 609 finished with value: 0.9971942349186927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:53,013] Trial 610 finished with value: 0.997394099535088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:54,579] Trial 611 finished with value: 0.9974443007480639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:55,553] Trial 612 finished with value: 0.997194499263724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 55}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:57,259] Trial 613 finished with value: 0.9973458515364134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:59,466] Trial 614 finished with value: 0.9973796787820706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:00,327] Trial 615 finished with value: 0.989478777922844 and parameters: {'classifier': 'SVC', 'svc_c': 8.354905937751475, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:01,878] Trial 616 finished with value: 0.9975062646008307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:02,632] Trial 617 finished with value: 0.9966164021657642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:04,590] Trial 618 finished with value: 0.9972623338041874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:06,472] Trial 619 finished with value: 0.9974349663120977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:08,884] Trial 620 finished with value: 0.9975187965040228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:10,445] Trial 621 finished with value: 0.997484972939963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:12,303] Trial 622 finished with value: 0.9974682535055214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:14,307] Trial 623 finished with value: 0.9974937913492917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:15,738] Trial 624 finished with value: 0.9975456322060433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:16,028] Trial 625 finished with value: 0.9806206874820145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 2}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:22,840] Trial 626 finished with value: 0.9969384386197002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:27,283] Trial 627 finished with value: 0.9946019791832222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 45, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:29,344] Trial 628 finished with value: 0.9976225108123572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:31,070] Trial 629 finished with value: 0.997465733261765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:37,523] Trial 630 finished with value: 0.9968372797207236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:52,853] Trial 631 finished with value: 0.9964324776912307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:54,589] Trial 632 finished with value: 0.9973764682070888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:56,754] Trial 633 finished with value: 0.9974197641717985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:58,391] Trial 634 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.2668240320817003e-06, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:00,523] Trial 635 finished with value: 0.9968130159635108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:02,189] Trial 636 finished with value: 0.9974586595804237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:05,111] Trial 637 finished with value: 0.9974870173372729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:07,020] Trial 638 finished with value: 0.99754695256647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:08,482] Trial 639 finished with value: 0.9974984111508408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:10,357] Trial 640 finished with value: 0.9971689242231262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:11,457] Trial 641 finished with value: 0.9957450176991164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:13,272] Trial 642 finished with value: 0.9970984932996664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:14,975] Trial 643 finished with value: 0.9975358666740801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:21,474] Trial 644 finished with value: 0.9969949214627986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:23,417] Trial 645 finished with value: 0.997249530287983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:23,737] Trial 646 finished with value: 0.9949409071227965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 7}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:25,844] Trial 647 finished with value: 0.9975069795289344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:27,771] Trial 648 finished with value: 0.9938414951219184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:28,799] Trial 649 finished with value: 0.9972999900062153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:32,232] Trial 650 finished with value: 0.9972936369023252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:33,549] Trial 651 finished with value: 0.9975335248291014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:35,300] Trial 652 finished with value: 0.9976291922449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:36,968] Trial 653 finished with value: 0.985205400172101 and parameters: {'classifier': 'SVC', 'svc_c': 1.6161330408945952e-10, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:38,919] Trial 654 finished with value: 0.9976351889955649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:41,786] Trial 655 finished with value: 0.997257342573907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:43,463] Trial 656 finished with value: 0.9972356934807252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:45,264] Trial 657 finished with value: 0.9972540581448143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:47,175] Trial 658 finished with value: 0.9974562722550239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:48,854] Trial 659 finished with value: 0.9974129698792567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:49,822] Trial 660 finished with value: 0.9970978294695937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 79}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:53,514] Trial 661 finished with value: 0.9974753064937468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:55,011] Trial 662 finished with value: 0.9973139930248945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:03,864] Trial 663 finished with value: 0.9969478577006656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:05,604] Trial 664 finished with value: 0.997475130792691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:06,329] Trial 665 finished with value: 0.9964759996298417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:11,806] Trial 666 finished with value: 0.9969656045863857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:13,963] Trial 667 finished with value: 0.9976148728310213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:19,040] Trial 668 finished with value: 0.9966512439136336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:19,832] Trial 669 finished with value: 0.9903194687543908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:24,712] Trial 670 finished with value: 0.9971584389071594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:00:56,353] Trial 671 finished with value: 0.9896109487881336 and parameters: {'classifier': 'SVC', 'svc_c': 3851942621.7763367, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:00:57,279] Trial 672 finished with value: 0.9973902020248367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 60}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:10,311] Trial 673 finished with value: 0.9957136827043813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:11,622] Trial 674 finished with value: 0.9967994481350191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:13,861] Trial 675 finished with value: 0.9975168185976293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:15,789] Trial 676 finished with value: 0.9976379689506182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:23,790] Trial 677 finished with value: 0.9967048741218706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:25,493] Trial 678 finished with value: 0.997299066433108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:27,574] Trial 679 finished with value: 0.9974760158677167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:29,776] Trial 680 finished with value: 0.9973023861230156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:30,897] Trial 681 finished with value: 0.9969771704828884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:32,789] Trial 682 finished with value: 0.9976116894554262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:34,498] Trial 683 finished with value: 0.9975899843131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:41,016] Trial 684 finished with value: 0.9967586665108149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:43,292] Trial 685 finished with value: 0.9974473387005669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:45,112] Trial 686 finished with value: 0.9975105448067701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:55,065] Trial 687 finished with value: 0.9966248817094546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:56,308] Trial 688 finished with value: 0.9975458531970931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:58,703] Trial 689 finished with value: 0.9970904826518208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:02,753] Trial 690 finished with value: 0.9972532659983818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:03,417] Trial 691 finished with value: 0.9927986961530352 and parameters: {'classifier': 'SVC', 'svc_c': 475.8772812657285, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:04,717] Trial 692 finished with value: 0.9967286515591272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:06,072] Trial 693 finished with value: 0.9975869846365133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:15,941] Trial 694 finished with value: 0.9965311101892967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:19,962] Trial 695 finished with value: 0.9971781288827887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:20,703] Trial 696 finished with value: 0.9965740164442408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:22,291] Trial 697 finished with value: 0.9975572007050543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:24,171] Trial 698 finished with value: 0.997483713071988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:26,005] Trial 699 finished with value: 0.9972912821082808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:28,894] Trial 700 finished with value: 0.9973197215585033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:29,615] Trial 701 finished with value: 0.9937977416870104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:30,184] Trial 702 finished with value: 0.9914515386812012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:31,394] Trial 703 finished with value: 0.9974261979534492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:33,750] Trial 704 finished with value: 0.9976676994671791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:36,147] Trial 705 finished with value: 0.9975644072730141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:38,748] Trial 706 finished with value: 0.9973103472279877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:41,079] Trial 707 finished with value: 0.9974020357575405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:43,502] Trial 708 finished with value: 0.9974525370841695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:44,613] Trial 709 finished with value: 0.9971642117786249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:46,293] Trial 710 finished with value: 0.9851813109416415 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005523383352066696, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:48,671] Trial 711 finished with value: 0.99729182495345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:51,430] Trial 712 finished with value: 0.9969192035434986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:53,462] Trial 713 finished with value: 0.9973519887273189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:58,347] Trial 714 finished with value: 0.9967897282739044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:01,733] Trial 715 finished with value: 0.9973963401996172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:04,178] Trial 716 finished with value: 0.9971552224289267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:06,083] Trial 717 finished with value: 0.9975453706222099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:07,595] Trial 718 finished with value: 0.9972314268586103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:09,646] Trial 719 finished with value: 0.9975058704794958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:11,511] Trial 720 finished with value: 0.9974242803808178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:13,630] Trial 721 finished with value: 0.9975342640049666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:15,386] Trial 722 finished with value: 0.9975328761062728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:17,151] Trial 723 finished with value: 0.9975061083551123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:18,845] Trial 724 finished with value: 0.9972628339618712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:20,557] Trial 725 finished with value: 0.9973629612201654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:22,114] Trial 726 finished with value: 0.9973106527688228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:25,070] Trial 727 finished with value: 0.9968116982690685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:27,167] Trial 728 finished with value: 0.9975377170258235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:28,570] Trial 729 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9515079913.786606, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:30,512] Trial 730 finished with value: 0.997310999505462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:32,522] Trial 731 finished with value: 0.9976906833615352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:34,762] Trial 732 finished with value: 0.9973737339863602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:37,092] Trial 733 finished with value: 0.9973591867260435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:37,825] Trial 734 finished with value: 0.9965937232409608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:41,018] Trial 735 finished with value: 0.9974006034892521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:43,201] Trial 736 finished with value: 0.997644585256975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:50,009] Trial 737 finished with value: 0.9969168571282614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:52,325] Trial 738 finished with value: 0.9975173476050712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:53,315] Trial 739 finished with value: 0.9971694129551633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:55,912] Trial 740 finished with value: 0.9974688241530977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:59,933] Trial 741 finished with value: 0.9969983933677105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:01,993] Trial 742 finished with value: 0.9975265406169215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:12,161] Trial 743 finished with value: 0.9970237729345363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:16,326] Trial 744 finished with value: 0.9973122044985949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:23,912] Trial 745 finished with value: 0.9963291898134209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 37, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:26,338] Trial 746 finished with value: 0.9976437880007393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:28,017] Trial 747 finished with value: 0.9968787538343308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:29,638] Trial 748 finished with value: 0.9853827091654636 and parameters: {'classifier': 'SVC', 'svc_c': 0.09342021190056767, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:44,120] Trial 749 finished with value: 0.9960934352095485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:46,076] Trial 750 finished with value: 0.997476481272392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:47,506] Trial 751 finished with value: 0.9961771836446239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:48,107] Trial 752 finished with value: 0.9970727184689411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 69}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:49,552] Trial 753 finished with value: 0.9973368995422324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:51,190] Trial 754 finished with value: 0.9974686951702417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:52,677] Trial 755 finished with value: 0.9971032603333686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:54,464] Trial 756 finished with value: 0.997389672319161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:58,689] Trial 757 finished with value: 0.9969596244663844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:00,602] Trial 758 finished with value: 0.9974355349601859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:02,643] Trial 759 finished with value: 0.9976019607394355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:05,756] Trial 760 finished with value: 0.9973047915390229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:07,372] Trial 761 finished with value: 0.9973558717016083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:12,329] Trial 762 finished with value: 0.9963611656917215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:14,381] Trial 763 finished with value: 0.9946015854427421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:17,136] Trial 764 finished with value: 0.9974850410495124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:18,960] Trial 765 finished with value: 0.9974312574837065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:21,011] Trial 766 finished with value: 0.9973133866404345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:26,440] Trial 767 finished with value: 0.9970345149149606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:28,216] Trial 768 finished with value: 0.9975381371722426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:29,499] Trial 769 finished with value: 0.9862253014785227 and parameters: {'classifier': 'SVC', 'svc_c': 0.8155813663153701, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:30,976] Trial 770 finished with value: 0.9974072691480548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:33,474] Trial 771 finished with value: 0.9975179172687721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:34,810] Trial 772 finished with value: 0.9965385040743864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:37,159] Trial 773 finished with value: 0.9972507916476397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:39,188] Trial 774 finished with value: 0.9975622886724768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:40,581] Trial 775 finished with value: 0.9973489216076789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:42,229] Trial 776 finished with value: 0.9973531129474772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:44,240] Trial 777 finished with value: 0.997346835062428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:46,094] Trial 778 finished with value: 0.9971935918769494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:53,065] Trial 779 finished with value: 0.9964050559804866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:55,061] Trial 780 finished with value: 0.9974282509834698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:56,794] Trial 781 finished with value: 0.9976245301049822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:58,541] Trial 782 finished with value: 0.9974215350200836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:00,001] Trial 783 finished with value: 0.9976862355159687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:01,463] Trial 784 finished with value: 0.9976466207676706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:02,716] Trial 785 finished with value: 0.9972758529784671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:16,185] Trial 786 finished with value: 0.996619326655248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:17,291] Trial 787 finished with value: 0.9970106217612935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:18,239] Trial 788 finished with value: 0.9950898696897429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:19,841] Trial 789 finished with value: 0.9853754971068458 and parameters: {'classifier': 'SVC', 'svc_c': 0.005998609545752089, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:20,951] Trial 790 finished with value: 0.9962062685169331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:22,018] Trial 791 finished with value: 0.9972886744900649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:23,406] Trial 792 finished with value: 0.9972714801613138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:29,490] Trial 793 finished with value: 0.9972950266418176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:31,196] Trial 794 finished with value: 0.9971335214442663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:33,105] Trial 795 finished with value: 0.9974751869053113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:39,455] Trial 796 finished with value: 0.9949208497491503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 65, 'rf_n_estimators': 49}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:40,045] Trial 797 finished with value: 0.9882835214403816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:42,919] Trial 798 finished with value: 0.9960761015831213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:44,683] Trial 799 finished with value: 0.997575988054595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:51,305] Trial 800 finished with value: 0.9970039008467939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:53,099] Trial 801 finished with value: 0.9971511913338231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:53,776] Trial 802 finished with value: 0.996817802865143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:56,948] Trial 803 finished with value: 0.9975953532562172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:58,892] Trial 804 finished with value: 0.9973764186642152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:00,512] Trial 805 finished with value: 0.9974576824019906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:01,199] Trial 806 finished with value: 0.9930973428165165 and parameters: {'classifier': 'SVC', 'svc_c': 2270.765674678918, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:02,853] Trial 807 finished with value: 0.9970607298235111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:19,823] Trial 808 finished with value: 0.9956585354559051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:21,580] Trial 809 finished with value: 0.9973758053608912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:23,212] Trial 810 finished with value: 0.9974092836482558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:24,935] Trial 811 finished with value: 0.9976774568107624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:26,710] Trial 812 finished with value: 0.9977170348065635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:28,056] Trial 813 finished with value: 0.9974415044797261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:29,849] Trial 814 finished with value: 0.9970210534084587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:31,125] Trial 815 finished with value: 0.9969836800229243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:38,894] Trial 816 finished with value: 0.9971467276510406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:40,445] Trial 817 finished with value: 0.99736804020576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:41,396] Trial 818 finished with value: 0.9972723196924421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:46,878] Trial 819 finished with value: 0.9965551407046275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:00,223] Trial 820 finished with value: 0.9962092430888351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:01,976] Trial 821 finished with value: 0.9977274393812937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:03,734] Trial 822 finished with value: 0.9972341456864537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:05,310] Trial 823 finished with value: 0.9972093805972547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:07,131] Trial 824 finished with value: 0.9974875608489381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:08,822] Trial 825 finished with value: 0.9975469748782189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:10,407] Trial 826 finished with value: 0.9850939635230724 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003321676569381243, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:11,607] Trial 827 finished with value: 0.9973819597854804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:13,351] Trial 828 finished with value: 0.9975899698406141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:15,116] Trial 829 finished with value: 0.9974295183733287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:16,680] Trial 830 finished with value: 0.9974656000260294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:18,639] Trial 831 finished with value: 0.9974044908433727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:20,341] Trial 832 finished with value: 0.9974733083385684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:21,750] Trial 833 finished with value: 0.9972667712714581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:25,749] Trial 834 finished with value: 0.9974845509527454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:27,620] Trial 835 finished with value: 0.9974729066953493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:28,517] Trial 836 finished with value: 0.99691460208646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:40,233] Trial 837 finished with value: 0.9964645471011445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 53, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:41,813] Trial 838 finished with value: 0.9973445460610654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:42,858] Trial 839 finished with value: 0.9971332364378572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:52,575] Trial 840 finished with value: 0.9966456218924421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:54,282] Trial 841 finished with value: 0.9973824364253749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:56,250] Trial 842 finished with value: 0.997476672271119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:57,235] Trial 843 finished with value: 0.9901292654744087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:58,688] Trial 844 finished with value: 0.9972451790526068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:59,714] Trial 845 finished with value: 0.9879527037422067 and parameters: {'classifier': 'SVC', 'svc_c': 50121.70570179322, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:04,058] Trial 846 finished with value: 0.9969018966086517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:05,864] Trial 847 finished with value: 0.997662008384301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:07,709] Trial 848 finished with value: 0.9975759117884033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:09,633] Trial 849 finished with value: 0.9974033862372411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:11,806] Trial 850 finished with value: 0.9975449189600488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:13,569] Trial 851 finished with value: 0.9972620233122385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:14,858] Trial 852 finished with value: 0.9969223631156631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:16,571] Trial 853 finished with value: 0.9975227606956176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:32,533] Trial 854 finished with value: 0.9957394960331883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:35,228] Trial 855 finished with value: 0.9975189661748761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:37,150] Trial 856 finished with value: 0.9970234157561256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:40,186] Trial 857 finished with value: 0.9974339308628665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:42,237] Trial 858 finished with value: 0.9974366146203222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:45,531] Trial 859 finished with value: 0.9971321308795885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:47,020] Trial 860 finished with value: 0.9972899535277359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:47,724] Trial 861 finished with value: 0.9970362769718455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:50,195] Trial 862 finished with value: 0.9974652857255317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:52,537] Trial 863 finished with value: 0.9971864415802996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:53,759] Trial 864 finished with value: 0.9862833099310953 and parameters: {'classifier': 'SVC', 'svc_c': 0.4621023390537953, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:59,381] Trial 865 finished with value: 0.9973197270174237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:00,549] Trial 866 finished with value: 0.9962776070810705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:04,239] Trial 867 finished with value: 0.9972410501095345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:05,056] Trial 868 finished with value: 0.9973329296695521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 88}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:07,327] Trial 869 finished with value: 0.9974604111003232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:09,489] Trial 870 finished with value: 0.997655751319319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:12,127] Trial 871 finished with value: 0.9968396990379343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:16,835] Trial 872 finished with value: 0.9968967179660279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:19,999] Trial 873 finished with value: 0.9964116290915511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:33,344] Trial 874 finished with value: 0.9964348539401008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:35,528] Trial 875 finished with value: 0.9973010119668361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:37,748] Trial 876 finished with value: 0.9974589964148356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:40,251] Trial 877 finished with value: 0.9970427234486593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:42,668] Trial 878 finished with value: 0.9971665255672933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:45,399] Trial 879 finished with value: 0.9973812522523091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:47,382] Trial 880 finished with value: 0.9974284493136536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:49,221] Trial 881 finished with value: 0.9975456764804242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:50,198] Trial 882 finished with value: 0.993789514586636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:51,897] Trial 883 finished with value: 0.9971734363379555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:53,142] Trial 884 finished with value: 0.9960360786535953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:55,044] Trial 885 finished with value: 0.9975233677465738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:55,769] Trial 886 finished with value: 0.9915163882714668 and parameters: {'classifier': 'SVC', 'svc_c': 49.26481807198403, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:57,905] Trial 887 finished with value: 0.9977332874081242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:59,383] Trial 888 finished with value: 0.9974802497045733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:04,726] Trial 889 finished with value: 0.9963416692221142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:05,432] Trial 890 finished with value: 0.9898454970658809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:11,609] Trial 891 finished with value: 0.9967335198050161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:13,295] Trial 892 finished with value: 0.9974265834738113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:16,359] Trial 893 finished with value: 0.9973676596047736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:18,352] Trial 894 finished with value: 0.9971730180958107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:20,050] Trial 895 finished with value: 0.997469049682668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:22,413] Trial 896 finished with value: 0.9972757725546096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:23,053] Trial 897 finished with value: 0.9967780690679541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 79}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:25,089] Trial 898 finished with value: 0.9974655282031448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:26,629] Trial 899 finished with value: 0.9974280689348326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:28,042] Trial 900 finished with value: 0.9976601769800885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:29,471] Trial 901 finished with value: 0.9973979976800971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:30,936] Trial 902 finished with value: 0.9970936118508079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 127}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:31,749] Trial 903 finished with value: 0.9898964909330962 and parameters: {'classifier': 'SVC', 'svc_c': 4.758681233422729, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:32,991] Trial 904 finished with value: 0.9972896090127504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:33,826] Trial 905 finished with value: 0.9968042176442777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 66}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:35,427] Trial 906 finished with value: 0.9974183331095506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:48,560] Trial 907 finished with value: 0.9964527241275917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:49,947] Trial 908 finished with value: 0.9971746931590912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:51,370] Trial 909 finished with value: 0.997510459780916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:53,154] Trial 910 finished with value: 0.9970790295835795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:54,388] Trial 911 finished with value: 0.9973611184220439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:56,106] Trial 912 finished with value: 0.9973640762363306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:57,459] Trial 913 finished with value: 0.9975303431038776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:59,048] Trial 914 finished with value: 0.9973376674409035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:00,715] Trial 915 finished with value: 0.9972619418727681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:02,333] Trial 916 finished with value: 0.9975536028323876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:03,555] Trial 917 finished with value: 0.9971966446510553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:05,403] Trial 918 finished with value: 0.9962551209005794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 58}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:08,002] Trial 919 finished with value: 0.9975139409850348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:09,080] Trial 920 finished with value: 0.9972505026739921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:10,605] Trial 921 finished with value: 0.9971189723431513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:12,305] Trial 922 finished with value: 0.9853735317051876 and parameters: {'classifier': 'SVC', 'svc_c': 0.007532280865019189, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:15,239] Trial 923 finished with value: 0.9973959735315724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:17,067] Trial 924 finished with value: 0.9975231280301586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:18,836] Trial 925 finished with value: 0.9972843783516961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:26,583] Trial 926 finished with value: 0.9971622510424393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:30,972] Trial 927 finished with value: 0.9972162487756449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:34,627] Trial 928 finished with value: 0.9973605872564244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:36,406] Trial 929 finished with value: 0.9976196477039864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:38,515] Trial 930 finished with value: 0.9972433458710713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:39,970] Trial 931 finished with value: 0.9976637672356573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:41,294] Trial 932 finished with value: 0.9974220564104277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:42,528] Trial 933 finished with value: 0.9973933996824903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:44,060] Trial 934 finished with value: 0.9968886281955789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:46,959] Trial 935 finished with value: 0.9974752932907774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:47,487] Trial 936 finished with value: 0.9970898182504658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 40}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:54,169] Trial 937 finished with value: 0.996151265644198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:01,938] Trial 938 finished with value: 0.9951566017505143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 67, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:03,840] Trial 939 finished with value: 0.9971452410474546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:05,275] Trial 940 finished with value: 0.9974415860144105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:05,672] Trial 941 finished with value: 0.9957084645163246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 20}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:08,226] Trial 942 finished with value: 0.9976492225778492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:11,607] Trial 943 finished with value: 0.993610590546376 and parameters: {'classifier': 'SVC', 'svc_c': 891215.6802361504, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:13,681] Trial 944 finished with value: 0.9973929383720052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:15,562] Trial 945 finished with value: 0.9973211929913696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:16,191] Trial 946 finished with value: 0.9955183536888668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:18,651] Trial 947 finished with value: 0.9973363035360677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:20,849] Trial 948 finished with value: 0.9973651889356286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:22,578] Trial 949 finished with value: 0.9974606283145621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:24,012] Trial 950 finished with value: 0.9972650786571148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:26,109] Trial 951 finished with value: 0.997431269036305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:27,353] Trial 952 finished with value: 0.9974039884957732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:29,279] Trial 953 finished with value: 0.9975419972000249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:30,468] Trial 954 finished with value: 0.9972891376730866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:30,888] Trial 955 finished with value: 0.9967075142079654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 34}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:32,641] Trial 956 finished with value: 0.9974363582415057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:35,489] Trial 957 finished with value: 0.9972450692394469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:37,861] Trial 958 finished with value: 0.9973292998050747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:38,825] Trial 959 finished with value: 0.9961419003907238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:39,906] Trial 960 finished with value: 0.9870544710053272 and parameters: {'classifier': 'SVC', 'svc_c': 1.8359679395926662, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:42,168] Trial 961 finished with value: 0.9972585770515559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:43,263] Trial 962 finished with value: 0.9954417362537934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:45,103] Trial 963 finished with value: 0.9974893532472625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:45,923] Trial 964 finished with value: 0.9934006717417491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:47,690] Trial 965 finished with value: 0.9974435264383353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:49,676] Trial 966 finished with value: 0.997494396940304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:50,423] Trial 967 finished with value: 0.9907079535639435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:52,286] Trial 968 finished with value: 0.9973668847237627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:02,905] Trial 969 finished with value: 0.9963414183339557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:04,581] Trial 970 finished with value: 0.997382441820819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:07,203] Trial 971 finished with value: 0.997564580815892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:08,740] Trial 972 finished with value: 0.9973349840643028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:10,577] Trial 973 finished with value: 0.9974424110095773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:18,880] Trial 974 finished with value: 0.9969836829110736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:22,171] Trial 975 finished with value: 0.9971587685053285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:31,015] Trial 976 finished with value: 0.9962201657531665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:32,468] Trial 977 finished with value: 0.9974010781296583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:35,199] Trial 978 finished with value: 0.9968191204961095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:35,815] Trial 979 finished with value: 0.9948285470276123 and parameters: {'classifier': 'SVC', 'svc_c': 662.3813426012671, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:37,011] Trial 980 finished with value: 0.9974738139869102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:41,279] Trial 981 finished with value: 0.9972752461179385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:43,186] Trial 982 finished with value: 0.9974599928899166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:47,396] Trial 983 finished with value: 0.9966010563479578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 22, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:48,574] Trial 984 finished with value: 0.9976038013793794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:51,153] Trial 985 finished with value: 0.9972539080562499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:00,091] Trial 986 finished with value: 0.9965308896425776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:04,969] Trial 987 finished with value: 0.9967659922228792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:07,244] Trial 988 finished with value: 0.997454220684947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:17,382] Trial 989 finished with value: 0.996476923869445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:19,698] Trial 990 finished with value: 0.9973599455159355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:35,937] Trial 991 finished with value: 0.9958305679269368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 67, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:36,325] Trial 992 finished with value: 0.9962198398048571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 10}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:37,864] Trial 993 finished with value: 0.9971685024580738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:44,160] Trial 994 finished with value: 0.9971108731782817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:45,770] Trial 995 finished with value: 0.9975041199752092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:47,790] Trial 996 finished with value: 0.9975030044194996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:49,043] Trial 997 finished with value: 0.997324303560205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:51,332] Trial 998 finished with value: 0.9973862724910371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:52,969] Trial 999 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015971728002636673, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:53,953] Trial 1000 finished with value: 0.9952861660449391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:55,393] Trial 1001 finished with value: 0.9970615467255115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:56,146] Trial 1002 finished with value: 0.997161073946927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:58,824] Trial 1003 finished with value: 0.997520571160857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:00,021] Trial 1004 finished with value: 0.9966274521308428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:01,877] Trial 1005 finished with value: 0.997367195342663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:08,763] Trial 1006 finished with value: 0.9960538431538541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:12,625] Trial 1007 finished with value: 0.997249358458952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:14,865] Trial 1008 finished with value: 0.9971871869450565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:24,563] Trial 1009 finished with value: 0.9967473729572963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:36,217] Trial 1010 finished with value: 0.9965041756554323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:38,615] Trial 1011 finished with value: 0.9977073030119957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:41,148] Trial 1012 finished with value: 0.9973381341150951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:43,469] Trial 1013 finished with value: 0.9974496528066142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:46,229] Trial 1014 finished with value: 0.9975104097619738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:47,057] Trial 1015 finished with value: 0.9962857630567945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 52}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:49,202] Trial 1016 finished with value: 0.997554776087613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:50,822] Trial 1017 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 5.268809288457753e-05, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:52,888] Trial 1018 finished with value: 0.9974645588639747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:55,158] Trial 1019 finished with value: 0.9975728871975593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:57,833] Trial 1020 finished with value: 0.9975098760890596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:59,889] Trial 1021 finished with value: 0.9973001038818273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:00,748] Trial 1022 finished with value: 0.9940148613785117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:02,699] Trial 1023 finished with value: 0.9972650232109904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:04,615] Trial 1024 finished with value: 0.9976309325930562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:06,215] Trial 1025 finished with value: 0.9972654530374715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:19,735] Trial 1026 finished with value: 0.9966074761649293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:21,110] Trial 1027 finished with value: 0.9972995166670634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:24,048] Trial 1028 finished with value: 0.9970640120309501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:25,907] Trial 1029 finished with value: 0.9975472373507137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:26,768] Trial 1030 finished with value: 0.9965325457583275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:29,257] Trial 1031 finished with value: 0.99742454304374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:30,969] Trial 1032 finished with value: 0.9968483691360213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:32,723] Trial 1033 finished with value: 0.9971932468541573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:34,364] Trial 1034 finished with value: 0.9977439449339768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:42,788] Trial 1035 finished with value: 0.9972212139173653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:44,076] Trial 1036 finished with value: 0.986617708649108 and parameters: {'classifier': 'SVC', 'svc_c': 11400496.68778336, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:45,750] Trial 1037 finished with value: 0.9974596311729851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:48,614] Trial 1038 finished with value: 0.9973053082004185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:50,127] Trial 1039 finished with value: 0.9971674787201303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:53,565] Trial 1040 finished with value: 0.9973285667546259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:55,184] Trial 1041 finished with value: 0.9975515481519958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:57,529] Trial 1042 finished with value: 0.9974361508660182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:59,101] Trial 1043 finished with value: 0.9974257588594994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:01,199] Trial 1044 finished with value: 0.9974868143416166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:03,948] Trial 1045 finished with value: 0.9973679800624252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:05,587] Trial 1046 finished with value: 0.997585580519749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:07,110] Trial 1047 finished with value: 0.9971235471720856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:08,624] Trial 1048 finished with value: 0.9974253685784512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:10,677] Trial 1049 finished with value: 0.997352600919816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:12,582] Trial 1050 finished with value: 0.9973233124805683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:14,905] Trial 1051 finished with value: 0.9974344013773448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:16,548] Trial 1052 finished with value: 0.9974117731697176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:16,986] Trial 1053 finished with value: 0.9899296155014818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 44}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:25,546] Trial 1054 finished with value: 0.9968345302340617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:26,951] Trial 1055 finished with value: 0.9857102738233365 and parameters: {'classifier': 'SVC', 'svc_c': 0.22535097474991317, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:34,315] Trial 1056 finished with value: 0.9964429373629682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:47,961] Trial 1057 finished with value: 0.9965644584781922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:49,793] Trial 1058 finished with value: 0.9974659417163411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:54,019] Trial 1059 finished with value: 0.9972990547535581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:00,589] Trial 1060 finished with value: 0.9973656210472388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:06,213] Trial 1061 finished with value: 0.9969059733428663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 63}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:07,687] Trial 1062 finished with value: 0.9974022596684775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:10,613] Trial 1063 finished with value: 0.9964869301969124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:12,308] Trial 1064 finished with value: 0.9975529967970443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:13,972] Trial 1065 finished with value: 0.997249298474307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:15,960] Trial 1066 finished with value: 0.9975821872931098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:18,441] Trial 1067 finished with value: 0.99715440016322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:20,180] Trial 1068 finished with value: 0.9974908767937727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:22,278] Trial 1069 finished with value: 0.9976018900908535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:23,110] Trial 1070 finished with value: 0.996749394757216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:27,564] Trial 1071 finished with value: 0.9971881203251773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:29,219] Trial 1072 finished with value: 0.9973952959907236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:36,505] Trial 1073 finished with value: 0.9968270657003898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:38,196] Trial 1074 finished with value: 0.9852039249306858 and parameters: {'classifier': 'SVC', 'svc_c': 7.421345746768589e-08, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:40,814] Trial 1075 finished with value: 0.9973562463041302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:42,364] Trial 1076 finished with value: 0.9953863088548079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:43,484] Trial 1077 finished with value: 0.9971364745296049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:50,573] Trial 1078 finished with value: 0.9964757236687362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:52,748] Trial 1079 finished with value: 0.9973557415444497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:54,827] Trial 1080 finished with value: 0.997014240612717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:56,712] Trial 1081 finished with value: 0.9975284750741197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:58,391] Trial 1082 finished with value: 0.997441537138033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:00,282] Trial 1083 finished with value: 0.9974052785782361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:02,787] Trial 1084 finished with value: 0.9974652115540419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:05,498] Trial 1085 finished with value: 0.9974931644304054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:07,182] Trial 1086 finished with value: 0.9974995257861513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:09,007] Trial 1087 finished with value: 0.9972419100798752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:10,567] Trial 1088 finished with value: 0.9974784849499662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:12,832] Trial 1089 finished with value: 0.9971980998658507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:14,567] Trial 1090 finished with value: 0.997462434899731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:16,047] Trial 1091 finished with value: 0.9971661887328812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:17,805] Trial 1092 finished with value: 0.9975333432882708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:19,391] Trial 1093 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.407652166606171e-06, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:20,732] Trial 1094 finished with value: 0.9962359232751088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:22,137] Trial 1095 finished with value: 0.9974276903968101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:24,324] Trial 1096 finished with value: 0.9975417454549428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:27,167] Trial 1097 finished with value: 0.9971876161367792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:29,677] Trial 1098 finished with value: 0.996927338096135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:30,683] Trial 1099 finished with value: 0.9971968147345014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:32,283] Trial 1100 finished with value: 0.997603429030249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:33,690] Trial 1101 finished with value: 0.9975781473113919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:35,573] Trial 1102 finished with value: 0.997378702746202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:38,024] Trial 1103 finished with value: 0.9974111624054264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:43,565] Trial 1104 finished with value: 0.9972543725087878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:43,961] Trial 1105 finished with value: 0.9967208710745865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 28}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:46,163] Trial 1106 finished with value: 0.9973894240969868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:48,669] Trial 1107 finished with value: 0.9964213917353648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:50,282] Trial 1108 finished with value: 0.9974510197582891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:56,899] Trial 1109 finished with value: 0.9969899428324673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:58,656] Trial 1110 finished with value: 0.9977858654412527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:00,216] Trial 1111 finished with value: 0.9972090059947326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:02,000] Trial 1112 finished with value: 0.9975269535270977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:02,747] Trial 1113 finished with value: 0.9912223903227685 and parameters: {'classifier': 'SVC', 'svc_c': 33.75591320054288, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:03,592] Trial 1114 finished with value: 0.9971585107300439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:05,095] Trial 1115 finished with value: 0.9968869962641147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:06,765] Trial 1116 finished with value: 0.9970131428937115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:08,648] Trial 1117 finished with value: 0.9972410127540172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:10,287] Trial 1118 finished with value: 0.9973784716624978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:11,841] Trial 1119 finished with value: 0.9973313480426712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:13,801] Trial 1120 finished with value: 0.9974295046625526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:21,732] Trial 1121 finished with value: 0.996672950674593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:23,595] Trial 1122 finished with value: 0.9973189667358501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:24,294] Trial 1123 finished with value: 0.9896004795950236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:28,312] Trial 1124 finished with value: 0.99717677291243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:34,710] Trial 1125 finished with value: 0.9966713106817003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:37,785] Trial 1126 finished with value: 0.997132528206452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:39,480] Trial 1127 finished with value: 0.9973076589320112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:41,761] Trial 1128 finished with value: 0.9972671536180294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:42,478] Trial 1129 finished with value: 0.9933896183172385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:45,066] Trial 1130 finished with value: 0.9970990996206508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:45,709] Trial 1131 finished with value: 0.993657466356621 and parameters: {'classifier': 'SVC', 'svc_c': 214.77517740544695, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:49,722] Trial 1132 finished with value: 0.9971521129074423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:51,693] Trial 1133 finished with value: 0.9976080523864438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:53,659] Trial 1134 finished with value: 0.9974392928236441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:54,755] Trial 1135 finished with value: 0.9964980364650388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:59,592] Trial 1136 finished with value: 0.9973038821210222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:00,852] Trial 1137 finished with value: 0.9973826685564301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:02,295] Trial 1138 finished with value: 0.9971722533074544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:13,467] Trial 1139 finished with value: 0.9967418808393602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:15,021] Trial 1140 finished with value: 0.997202909364873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:17,689] Trial 1141 finished with value: 0.997374240967694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:24,184] Trial 1142 finished with value: 0.9969918426318708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:32,600] Trial 1143 finished with value: 0.996932563044366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:33,893] Trial 1144 finished with value: 0.9963897826837989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:36,552] Trial 1145 finished with value: 0.9935025450610228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:38,597] Trial 1146 finished with value: 0.9976146336541506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:40,216] Trial 1147 finished with value: 0.9975707473008861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:40,854] Trial 1148 finished with value: 0.9942340567608993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:42,841] Trial 1149 finished with value: 0.9970584118771768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:44,521] Trial 1150 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.06582948857855e-06, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:47,090] Trial 1151 finished with value: 0.9975522146163148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:49,374] Trial 1152 finished with value: 0.9974369624043122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:51,176] Trial 1153 finished with value: 0.9973509649576376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:52,803] Trial 1154 finished with value: 0.9973770328879384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:54,208] Trial 1155 finished with value: 0.9975421168836741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:56,846] Trial 1156 finished with value: 0.9973057772232151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:59,050] Trial 1157 finished with value: 0.9974833495459959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:01,358] Trial 1158 finished with value: 0.9974467938876472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:03,155] Trial 1159 finished with value: 0.9975629051495915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:05,091] Trial 1160 finished with value: 0.9974559279304657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:06,884] Trial 1161 finished with value: 0.9971961466515492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:14,907] Trial 1162 finished with value: 0.9971749562663441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:27,454] Trial 1163 finished with value: 0.9969020329229643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:28,789] Trial 1164 finished with value: 0.9973845764807376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:30,577] Trial 1165 finished with value: 0.997437854620367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:31,855] Trial 1166 finished with value: 0.9975209506827545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:32,999] Trial 1167 finished with value: 0.9972280966317172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:25:31,876] Trial 1168 finished with value: 0.9892454299727572 and parameters: {'classifier': 'SVC', 'svc_c': 630726291.50267, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:25:44,545] Trial 1169 finished with value: 0.9965746908112986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:25:52,081] Trial 1170 finished with value: 0.9970255604769608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:04,925] Trial 1171 finished with value: 0.9965964791386804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:07,269] Trial 1172 finished with value: 0.9975775146162066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:08,385] Trial 1173 finished with value: 0.997255933855146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:10,051] Trial 1174 finished with value: 0.9969980627856662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:11,024] Trial 1175 finished with value: 0.9971467169871037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:13,486] Trial 1176 finished with value: 0.9973849249629617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:14,024] Trial 1177 finished with value: 0.9970074757729533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 24}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:15,402] Trial 1178 finished with value: 0.9965789017968617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:20,418] Trial 1179 finished with value: 0.9973331985213664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:26,545] Trial 1180 finished with value: 0.9973036289477343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:28,059] Trial 1181 finished with value: 0.9971026400477049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:28,763] Trial 1182 finished with value: 0.9974725330767026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 38}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:31,066] Trial 1183 finished with value: 0.9971819860858971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:35,208] Trial 1184 finished with value: 0.9969131903525978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:38,361] Trial 1185 finished with value: 0.9973120389219318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:40,101] Trial 1186 finished with value: 0.9975485278140314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:41,797] Trial 1187 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.1039158560768443e-05, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:42,606] Trial 1188 finished with value: 0.9954651889487808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:44,577] Trial 1189 finished with value: 0.9975968233560913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:47,271] Trial 1190 finished with value: 0.9973712432905956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:49,118] Trial 1191 finished with value: 0.9904873557151626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:00,604] Trial 1192 finished with value: 0.9965301714772075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:02,122] Trial 1193 finished with value: 0.9974771117141858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:04,440] Trial 1194 finished with value: 0.9975691708472842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:10,317] Trial 1195 finished with value: 0.9967658995481893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:12,030] Trial 1196 finished with value: 0.9976356667780242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:14,492] Trial 1197 finished with value: 0.9970660778196093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:15,927] Trial 1198 finished with value: 0.9974221384529184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:20,703] Trial 1199 finished with value: 0.9970513256911001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:22,078] Trial 1200 finished with value: 0.9975135299156572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:23,257] Trial 1201 finished with value: 0.9961819022145413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:24,000] Trial 1202 finished with value: 0.9964663630172584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:24,820] Trial 1203 finished with value: 0.9963745597551701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 48}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:40,424] Trial 1204 finished with value: 0.9965614421392042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:41,934] Trial 1205 finished with value: 0.9974845458746803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:44,003] Trial 1206 finished with value: 0.997350394405275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:45,602] Trial 1207 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.9251941288162163e-05, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:46,687] Trial 1208 finished with value: 0.9972875643615374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:47,719] Trial 1209 finished with value: 0.9973837613243223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:49,527] Trial 1210 finished with value: 0.9976042080371877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:52,100] Trial 1211 finished with value: 0.9975164449472448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:54,164] Trial 1212 finished with value: 0.9972184399607767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:08,455] Trial 1213 finished with value: 0.9962367757870414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:10,111] Trial 1214 finished with value: 0.9974816969214159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:12,123] Trial 1215 finished with value: 0.9952837505045394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:14,343] Trial 1216 finished with value: 0.9976229949741358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:15,207] Trial 1217 finished with value: 0.9971279596298853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:17,033] Trial 1218 finished with value: 0.9974192024108363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:19,523] Trial 1219 finished with value: 0.9973735345453495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:21,296] Trial 1220 finished with value: 0.9970268924534614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:23,404] Trial 1221 finished with value: 0.9976141625366521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:26,922] Trial 1222 finished with value: 0.9974854157155102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:29,089] Trial 1223 finished with value: 0.9975442842971131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:30,526] Trial 1224 finished with value: 0.9974789309310421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:31,757] Trial 1225 finished with value: 0.9867345184941333 and parameters: {'classifier': 'SVC', 'svc_c': 75001043.05165604, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:33,484] Trial 1226 finished with value: 0.9973819970457839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:33,832] Trial 1227 finished with value: 0.9956904447480759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 11}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:38,859] Trial 1228 finished with value: 0.9973912460115651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:39,528] Trial 1229 finished with value: 0.9921778173396804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:41,028] Trial 1230 finished with value: 0.9971015006568266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:42,955] Trial 1231 finished with value: 0.9972177596904679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:44,524] Trial 1232 finished with value: 0.9972290567668942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:46,064] Trial 1233 finished with value: 0.9974903812063477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:47,658] Trial 1234 finished with value: 0.9976405265816296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:50,305] Trial 1235 finished with value: 0.997499887725248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:03,028] Trial 1236 finished with value: 0.996450859779431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:03,935] Trial 1237 finished with value: 0.9969807528039802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:19,120] Trial 1238 finished with value: 0.9961169589339728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 72, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:27,993] Trial 1239 finished with value: 0.9967815892462232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:30,172] Trial 1240 finished with value: 0.9974886529503343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:36,843] Trial 1241 finished with value: 0.9954273800239419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:39,317] Trial 1242 finished with value: 0.9975337105910741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:41,254] Trial 1243 finished with value: 0.9908875721248328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:43,208] Trial 1244 finished with value: 0.9969577883649614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:43,928] Trial 1245 finished with value: 0.9958126341049417 and parameters: {'classifier': 'SVC', 'svc_c': 7287.636929462772, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:47,245] Trial 1246 finished with value: 0.9969779116265035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:48,776] Trial 1247 finished with value: 0.9972898961138613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:50,814] Trial 1248 finished with value: 0.9974494497157443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:53,001] Trial 1249 finished with value: 0.9976469919742362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:54,892] Trial 1250 finished with value: 0.9973893583043044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:55,250] Trial 1251 finished with value: 0.9935802238434599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 5}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:56,834] Trial 1252 finished with value: 0.9975118508851383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:59,401] Trial 1253 finished with value: 0.9975949085763957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:05,637] Trial 1254 finished with value: 0.9969582626562508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:09,862] Trial 1255 finished with value: 0.9974304798097599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:11,923] Trial 1256 finished with value: 0.9974392670207254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:13,268] Trial 1257 finished with value: 0.997140849790577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:15,242] Trial 1258 finished with value: 0.9971586264147166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:16,344] Trial 1259 finished with value: 0.9974336598846124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:18,525] Trial 1260 finished with value: 0.9974204425695706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:22,361] Trial 1261 finished with value: 0.9975401439918699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:24,022] Trial 1262 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.265013600983553e-09, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:25,830] Trial 1263 finished with value: 0.9974507830569751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:42,588] Trial 1264 finished with value: 0.9954786533116945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:44,331] Trial 1265 finished with value: 0.997471017877262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:53,953] Trial 1266 finished with value: 0.9967571041805816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:56,123] Trial 1267 finished with value: 0.9974614456291552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:58,971] Trial 1268 finished with value: 0.9971878497277782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:00,708] Trial 1269 finished with value: 0.9972479645935316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:02,211] Trial 1270 finished with value: 0.9973464681087418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:04,157] Trial 1271 finished with value: 0.9975548255987486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:05,977] Trial 1272 finished with value: 0.9974000267479975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:14,913] Trial 1273 finished with value: 0.9968845254362803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:17,654] Trial 1274 finished with value: 0.9972708893919041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:19,357] Trial 1275 finished with value: 0.9972224154828043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:21,792] Trial 1276 finished with value: 0.9975956271226208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:22,161] Trial 1277 finished with value: 0.9956135633170881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 17}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:23,974] Trial 1278 finished with value: 0.9975186288326577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:26,191] Trial 1279 finished with value: 0.9971152314277356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:27,112] Trial 1280 finished with value: 0.9969650958277291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:29,095] Trial 1281 finished with value: 0.985076263672931 and parameters: {'classifier': 'SVC', 'svc_c': 1.1439095925056655e-10, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:31,601] Trial 1282 finished with value: 0.9974653132740355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:33,375] Trial 1283 finished with value: 0.9974666906040058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:35,289] Trial 1284 finished with value: 0.9971955934598219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:35,860] Trial 1285 finished with value: 0.9933004684394283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:37,557] Trial 1286 finished with value: 0.9971710843368465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:39,470] Trial 1287 finished with value: 0.9973979955853952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:41,635] Trial 1288 finished with value: 0.9975663895275009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:43,424] Trial 1289 finished with value: 0.99740155768944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:53,078] Trial 1290 finished with value: 0.9967214965017912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:54,026] Trial 1291 finished with value: 0.996595974664641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:55,603] Trial 1292 finished with value: 0.9972519067272806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:57,777] Trial 1293 finished with value: 0.9973716908585667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:59,244] Trial 1294 finished with value: 0.9976539640625357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:01,646] Trial 1295 finished with value: 0.9975274811698093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:03,403] Trial 1296 finished with value: 0.9971968722435899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:08,425] Trial 1297 finished with value: 0.9971728940640684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:10,251] Trial 1298 finished with value: 0.9972341271197779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:14,368] Trial 1299 finished with value: 0.9965411956076293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:15,162] Trial 1300 finished with value: 0.9900528156789625 and parameters: {'classifier': 'SVC', 'svc_c': 11.55853590932817, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:18,649] Trial 1301 finished with value: 0.9925217850050577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 58, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:20,008] Trial 1302 finished with value: 0.9975262858567383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:28,098] Trial 1303 finished with value: 0.996670439888733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:30,416] Trial 1304 finished with value: 0.9974984927172631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:32,313] Trial 1305 finished with value: 0.9973736844117487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:33,857] Trial 1306 finished with value: 0.9973678214681018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:34,748] Trial 1307 finished with value: 0.9970941663120515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:35,853] Trial 1308 finished with value: 0.9954515539311387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:37,951] Trial 1309 finished with value: 0.9975315792318978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:41,208] Trial 1310 finished with value: 0.9974673502764126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:47,837] Trial 1311 finished with value: 0.9967820491285025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:49,589] Trial 1312 finished with value: 0.9972534033917833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:51,265] Trial 1313 finished with value: 0.9975766133548482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:53,220] Trial 1314 finished with value: 0.9972316164926074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:54,983] Trial 1315 finished with value: 0.9967771164863993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:57,306] Trial 1316 finished with value: 0.9973476249554691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:59,274] Trial 1317 finished with value: 0.9973441885970136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:01,447] Trial 1318 finished with value: 0.9976055232560732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:03,116] Trial 1319 finished with value: 0.9852924161517022 and parameters: {'classifier': 'SVC', 'svc_c': 0.0011551024831524554, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:04,826] Trial 1320 finished with value: 0.9973647893871114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:05,521] Trial 1321 finished with value: 0.9883428473334934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:07,045] Trial 1322 finished with value: 0.9969962448065884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:08,375] Trial 1323 finished with value: 0.9970704935146758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:08,823] Trial 1324 finished with value: 0.9968536086202139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 32}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:09,957] Trial 1325 finished with value: 0.9974300532840212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:12,005] Trial 1326 finished with value: 0.9972013881352298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:14,570] Trial 1327 finished with value: 0.9971231943735063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:16,479] Trial 1328 finished with value: 0.9973860756525349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:18,605] Trial 1329 finished with value: 0.9974751286345134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:20,212] Trial 1330 finished with value: 0.9975734819976833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:21,122] Trial 1331 finished with value: 0.9969182432178944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 61}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:23,792] Trial 1332 finished with value: 0.9971027631907857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:26,677] Trial 1333 finished with value: 0.9973758117719486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:39,970] Trial 1334 finished with value: 0.9963964550393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:41,829] Trial 1335 finished with value: 0.9975703382309967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:43,619] Trial 1336 finished with value: 0.997296496995595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:44,927] Trial 1337 finished with value: 0.9974031556613433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:45,984] Trial 1338 finished with value: 0.9872110744734971 and parameters: {'classifier': 'SVC', 'svc_c': 151901.10658790029, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:49,422] Trial 1339 finished with value: 0.9973795759829883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:52,704] Trial 1340 finished with value: 0.9974293150920315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:55,003] Trial 1341 finished with value: 0.9973663164565294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:57,065] Trial 1342 finished with value: 0.9967852222527535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:58,593] Trial 1343 finished with value: 0.9973787144257519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:59,995] Trial 1344 finished with value: 0.9972343591556193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:01,487] Trial 1345 finished with value: 0.9974533172336729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:02,329] Trial 1346 finished with value: 0.9971549786817975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:06,304] Trial 1347 finished with value: 0.9970781493961915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:08,851] Trial 1348 finished with value: 0.9967934858199836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 66}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:10,257] Trial 1349 finished with value: 0.9968136832530154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:11,934] Trial 1350 finished with value: 0.9973981820456016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:13,744] Trial 1351 finished with value: 0.9973084779921892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:15,915] Trial 1352 finished with value: 0.9970590272117269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:17,573] Trial 1353 finished with value: 0.9975615238523824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:18,973] Trial 1354 finished with value: 0.997234948877678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:19,980] Trial 1355 finished with value: 0.9972193797202168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 80}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:21,679] Trial 1356 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 1.0051080146985657e-09, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:23,659] Trial 1357 finished with value: 0.9973844019539845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:29,730] Trial 1358 finished with value: 0.9971522177694886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:31,101] Trial 1359 finished with value: 0.9975660921115699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:33,141] Trial 1360 finished with value: 0.9972303669077145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:35,565] Trial 1361 finished with value: 0.9976710146503039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:38,070] Trial 1362 finished with value: 0.997301146408612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:41,150] Trial 1363 finished with value: 0.9973777984697424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:43,984] Trial 1364 finished with value: 0.9973907343647587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:46,391] Trial 1365 finished with value: 0.9972235254526423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:48,873] Trial 1366 finished with value: 0.9974343560238749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:51,686] Trial 1367 finished with value: 0.9975410263056975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:54,299] Trial 1368 finished with value: 0.9973582983185377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:56,737] Trial 1369 finished with value: 0.9975708105545357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:59,007] Trial 1370 finished with value: 0.99692713129193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:00,637] Trial 1371 finished with value: 0.9953595399610827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:01,988] Trial 1372 finished with value: 0.996034493408593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:09,674] Trial 1373 finished with value: 0.9964807840876548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:12,220] Trial 1374 finished with value: 0.9973789833410421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:27,237] Trial 1375 finished with value: 0.9959502647472395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:29,627] Trial 1376 finished with value: 0.9976119057810037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:32,358] Trial 1377 finished with value: 0.9973950780782509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:34,017] Trial 1378 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.6981033309261624e-08, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:38,726] Trial 1379 finished with value: 0.9967719634245286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:41,326] Trial 1380 finished with value: 0.997373355035745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:43,443] Trial 1381 finished with value: 0.9975542489844457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:45,239] Trial 1382 finished with value: 0.9969953839475862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:48,690] Trial 1383 finished with value: 0.9975477356675989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:50,845] Trial 1384 finished with value: 0.9974796412571493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:52,873] Trial 1385 finished with value: 0.9975535756964766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:10,247] Trial 1386 finished with value: 0.9953076229333532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:14,491] Trial 1387 finished with value: 0.9969209652830043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 83}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:15,516] Trial 1388 finished with value: 0.9940658449943826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:18,550] Trial 1389 finished with value: 0.9973176385044225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:20,454] Trial 1390 finished with value: 0.9975218558478756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:22,685] Trial 1391 finished with value: 0.9974067063397416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:24,235] Trial 1392 finished with value: 0.9965486762324202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:38,363] Trial 1393 finished with value: 0.9967607232859083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:39,986] Trial 1394 finished with value: 0.9974616866785624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:42,143] Trial 1395 finished with value: 0.9973208344164909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:42,803] Trial 1396 finished with value: 0.9930575227874329 and parameters: {'classifier': 'SVC', 'svc_c': 109.87137883217152, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:49,313] Trial 1397 finished with value: 0.9971876394958792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:02,227] Trial 1398 finished with value: 0.9964118700774827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:04,055] Trial 1399 finished with value: 0.9966955431770742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:05,274] Trial 1400 finished with value: 0.9974364427912912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:07,611] Trial 1401 finished with value: 0.9975997635241015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:09,256] Trial 1402 finished with value: 0.9973351942009882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:11,649] Trial 1403 finished with value: 0.9974355412125537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:13,249] Trial 1404 finished with value: 0.9973995191636433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:19,628] Trial 1405 finished with value: 0.996821527245109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:21,654] Trial 1406 finished with value: 0.9975545746788522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:23,583] Trial 1407 finished with value: 0.997353903030946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:24,045] Trial 1408 finished with value: 0.985968632355337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:25,117] Trial 1409 finished with value: 0.9941655476312127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:27,748] Trial 1410 finished with value: 0.997328785587498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:29,460] Trial 1411 finished with value: 0.9976288848315283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:39,731] Trial 1412 finished with value: 0.9970503870424867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:47,682] Trial 1413 finished with value: 0.9967537438026767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:48,794] Trial 1414 finished with value: 0.9870085901784814 and parameters: {'classifier': 'SVC', 'svc_c': 1.771458449868117, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:52,235] Trial 1415 finished with value: 0.9972298115895475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:00,566] Trial 1416 finished with value: 0.997068261863712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:02,462] Trial 1417 finished with value: 0.9971156305319221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:03,327] Trial 1418 finished with value: 0.9972151928872014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:05,321] Trial 1419 finished with value: 0.9974848332931702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:07,352] Trial 1420 finished with value: 0.9973226546172222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:08,879] Trial 1421 finished with value: 0.9974852961588128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:10,678] Trial 1422 finished with value: 0.9972557696749504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:12,658] Trial 1423 finished with value: 0.9972243626034275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:14,362] Trial 1424 finished with value: 0.9974455918461397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:21,239] Trial 1425 finished with value: 0.9970906509262063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:24,065] Trial 1426 finished with value: 0.9973639227200722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:25,150] Trial 1427 finished with value: 0.995623902511729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:27,806] Trial 1428 finished with value: 0.9975896923243514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:29,725] Trial 1429 finished with value: 0.9972543415643281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:31,472] Trial 1430 finished with value: 0.9973057006079066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:32,128] Trial 1431 finished with value: 0.9972212362291143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 44}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:20,338] Trial 1432 finished with value: 0.9896194702893376 and parameters: {'classifier': 'SVC', 'svc_c': 2184829715.296317, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:21,921] Trial 1433 finished with value: 0.9972122920107204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:23,942] Trial 1434 finished with value: 0.997410714139221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:25,405] Trial 1435 finished with value: 0.9972274736800694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:27,346] Trial 1436 finished with value: 0.9974085236840614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:28,063] Trial 1437 finished with value: 0.9896792793603527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:28,993] Trial 1438 finished with value: 0.9969882287950367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:30,900] Trial 1439 finished with value: 0.9974210498426922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:33,382] Trial 1440 finished with value: 0.9975788360874599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:35,474] Trial 1441 finished with value: 0.9974001486533002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:38,143] Trial 1442 finished with value: 0.9975794403137422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:39,836] Trial 1443 finished with value: 0.9973762283637221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:41,531] Trial 1444 finished with value: 0.9974151470997091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:43,686] Trial 1445 finished with value: 0.9973367153988931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:44,482] Trial 1446 finished with value: 0.997433551277493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 52}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:51,749] Trial 1447 finished with value: 0.997071486085994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:54,268] Trial 1448 finished with value: 0.9973417684863551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:56,038] Trial 1449 finished with value: 0.9972227302276325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:57,818] Trial 1450 finished with value: 0.9973191771899144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:59,502] Trial 1451 finished with value: 0.9853941808321188 and parameters: {'classifier': 'SVC', 'svc_c': 0.031605082789729295, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:00,835] Trial 1452 finished with value: 0.9973771848173015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:02,931] Trial 1453 finished with value: 0.9975060812826771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:04,645] Trial 1454 finished with value: 0.9968266621528964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:06,188] Trial 1455 finished with value: 0.9973273768052612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 58}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:07,226] Trial 1456 finished with value: 0.9971833292658792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:08,941] Trial 1457 finished with value: 0.9974705215281271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:12,713] Trial 1458 finished with value: 0.9972377874526464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:14,150] Trial 1459 finished with value: 0.9973941711675449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:16,782] Trial 1460 finished with value: 0.9974142840190535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:17,552] Trial 1461 finished with value: 0.9964844017330378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:19,196] Trial 1462 finished with value: 0.99736566183045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:20,527] Trial 1463 finished with value: 0.9975430100836039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:22,326] Trial 1464 finished with value: 0.9973133216729378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:24,055] Trial 1465 finished with value: 0.9973571530244087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:25,082] Trial 1466 finished with value: 0.9964297214126564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:27,151] Trial 1467 finished with value: 0.997305165348097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:28,373] Trial 1468 finished with value: 0.996904381972448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:30,990] Trial 1469 finished with value: 0.9972109853928078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:31,838] Trial 1470 finished with value: 0.996332077137815 and parameters: {'classifier': 'SVC', 'svc_c': 22721.636055916155, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:33,880] Trial 1471 finished with value: 0.9976526439877503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:38,230] Trial 1472 finished with value: 0.9973435173720085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:40,423] Trial 1473 finished with value: 0.9974009617467515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:47,144] Trial 1474 finished with value: 0.9969949797970724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:49,784] Trial 1475 finished with value: 0.997404345991563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:51,723] Trial 1476 finished with value: 0.9974161519853354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:52,856] Trial 1477 finished with value: 0.9974136791897509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:54,317] Trial 1478 finished with value: 0.997539525134412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:55,988] Trial 1479 finished with value: 0.9976242174548556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:00,921] Trial 1480 finished with value: 0.9964781794528025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:04,611] Trial 1481 finished with value: 0.9972654660500134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:06,760] Trial 1482 finished with value: 0.9975092963961797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:16,754] Trial 1483 finished with value: 0.9966130791751141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:18,934] Trial 1484 finished with value: 0.9974167783964153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:29,739] Trial 1485 finished with value: 0.9969391100033947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:31,482] Trial 1486 finished with value: 0.9975598998553951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:33,371] Trial 1487 finished with value: 0.9976645626828322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:35,369] Trial 1488 finished with value: 0.9975054456358664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:37,260] Trial 1489 finished with value: 0.9975694235127656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:37,952] Trial 1490 finished with value: 0.9931020977898136 and parameters: {'classifier': 'SVC', 'svc_c': 2091.8931321219998, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:40,198] Trial 1491 finished with value: 0.9969041571411114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:42,301] Trial 1492 finished with value: 0.9972658458575522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:43,631] Trial 1493 finished with value: 0.9967635663993976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:45,317] Trial 1494 finished with value: 0.9973589237140045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:47,151] Trial 1495 finished with value: 0.9973604674458239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:48,126] Trial 1496 finished with value: 0.9944371426479511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:01,262] Trial 1497 finished with value: 0.9958573819202287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:05,702] Trial 1498 finished with value: 0.997341820377834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:08,250] Trial 1499 finished with value: 0.9976595070245994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:10,423] Trial 1500 finished with value: 0.9974807905819923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:12,081] Trial 1501 finished with value: 0.9973344810502072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:14,072] Trial 1502 finished with value: 0.997538449885845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:16,225] Trial 1503 finished with value: 0.99750961187098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:18,849] Trial 1504 finished with value: 0.9971099402424918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:20,596] Trial 1505 finished with value: 0.9975955474922108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:26,786] Trial 1506 finished with value: 0.995080469651522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:32,549] Trial 1507 finished with value: 0.9970947855821021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:33,251] Trial 1508 finished with value: 0.9929170955911563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:48,979] Trial 1509 finished with value: 0.992392260827348 and parameters: {'classifier': 'SVC', 'svc_c': 4409280.645396591, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:51,022] Trial 1510 finished with value: 0.9971723807668909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:52,964] Trial 1511 finished with value: 0.9976188093471606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:55,236] Trial 1512 finished with value: 0.9974227621028002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:58,254] Trial 1513 finished with value: 0.9974040723155869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:00,401] Trial 1514 finished with value: 0.9973340309114654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:01,998] Trial 1515 finished with value: 0.9974799269935302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:04,218] Trial 1516 finished with value: 0.9971706435925253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:06,929] Trial 1517 finished with value: 0.9971427215019322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:11,348] Trial 1518 finished with value: 0.997097074139134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:13,051] Trial 1519 finished with value: 0.997254656531322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:13,763] Trial 1520 finished with value: 0.9891690122008597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:15,883] Trial 1521 finished with value: 0.9974178206692965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:17,738] Trial 1522 finished with value: 0.9972157956535398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:20,958] Trial 1523 finished with value: 0.9975637980004044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:23,551] Trial 1524 finished with value: 0.9975504618903747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:25,409] Trial 1525 finished with value: 0.9968839703085406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:27,142] Trial 1526 finished with value: 0.9975161720329783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:27,920] Trial 1527 finished with value: 0.9906124378870805 and parameters: {'classifier': 'SVC', 'svc_c': 17.62708821911867, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:28,657] Trial 1528 finished with value: 0.9972575167198051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 70}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:30,723] Trial 1529 finished with value: 0.9975298701138428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:31,525] Trial 1530 finished with value: 0.9970277313498318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:32,426] Trial 1531 finished with value: 0.9967864271189347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:33,589] Trial 1532 finished with value: 0.9961538991288083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:36,083] Trial 1533 finished with value: 0.9975524564591698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:40,102] Trial 1534 finished with value: 0.9971156304049703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:45,467] Trial 1535 finished with value: 0.9960426800748734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:47,735] Trial 1536 finished with value: 0.9967510091058794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:50,049] Trial 1537 finished with value: 0.9976287825719905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:51,841] Trial 1538 finished with value: 0.9971038241890325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:57,909] Trial 1539 finished with value: 0.9966185629142427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:59,727] Trial 1540 finished with value: 0.9973895275308272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:01,574] Trial 1541 finished with value: 0.9973405398802191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:04,200] Trial 1542 finished with value: 0.9972187046866628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 75}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:06,600] Trial 1543 finished with value: 0.9973814759093432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:08,397] Trial 1544 finished with value: 0.997046002355356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:10,436] Trial 1545 finished with value: 0.9973098049858384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:12,885] Trial 1546 finished with value: 0.9976341072089888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:16,094] Trial 1547 finished with value: 0.9972776762895134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:18,119] Trial 1548 finished with value: 0.9974854354882265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:20,259] Trial 1549 finished with value: 0.9971438364228838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:21,917] Trial 1550 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.169061136635817e-07, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:23,496] Trial 1551 finished with value: 0.9971497563678127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:25,515] Trial 1552 finished with value: 0.9976435585991439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:27,455] Trial 1553 finished with value: 0.9975037581313262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:29,896] Trial 1554 finished with value: 0.9975405036775751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:31,050] Trial 1555 finished with value: 0.9970456472399093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:33,066] Trial 1556 finished with value: 0.9975502664483406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:34,923] Trial 1557 finished with value: 0.997558202734269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:36,954] Trial 1558 finished with value: 0.9976564794821301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:40,090] Trial 1559 finished with value: 0.9972884498491559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:42,244] Trial 1560 finished with value: 0.9975447421164283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:45,039] Trial 1561 finished with value: 0.9974195671111311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:46,020] Trial 1562 finished with value: 0.9972369899107697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:47,763] Trial 1563 finished with value: 0.9974085630390666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:49,762] Trial 1564 finished with value: 0.9974487580197889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:51,434] Trial 1565 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001419570500624875, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:54,638] Trial 1566 finished with value: 0.9972562091180174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:57,070] Trial 1567 finished with value: 0.9973919741426384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:58,649] Trial 1568 finished with value: 0.9976251228104043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:00,822] Trial 1569 finished with value: 0.9973634170717304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:01,664] Trial 1570 finished with value: 0.9934602446192565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:03,987] Trial 1571 finished with value: 0.9975880340504238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:06,558] Trial 1572 finished with value: 0.9974479890737667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:08,305] Trial 1573 finished with value: 0.99752965143966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:10,378] Trial 1574 finished with value: 0.9973500165654866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:12,131] Trial 1575 finished with value: 0.9974501053891749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:13,731] Trial 1576 finished with value: 0.9971444989517022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:16,117] Trial 1577 finished with value: 0.9975052702204517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:17,633] Trial 1578 finished with value: 0.9965602527611216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:18,398] Trial 1579 finished with value: 0.9965693547486536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 31}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:20,272] Trial 1580 finished with value: 0.996992175943375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:22,138] Trial 1581 finished with value: 0.9975484829048925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:23,628] Trial 1582 finished with value: 0.9972202643509117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:24,279] Trial 1583 finished with value: 0.9963831049328533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 20}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:25,745] Trial 1584 finished with value: 0.9958825970846936 and parameters: {'classifier': 'SVC', 'svc_c': 127233.07565402723, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:26,815] Trial 1585 finished with value: 0.9955925858615043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:31,542] Trial 1586 finished with value: 0.997307621957349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:33,223] Trial 1587 finished with value: 0.9976206029197877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:36,813] Trial 1588 finished with value: 0.9949219102078525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:38,855] Trial 1589 finished with value: 0.9973563870617497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:40,663] Trial 1590 finished with value: 0.996857709856093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:42,300] Trial 1591 finished with value: 0.9974680273411926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:44,010] Trial 1592 finished with value: 0.9974128439749776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:45,621] Trial 1593 finished with value: 0.9972978360813869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:48,080] Trial 1594 finished with value: 0.9972503612498764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:54,050] Trial 1595 finished with value: 0.9973437690218768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:55,704] Trial 1596 finished with value: 0.9972758137821515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:57,837] Trial 1597 finished with value: 0.9975130033520344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:59,583] Trial 1598 finished with value: 0.997145505424224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:02,599] Trial 1599 finished with value: 0.9973832546603673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:09,788] Trial 1600 finished with value: 0.9966482227822214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:11,743] Trial 1601 finished with value: 0.9974102282001199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:12,683] Trial 1602 finished with value: 0.9885330890798193 and parameters: {'classifier': 'SVC', 'svc_c': 4.379268731245747, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:13,312] Trial 1603 finished with value: 0.9966044817250973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 36}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:15,205] Trial 1604 finished with value: 0.9973678002989174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:26,922] Trial 1605 finished with value: 0.9966163939139082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:33,855] Trial 1606 finished with value: 0.9971416985574365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:37,222] Trial 1607 finished with value: 0.9970670375739313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:38,508] Trial 1608 finished with value: 0.9975593384118119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:43,537] Trial 1609 finished with value: 0.9972647228434343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:45,943] Trial 1610 finished with value: 0.9900078561400948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 55, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:58,371] Trial 1611 finished with value: 0.9960926764196566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:01,074] Trial 1612 finished with value: 0.9973719563144248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:02,985] Trial 1613 finished with value: 0.9972478840427227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:07,138] Trial 1614 finished with value: 0.997417431213434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:08,301] Trial 1615 finished with value: 0.9955854988502422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:10,017] Trial 1616 finished with value: 0.9975540998480185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:21,837] Trial 1617 finished with value: 0.9966445204283634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:24,289] Trial 1618 finished with value: 0.9974402781904574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:26,162] Trial 1619 finished with value: 0.997458233816395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:31,043] Trial 1620 finished with value: 0.9969751737876535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:31,687] Trial 1621 finished with value: 0.9950708577627688 and parameters: {'classifier': 'SVC', 'svc_c': 1109.8880086511663, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:32,524] Trial 1622 finished with value: 0.9971340835860835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:34,514] Trial 1623 finished with value: 0.9975146230961421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:35,545] Trial 1624 finished with value: 0.9969016501003246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:37,588] Trial 1625 finished with value: 0.9972646715867137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:39,263] Trial 1626 finished with value: 0.9975163305320883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:41,882] Trial 1627 finished with value: 0.9976658346112118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:44,220] Trial 1628 finished with value: 0.9973831522421399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:47,016] Trial 1629 finished with value: 0.9972593557411157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 94}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:49,657] Trial 1630 finished with value: 0.9971517368449767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:52,490] Trial 1631 finished with value: 0.9972246257424183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:55,774] Trial 1632 finished with value: 0.9973220383305351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:58,355] Trial 1633 finished with value: 0.9973673114081908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:01,752] Trial 1634 finished with value: 0.9971045067127328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 95}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:05,189] Trial 1635 finished with value: 0.9970865600368849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:07,669] Trial 1636 finished with value: 0.9973463037063811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:09,293] Trial 1637 finished with value: 0.9964682828115433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:12,420] Trial 1638 finished with value: 0.9967621143266548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 92}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:15,131] Trial 1639 finished with value: 0.9973682670048468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:16,689] Trial 1640 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9918844369.049685, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:20,369] Trial 1641 finished with value: 0.9972333543969447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:23,690] Trial 1642 finished with value: 0.9972739355962631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:26,160] Trial 1643 finished with value: 0.9972450524818317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:29,141] Trial 1644 finished with value: 0.9972254525466459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:31,849] Trial 1645 finished with value: 0.9975198814326518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:34,825] Trial 1646 finished with value: 0.9974227376963495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:37,897] Trial 1647 finished with value: 0.9974739910844338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:40,817] Trial 1648 finished with value: 0.9973104662134028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 97}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:43,706] Trial 1649 finished with value: 0.9974943931317551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:45,654] Trial 1650 finished with value: 0.9974250211435781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:48,090] Trial 1651 finished with value: 0.9968736060726907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:52,932] Trial 1652 finished with value: 0.9973342950978075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:54,501] Trial 1653 finished with value: 0.9969848185568789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 64}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:55,171] Trial 1654 finished with value: 0.9968102928510499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 26}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:56,805] Trial 1655 finished with value: 0.9949204466142496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:58,169] Trial 1656 finished with value: 0.996263442992511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:00,477] Trial 1657 finished with value: 0.9975739082695184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:03,745] Trial 1658 finished with value: 0.9972861337436202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:05,375] Trial 1659 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.073292937785981e-07, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:07,972] Trial 1660 finished with value: 0.9974699236494261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:10,853] Trial 1661 finished with value: 0.9972938156502202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:12,669] Trial 1662 finished with value: 0.9967672653572994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:16,482] Trial 1663 finished with value: 0.9973721979668522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:17,913] Trial 1664 finished with value: 0.9973891560386202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:18,665] Trial 1665 finished with value: 0.9907008605859547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:19,921] Trial 1666 finished with value: 0.9973148736248753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:21,279] Trial 1667 finished with value: 0.9971592769148682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:22,479] Trial 1668 finished with value: 0.9976579723380837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:24,588] Trial 1669 finished with value: 0.9976454617310276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:27,040] Trial 1670 finished with value: 0.9970647995119103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:38,211] Trial 1671 finished with value: 0.996136617330384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:46,071] Trial 1672 finished with value: 0.9965986283345604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:50,094] Trial 1673 finished with value: 0.9971704588461661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:51,122] Trial 1674 finished with value: 0.9966309551706419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:52,299] Trial 1675 finished with value: 0.997330470775171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:54,329] Trial 1676 finished with value: 0.9974808366971719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:58,218] Trial 1677 finished with value: 0.9972339307573442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:58,903] Trial 1678 finished with value: 0.9926623355665806 and parameters: {'classifier': 'SVC', 'svc_c': 318.5110318661741, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:02,047] Trial 1679 finished with value: 0.997156103473238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:03,276] Trial 1680 finished with value: 0.9973638433435656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:05,831] Trial 1681 finished with value: 0.9972231539286974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:07,687] Trial 1682 finished with value: 0.997399629040279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:09,520] Trial 1683 finished with value: 0.9973089142297275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:11,906] Trial 1684 finished with value: 0.9967562497008987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:14,079] Trial 1685 finished with value: 0.9975108594563847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:14,746] Trial 1686 finished with value: 0.9962540846261626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 14}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:16,284] Trial 1687 finished with value: 0.9975333755657226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:18,476] Trial 1688 finished with value: 0.9972007389363325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:19,685] Trial 1689 finished with value: 0.9973155178726589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:21,407] Trial 1690 finished with value: 0.9972008410689189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:22,926] Trial 1691 finished with value: 0.9973887381773304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:25,091] Trial 1692 finished with value: 0.997458287326507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:27,207] Trial 1693 finished with value: 0.9971179282294713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:30,142] Trial 1694 finished with value: 0.9976007336884569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:32,058] Trial 1695 finished with value: 0.9976848292410265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:33,862] Trial 1696 finished with value: 0.9975453927435315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:35,499] Trial 1697 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 4.840680865118772e-10, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:37,276] Trial 1698 finished with value: 0.9974620717545939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:39,229] Trial 1699 finished with value: 0.9975649968046453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:51,039] Trial 1700 finished with value: 0.996660793310447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:52,683] Trial 1701 finished with value: 0.9976429381547908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:53,728] Trial 1702 finished with value: 0.9971842343992624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:54,891] Trial 1703 finished with value: 0.9969567329525862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:58,753] Trial 1704 finished with value: 0.9942398352499747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:00,665] Trial 1705 finished with value: 0.9974881145484721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:01,597] Trial 1706 finished with value: 0.9971655986617055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:03,129] Trial 1707 finished with value: 0.9975077041688377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:04,861] Trial 1708 finished with value: 0.9975155852308072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:05,816] Trial 1709 finished with value: 0.9972388209023895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:07,886] Trial 1710 finished with value: 0.997594092118726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:09,616] Trial 1711 finished with value: 0.9973445689440966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:15,115] Trial 1712 finished with value: 0.9966377484158327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:15,967] Trial 1713 finished with value: 0.993718234801103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:17,873] Trial 1714 finished with value: 0.9974882986918111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:19,529] Trial 1715 finished with value: 0.9852052358332161 and parameters: {'classifier': 'SVC', 'svc_c': 1.0157450379719716e-07, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:20,369] Trial 1716 finished with value: 0.9969629514877488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:22,008] Trial 1717 finished with value: 0.9975479957597506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:27,377] Trial 1718 finished with value: 0.9972123195274865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:29,418] Trial 1719 finished with value: 0.9974769530881243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:31,002] Trial 1720 finished with value: 0.9976111895833837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:34,201] Trial 1721 finished with value: 0.9969789747829281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 41}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:36,355] Trial 1722 finished with value: 0.9971663675442519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:38,270] Trial 1723 finished with value: 0.9970656927118401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:41,830] Trial 1724 finished with value: 0.9975338470640761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:48,879] Trial 1725 finished with value: 0.9963660919545054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:51,194] Trial 1726 finished with value: 0.9974417029368615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:53,120] Trial 1727 finished with value: 0.9975949100680772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:54,858] Trial 1728 finished with value: 0.9962089531313123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:56,665] Trial 1729 finished with value: 0.9976299683319515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:55:06,718] Trial 1730 finished with value: 0.9971042376070153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:55:08,842] Trial 1731 finished with value: 0.9969919224209701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:55:10,139] Trial 1732 finished with value: 0.9960491223622832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:55:11,900] Trial 1733 finished with value: 0.9974187506534613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:07,503] Trial 1734 finished with value: 0.9897256583453942 and parameters: {'classifier': 'SVC', 'svc_c': 425978552.97937876, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:09,586] Trial 1735 finished with value: 0.9974073263715021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:11,570] Trial 1736 finished with value: 0.9974484167738078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:19,940] Trial 1737 finished with value: 0.9969094692733743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:22,214] Trial 1738 finished with value: 0.9973513797720882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:23,272] Trial 1739 finished with value: 0.9945003665908585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:24,763] Trial 1740 finished with value: 0.9919875115462572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:26,271] Trial 1741 finished with value: 0.9975615361984284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:28,430] Trial 1742 finished with value: 0.9973157835189445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:30,458] Trial 1743 finished with value: 0.9973679699380327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:32,131] Trial 1744 finished with value: 0.9974758427056934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:35,360] Trial 1745 finished with value: 0.9971367039312001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:38,470] Trial 1746 finished with value: 0.9975537907525377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:40,766] Trial 1747 finished with value: 0.9973547609700605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:42,717] Trial 1748 finished with value: 0.9973512242880794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:57,149] Trial 1749 finished with value: 0.9965670294391247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:07,457] Trial 1750 finished with value: 0.9964058973524136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 87}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:09,526] Trial 1751 finished with value: 0.9972843012920567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:11,194] Trial 1752 finished with value: 0.9973184051335773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:12,520] Trial 1753 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 111224575.03814678, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:14,071] Trial 1754 finished with value: 0.9972152235142818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:28,160] Trial 1755 finished with value: 0.9962105937272253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 62, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:29,259] Trial 1756 finished with value: 0.9973253374542788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:33,894] Trial 1757 finished with value: 0.9967053536181766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 67}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:40,209] Trial 1758 finished with value: 0.997235731947069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:43,256] Trial 1759 finished with value: 0.9964416695605164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:45,332] Trial 1760 finished with value: 0.9975799759544067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:48,262] Trial 1761 finished with value: 0.9973603577278777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:51,996] Trial 1762 finished with value: 0.9972142886107416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:54,084] Trial 1763 finished with value: 0.9970134152049575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:10,018] Trial 1764 finished with value: 0.9963770479119022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:20,276] Trial 1765 finished with value: 0.9970552075228248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:23,758] Trial 1766 finished with value: 0.9969833729904073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:25,542] Trial 1767 finished with value: 0.9974167296152515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:28,015] Trial 1768 finished with value: 0.9975143297744014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:29,548] Trial 1769 finished with value: 0.9973070186832039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:36,037] Trial 1770 finished with value: 0.9968411761518859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:36,831] Trial 1771 finished with value: 0.9963541020078214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:04,326] Trial 1772 finished with value: 0.9895278015642393 and parameters: {'classifier': 'SVC', 'svc_c': 34784539.167209476, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:05,643] Trial 1773 finished with value: 0.997471405809705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:07,395] Trial 1774 finished with value: 0.9974752898630833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:12,986] Trial 1775 finished with value: 0.9970041540518197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 99}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:16,011] Trial 1776 finished with value: 0.9974963830350778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:19,594] Trial 1777 finished with value: 0.9972485982091164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:21,509] Trial 1778 finished with value: 0.9977270832819719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:23,546] Trial 1779 finished with value: 0.9974877300437229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:25,313] Trial 1780 finished with value: 0.9974515560337117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:27,247] Trial 1781 finished with value: 0.997690728746743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:29,195] Trial 1782 finished with value: 0.9973669001801236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:39,198] Trial 1783 finished with value: 0.997013274034745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:41,194] Trial 1784 finished with value: 0.9973606739009119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:43,365] Trial 1785 finished with value: 0.997442948903633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:44,961] Trial 1786 finished with value: 0.9973910766898287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:50,166] Trial 1787 finished with value: 0.9971971716590088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:51,939] Trial 1788 finished with value: 0.9973634462071295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:54,071] Trial 1789 finished with value: 0.997424195926246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:55,303] Trial 1790 finished with value: 0.9971861898352176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:56,998] Trial 1791 finished with value: 0.9854045019996281 and parameters: {'classifier': 'SVC', 'svc_c': 0.2523550434528689, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:58,918] Trial 1792 finished with value: 0.9974839338091345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:00,582] Trial 1793 finished with value: 0.9977535075337599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:02,062] Trial 1794 finished with value: 0.9972999274190619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:03,710] Trial 1795 finished with value: 0.9974916355519268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:05,383] Trial 1796 finished with value: 0.9975141109732671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:06,994] Trial 1797 finished with value: 0.997691692182662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:08,387] Trial 1798 finished with value: 0.9974550828452035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:10,014] Trial 1799 finished with value: 0.9974978136847329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:11,490] Trial 1800 finished with value: 0.9973959134199756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:13,075] Trial 1801 finished with value: 0.9975992493382625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:14,740] Trial 1802 finished with value: 0.9972182622602328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:27,727] Trial 1803 finished with value: 0.9964574121021661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:29,083] Trial 1804 finished with value: 0.9973898402444293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:39,673] Trial 1805 finished with value: 0.9966430821298725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:41,249] Trial 1806 finished with value: 0.9975192597505202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:42,605] Trial 1807 finished with value: 0.9976353511127963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:44,100] Trial 1808 finished with value: 0.9972893687885288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:45,955] Trial 1809 finished with value: 0.9975403354984035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:47,560] Trial 1810 finished with value: 0.9975620494321301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:48,264] Trial 1811 finished with value: 0.9955118008265873 and parameters: {'classifier': 'SVC', 'svc_c': 4750.257021899023, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:50,502] Trial 1812 finished with value: 0.9973871334135151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:52,097] Trial 1813 finished with value: 0.997386832347725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:53,856] Trial 1814 finished with value: 0.9975041346381225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:55,626] Trial 1815 finished with value: 0.9975092629444253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:56,899] Trial 1816 finished with value: 0.9971125697916016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:58,337] Trial 1817 finished with value: 0.9973150130812406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:59,932] Trial 1818 finished with value: 0.9973358308951498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:01,609] Trial 1819 finished with value: 0.9975474378390752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:01,886] Trial 1820 finished with value: 0.9830674647745447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 2}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:09,805] Trial 1821 finished with value: 0.9971513628137371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:11,379] Trial 1822 finished with value: 0.9973926507630878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:13,210] Trial 1823 finished with value: 0.997442187796874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:14,858] Trial 1824 finished with value: 0.9974318515855964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:16,637] Trial 1825 finished with value: 0.9977735681129346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:18,415] Trial 1826 finished with value: 0.9975437723329277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:20,215] Trial 1827 finished with value: 0.9974079398017776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:21,567] Trial 1828 finished with value: 0.9971171944807885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:22,737] Trial 1829 finished with value: 0.9958207344123758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:24,497] Trial 1830 finished with value: 0.9853340391478334 and parameters: {'classifier': 'SVC', 'svc_c': 0.0027660884523801003, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:25,807] Trial 1831 finished with value: 0.9972338994637676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:27,786] Trial 1832 finished with value: 0.9975957088477325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:29,650] Trial 1833 finished with value: 0.9972630622526396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:30,758] Trial 1834 finished with value: 0.9971506338574784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:32,029] Trial 1835 finished with value: 0.997001994731547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:32,969] Trial 1836 finished with value: 0.9969696658007637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:40,672] Trial 1837 finished with value: 0.9966438715151072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:42,595] Trial 1838 finished with value: 0.9976208635514837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:44,335] Trial 1839 finished with value: 0.9974640721949016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:50,230] Trial 1840 finished with value: 0.9971817195192122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:51,175] Trial 1841 finished with value: 0.9951871892223147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:53,116] Trial 1842 finished with value: 0.9975123924607914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:54,041] Trial 1843 finished with value: 0.9966086334877251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:55,290] Trial 1844 finished with value: 0.9959741232748497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:57,498] Trial 1845 finished with value: 0.9911001650068537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:59,238] Trial 1846 finished with value: 0.9975377077266167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:00,892] Trial 1847 finished with value: 0.9975370703976966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:02,720] Trial 1848 finished with value: 0.99679426289091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:04,036] Trial 1849 finished with value: 0.9973049365495221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:05,686] Trial 1850 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5495896780523982e-05, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:07,730] Trial 1851 finished with value: 0.9975669271359155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:08,763] Trial 1852 finished with value: 0.9972729593382293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:10,391] Trial 1853 finished with value: 0.997174769710924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:12,029] Trial 1854 finished with value: 0.9974886394299856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:13,879] Trial 1855 finished with value: 0.9973883324081835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:15,627] Trial 1856 finished with value: 0.997655912167034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:17,184] Trial 1857 finished with value: 0.9970137634967541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:18,388] Trial 1858 finished with value: 0.9971795999348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:20,396] Trial 1859 finished with value: 0.9976433112338933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:21,966] Trial 1860 finished with value: 0.9974222522333167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:23,370] Trial 1861 finished with value: 0.9974207437305748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:34,861] Trial 1862 finished with value: 0.9965638448257513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:35,734] Trial 1863 finished with value: 0.9935336105691855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:43,299] Trial 1864 finished with value: 0.9967208943702106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:55,991] Trial 1865 finished with value: 0.9964903314215044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:01,988] Trial 1866 finished with value: 0.9968845397500764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:06,524] Trial 1867 finished with value: 0.9971105690973904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 61}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:07,762] Trial 1868 finished with value: 0.9862798686532641 and parameters: {'classifier': 'SVC', 'svc_c': 0.8744669560064903, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:08,647] Trial 1869 finished with value: 0.9968589575049736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:10,839] Trial 1870 finished with value: 0.9974869471964972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:12,686] Trial 1871 finished with value: 0.9975503289402804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:14,330] Trial 1872 finished with value: 0.9974317883636847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:19,199] Trial 1873 finished with value: 0.9967539478139457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:20,018] Trial 1874 finished with value: 0.9963290775247043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:21,840] Trial 1875 finished with value: 0.9974991592133199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:23,718] Trial 1876 finished with value: 0.9974508831900732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:24,638] Trial 1877 finished with value: 0.9954420714695722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:26,799] Trial 1878 finished with value: 0.9973761874535593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:28,585] Trial 1879 finished with value: 0.9971781252964051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:30,536] Trial 1880 finished with value: 0.9976678774851021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:32,200] Trial 1881 finished with value: 0.9974142842094809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:33,743] Trial 1882 finished with value: 0.9969126493799648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:35,188] Trial 1883 finished with value: 0.9975187133507054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:35,864] Trial 1884 finished with value: 0.9886076882378809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:37,155] Trial 1885 finished with value: 0.9970674411214248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:50,021] Trial 1886 finished with value: 0.9967622459120195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:50,705] Trial 1887 finished with value: 0.9929703276473439 and parameters: {'classifier': 'SVC', 'svc_c': 83.54655924023224, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:52,409] Trial 1888 finished with value: 0.9977421137836675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:54,242] Trial 1889 finished with value: 0.9973770623089786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:56,201] Trial 1890 finished with value: 0.9973477146785336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:57,749] Trial 1891 finished with value: 0.9972435648626328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:59,571] Trial 1892 finished with value: 0.9973554155644022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:01,038] Trial 1893 finished with value: 0.9974348550072563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:14,653] Trial 1894 finished with value: 0.9966200970929519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:16,080] Trial 1895 finished with value: 0.9973488231566897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:17,239] Trial 1896 finished with value: 0.9972445930121453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:18,601] Trial 1897 finished with value: 0.996371180588424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:19,946] Trial 1898 finished with value: 0.997372921749832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:21,877] Trial 1899 finished with value: 0.9975218521980161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:27,913] Trial 1900 finished with value: 0.9963544423968789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:29,331] Trial 1901 finished with value: 0.9968647635742904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:31,264] Trial 1902 finished with value: 0.9974746078154517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:33,038] Trial 1903 finished with value: 0.9972776566120108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:35,047] Trial 1904 finished with value: 0.9973816002902026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:37,146] Trial 1905 finished with value: 0.9974884066959101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:38,809] Trial 1906 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.6212533908574444e-06, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:40,546] Trial 1907 finished with value: 0.9974338087036606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:41,900] Trial 1908 finished with value: 0.9967352121337183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:47,625] Trial 1909 finished with value: 0.9970663676184425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:49,273] Trial 1910 finished with value: 0.9976131616182643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:54,252] Trial 1911 finished with value: 0.9972401390729004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:55,981] Trial 1912 finished with value: 0.9973143108165621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:57,718] Trial 1913 finished with value: 0.9973307872973222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:58,540] Trial 1914 finished with value: 0.9969544160853411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:00,585] Trial 1915 finished with value: 0.9975233703490822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:01,898] Trial 1916 finished with value: 0.9971309734615789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:04,051] Trial 1917 finished with value: 0.9975010821496579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:06,477] Trial 1918 finished with value: 0.9975788481478647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:08,417] Trial 1919 finished with value: 0.9973073362844439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:10,096] Trial 1920 finished with value: 0.9973828567622213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:11,799] Trial 1921 finished with value: 0.9971942512954529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:13,510] Trial 1922 finished with value: 0.9972137999739181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:15,061] Trial 1923 finished with value: 0.9975544111334149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:16,538] Trial 1924 finished with value: 0.9974309938369093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:17,518] Trial 1925 finished with value: 0.9970761130285725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:19,190] Trial 1926 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 8.115358044862295e-05, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:20,060] Trial 1927 finished with value: 0.9963437562751715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:24,752] Trial 1928 finished with value: 0.9897298078863684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 70, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:32,582] Trial 1929 finished with value: 0.9962675425462811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:34,724] Trial 1930 finished with value: 0.997628485727342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:36,737] Trial 1931 finished with value: 0.9973518610457172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:39,081] Trial 1932 finished with value: 0.9972673787032692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:40,840] Trial 1933 finished with value: 0.9974525472402999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:42,879] Trial 1934 finished with value: 0.9974096593298664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:47,762] Trial 1935 finished with value: 0.9966806340728747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:49,355] Trial 1936 finished with value: 0.9971234512283914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:51,072] Trial 1937 finished with value: 0.9973410583189377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:52,956] Trial 1938 finished with value: 0.9973128016790618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:55,278] Trial 1939 finished with value: 0.9973425269271301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:57,219] Trial 1940 finished with value: 0.997513970755192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:59,228] Trial 1941 finished with value: 0.9975970447279958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:00,919] Trial 1942 finished with value: 0.9975463525295915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:02,650] Trial 1943 finished with value: 0.9853879534103421 and parameters: {'classifier': 'SVC', 'svc_c': 0.0152714472330961, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:05,127] Trial 1944 finished with value: 0.9976158711469009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:06,735] Trial 1945 finished with value: 0.9974344901165342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:08,083] Trial 1946 finished with value: 0.9974767820525409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:08,832] Trial 1947 finished with value: 0.9898197767291429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:10,650] Trial 1948 finished with value: 0.9975226170498482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:12,653] Trial 1949 finished with value: 0.9974792006080418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:20,099] Trial 1950 finished with value: 0.9968182440855328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:21,953] Trial 1951 finished with value: 0.9976139656981501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:22,693] Trial 1952 finished with value: 0.9964670098992884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:23,732] Trial 1953 finished with value: 0.9972511358452462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:24,638] Trial 1954 finished with value: 0.9970297518167593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 50}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:26,128] Trial 1955 finished with value: 0.9973503348332228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:28,619] Trial 1956 finished with value: 0.9975389380148618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:30,038] Trial 1957 finished with value: 0.9973493692708638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:31,898] Trial 1958 finished with value: 0.9974885457396828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:34,313] Trial 1959 finished with value: 0.9977076126470211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:36,864] Trial 1960 finished with value: 0.9974739170398957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:39,149] Trial 1961 finished with value: 0.997462132056618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:39,586] Trial 1962 finished with value: 0.993860592646029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 9}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:41,202] Trial 1963 finished with value: 0.9853841842164511 and parameters: {'classifier': 'SVC', 'svc_c': 0.08711224015529453, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:43,752] Trial 1964 finished with value: 0.9973839269644612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:58,360] Trial 1965 finished with value: 0.996333824468311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:00,641] Trial 1966 finished with value: 0.9976552880410838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:03,007] Trial 1967 finished with value: 0.9974975733970353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:05,696] Trial 1968 finished with value: 0.9972668103090844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:07,920] Trial 1969 finished with value: 0.9973165507511198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:10,415] Trial 1970 finished with value: 0.9974489725680434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:12,531] Trial 1971 finished with value: 0.9973523863398236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:19,102] Trial 1972 finished with value: 0.9968052682007528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:33,207] Trial 1973 finished with value: 0.9966582852857849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:50,287] Trial 1974 finished with value: 0.996471538041761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:03,445] Trial 1975 finished with value: 0.9966936112589088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:05,573] Trial 1976 finished with value: 0.9971196887946744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:08,226] Trial 1977 finished with value: 0.9970863156232596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:10,551] Trial 1978 finished with value: 0.9974905130456152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:13,051] Trial 1979 finished with value: 0.9977483247652078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:15,930] Trial 1980 finished with value: 0.9975192126197276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:18,652] Trial 1981 finished with value: 0.9974020497539575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:20,213] Trial 1982 finished with value: 0.9961531358321335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:31,815] Trial 1983 finished with value: 0.9971093610574182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:33,480] Trial 1984 finished with value: 0.9852112979322326 and parameters: {'classifier': 'SVC', 'svc_c': 0.00039604103595690886, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:36,043] Trial 1985 finished with value: 0.9974664063593067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:37,350] Trial 1986 finished with value: 0.9955246771178133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:40,314] Trial 1987 finished with value: 0.9973899248576908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:43,126] Trial 1988 finished with value: 0.9970713830964842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:45,975] Trial 1989 finished with value: 0.9975321028121572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:48,542] Trial 1990 finished with value: 0.997171755371424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:53,675] Trial 1991 finished with value: 0.997195952891624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:55,988] Trial 1992 finished with value: 0.997119007064422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:58,345] Trial 1993 finished with value: 0.9973635212355427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:00,915] Trial 1994 finished with value: 0.9975020930020108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:03,981] Trial 1995 finished with value: 0.9973001018823392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:07,733] Trial 1996 finished with value: 0.9968654333076139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 53}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:10,097] Trial 1997 finished with value: 0.9971115673815318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:20,552] Trial 1998 finished with value: 0.9964604484360361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:21,778] Trial 1999 finished with value: 0.9974238757859734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:23,258] Trial 2000 finished with value: 0.9972969655423229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:21,683] Trial 2001 finished with value: 0.989619470162386 and parameters: {'classifier': 'SVC', 'svc_c': 2081718769.039548, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:24,212] Trial 2002 finished with value: 0.9975360451045958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:26,258] Trial 2003 finished with value: 0.9966212077927618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:28,617] Trial 2004 finished with value: 0.9973225386151706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:38,415] Trial 2005 finished with value: 0.9970415756789737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:40,527] Trial 2006 finished with value: 0.9974037522387901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:43,361] Trial 2007 finished with value: 0.9975438749415826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:43,928] Trial 2008 finished with value: 0.9884676318673149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:45,383] Trial 2009 finished with value: 0.9960723346426216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:46,794] Trial 2010 finished with value: 0.9975361701519514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:47,325] Trial 2011 finished with value: 0.9965240041987657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 57}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:56,839] Trial 2012 finished with value: 0.996451542747462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:58,985] Trial 2013 finished with value: 0.9974476574443717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:01,572] Trial 2014 finished with value: 0.9973407639181081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:02,625] Trial 2015 finished with value: 0.9971712228728125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:04,777] Trial 2016 finished with value: 0.9976313261431088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:06,227] Trial 2017 finished with value: 0.9974637953451347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:08,988] Trial 2018 finished with value: 0.9974077215719257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:11,331] Trial 2019 finished with value: 0.9974043947727268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:12,684] Trial 2020 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 261161169.34150422, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:15,201] Trial 2021 finished with value: 0.9975114358485223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:28,147] Trial 2022 finished with value: 0.9966499046056762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:29,768] Trial 2023 finished with value: 0.9973878528166636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:30,575] Trial 2024 finished with value: 0.9975935140444793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 69}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:32,702] Trial 2025 finished with value: 0.9973058162291034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:40,336] Trial 2026 finished with value: 0.9971342065387371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:41,885] Trial 2027 finished with value: 0.9975522249311348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:45,284] Trial 2028 finished with value: 0.9970971074639366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:47,674] Trial 2029 finished with value: 0.9974566219432882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:57,342] Trial 2030 finished with value: 0.9965396508284591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 84}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:58,132] Trial 2031 finished with value: 0.9974273435332194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 38}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:59,908] Trial 2032 finished with value: 0.9975471437238866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:02,011] Trial 2033 finished with value: 0.9976201677296004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:03,705] Trial 2034 finished with value: 0.9972660860500357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:06,276] Trial 2035 finished with value: 0.9975023567122839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:08,250] Trial 2036 finished with value: 0.9973110830713723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:14,775] Trial 2037 finished with value: 0.9967525006605787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:16,590] Trial 2038 finished with value: 0.9974499616799296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:18,208] Trial 2039 finished with value: 0.985293071666443 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012108140722500104, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:23,693] Trial 2040 finished with value: 0.9972157131349805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:26,180] Trial 2041 finished with value: 0.9974734423677516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:27,864] Trial 2042 finished with value: 0.9967327440353438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:29,263] Trial 2043 finished with value: 0.9973184335707425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:36,067] Trial 2044 finished with value: 0.9968303922774236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:38,098] Trial 2045 finished with value: 0.9977223492239556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:49,566] Trial 2046 finished with value: 0.9968207701373261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:51,814] Trial 2047 finished with value: 0.9974554212665107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:53,658] Trial 2048 finished with value: 0.9974432541588271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:57,928] Trial 2049 finished with value: 0.9974114918766436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:00,834] Trial 2050 finished with value: 0.997421155910779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:02,839] Trial 2051 finished with value: 0.9974057931449299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:05,290] Trial 2052 finished with value: 0.997623000401318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:11,240] Trial 2053 finished with value: 0.9971361910466153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:12,471] Trial 2054 finished with value: 0.9972419049065963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:14,700] Trial 2055 finished with value: 0.9975669093309495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:15,660] Trial 2056 finished with value: 0.9970539823126451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:16,981] Trial 2057 finished with value: 0.9970603841976987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:18,314] Trial 2058 finished with value: 0.9866137760684692 and parameters: {'classifier': 'SVC', 'svc_c': 15543607.077826088, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:20,301] Trial 2059 finished with value: 0.9975743245439129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:21,676] Trial 2060 finished with value: 0.9972680754772899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:23,900] Trial 2061 finished with value: 0.9971348473270889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:25,775] Trial 2062 finished with value: 0.9974273634011493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:27,376] Trial 2063 finished with value: 0.99681775725777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:30,222] Trial 2064 finished with value: 0.9973787970712631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:31,839] Trial 2065 finished with value: 0.9914531637890152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:35,139] Trial 2066 finished with value: 0.9971353154294862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:37,615] Trial 2067 finished with value: 0.9971837232285248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:38,635] Trial 2068 finished with value: 0.9972774026452752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:43,941] Trial 2069 finished with value: 0.9972482821312959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:46,269] Trial 2070 finished with value: 0.9973600018507213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:48,241] Trial 2071 finished with value: 0.9976063673891984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:49,501] Trial 2072 finished with value: 0.9975792539804874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:54,105] Trial 2073 finished with value: 0.9974414355767292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:56,152] Trial 2074 finished with value: 0.996969370733438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:58,068] Trial 2075 finished with value: 0.9975444209605427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:58,918] Trial 2076 finished with value: 0.9964587050410407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 22}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:00,598] Trial 2077 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.838472464490644e-06, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:02,394] Trial 2078 finished with value: 0.9965739309423179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:03,400] Trial 2079 finished with value: 0.9953941452932794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:05,887] Trial 2080 finished with value: 0.9974215479691498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:08,135] Trial 2081 finished with value: 0.9974164099193095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:21,801] Trial 2082 finished with value: 0.9962898452499291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:24,617] Trial 2083 finished with value: 0.9941616629748142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 38, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:26,152] Trial 2084 finished with value: 0.9973154576658484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:30,356] Trial 2085 finished with value: 0.9973868285709138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:31,571] Trial 2086 finished with value: 0.996819591645346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:36,234] Trial 2087 finished with value: 0.9973721578501372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:39,826] Trial 2088 finished with value: 0.9970778861302492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:44,221] Trial 2089 finished with value: 0.9973408376135291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:44,960] Trial 2090 finished with value: 0.993984021177754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:48,033] Trial 2091 finished with value: 0.9971643623115201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:50,122] Trial 2092 finished with value: 0.9974208079680995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:51,936] Trial 2093 finished with value: 0.9974050760586487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:53,914] Trial 2094 finished with value: 0.9974051283627201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:55,250] Trial 2095 finished with value: 0.9867592639058299 and parameters: {'classifier': 'SVC', 'svc_c': 2004874.1665389757, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:57,944] Trial 2096 finished with value: 0.99765069712103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:03,720] Trial 2097 finished with value: 0.9968276778611491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:06,068] Trial 2098 finished with value: 0.997427012316417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:16,066] Trial 2099 finished with value: 0.9968885369808329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:17,718] Trial 2100 finished with value: 0.99745291762168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:18,683] Trial 2101 finished with value: 0.9972611573116953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:20,647] Trial 2102 finished with value: 0.9971670412765518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:27,314] Trial 2103 finished with value: 0.9969658450645107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:28,455] Trial 2104 finished with value: 0.9962037968956509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:30,575] Trial 2105 finished with value: 0.9971721049962129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:32,048] Trial 2106 finished with value: 0.9973496620213221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:34,429] Trial 2107 finished with value: 0.9972077155948907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:36,259] Trial 2108 finished with value: 0.9974965267125849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:36,958] Trial 2109 finished with value: 0.9891053607166009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:46,376] Trial 2110 finished with value: 0.9969712653913002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:47,899] Trial 2111 finished with value: 0.996481349657166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:49,881] Trial 2112 finished with value: 0.997152637471577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:52,219] Trial 2113 finished with value: 0.997410966265158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:54,111] Trial 2114 finished with value: 0.9975434126472223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:56,495] Trial 2115 finished with value: 0.9969986590774719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:58,239] Trial 2116 finished with value: 0.9976202540567088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:58,944] Trial 2117 finished with value: 0.992118480687418 and parameters: {'classifier': 'SVC', 'svc_c': 39.07980945272688, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:01,921] Trial 2118 finished with value: 0.9973952366408367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:03,772] Trial 2119 finished with value: 0.997429673635172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:06,164] Trial 2120 finished with value: 0.9974630989837069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:07,668] Trial 2121 finished with value: 0.9967856950840989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:08,417] Trial 2122 finished with value: 0.9925729429889922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:09,997] Trial 2123 finished with value: 0.9975399170340934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:11,903] Trial 2124 finished with value: 0.9974468578077929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:13,549] Trial 2125 finished with value: 0.9976306852278055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:15,212] Trial 2126 finished with value: 0.9973979405836015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:22,093] Trial 2127 finished with value: 0.9970305684331184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:24,106] Trial 2128 finished with value: 0.9973798244590659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:25,985] Trial 2129 finished with value: 0.9974595604926652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:28,649] Trial 2130 finished with value: 0.9973985174200698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:30,494] Trial 2131 finished with value: 0.9974933184544702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:32,917] Trial 2132 finished with value: 0.9975366510447251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:34,066] Trial 2133 finished with value: 0.9868344939817542 and parameters: {'classifier': 'SVC', 'svc_c': 491714.7462851852, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:43,263] Trial 2134 finished with value: 0.9969438994123218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:45,389] Trial 2135 finished with value: 0.9976144142182584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 72}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:46,550] Trial 2136 finished with value: 0.997217977126872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:47,709] Trial 2137 finished with value: 0.9956916432666757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:49,341] Trial 2138 finished with value: 0.9974309118578941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:51,334] Trial 2139 finished with value: 0.9976316940171944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:53,886] Trial 2140 finished with value: 0.9974380246403373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:57,653] Trial 2141 finished with value: 0.9963314558682764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:59,310] Trial 2142 finished with value: 0.9973431002089527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:02,617] Trial 2143 finished with value: 0.9974052166575786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:04,965] Trial 2144 finished with value: 0.9974954393083991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:11,128] Trial 2145 finished with value: 0.997320711241672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:12,566] Trial 2146 finished with value: 0.9975506427964472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:13,617] Trial 2147 finished with value: 0.9971874186952568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:15,715] Trial 2148 finished with value: 0.9974258674983566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:17,240] Trial 2149 finished with value: 0.9971039005187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:22,030] Trial 2150 finished with value: 0.996973794394719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:24,008] Trial 2151 finished with value: 0.9976259696729892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:24,670] Trial 2152 finished with value: 0.993490822537947 and parameters: {'classifier': 'SVC', 'svc_c': 178.70823526315542, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:27,100] Trial 2153 finished with value: 0.9975005946871369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:29,048] Trial 2154 finished with value: 0.9971380306709462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 63}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:38,673] Trial 2155 finished with value: 0.9962159895523501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:39,513] Trial 2156 finished with value: 0.9967997268890603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:42,421] Trial 2157 finished with value: 0.9974290604270619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:44,056] Trial 2158 finished with value: 0.9973590838952234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:45,733] Trial 2159 finished with value: 0.9972955003935624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:48,428] Trial 2160 finished with value: 0.9973239863398198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:50,554] Trial 2161 finished with value: 0.9975011943114228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:52,955] Trial 2162 finished with value: 0.9976126623492418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:54,943] Trial 2163 finished with value: 0.9976991152983645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:56,968] Trial 2164 finished with value: 0.99744603973149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:59,045] Trial 2165 finished with value: 0.9971024434948439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:00,157] Trial 2166 finished with value: 0.9958062942040211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:01,927] Trial 2167 finished with value: 0.9974845139146074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:03,761] Trial 2168 finished with value: 0.9967608239268131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:09,520] Trial 2169 finished with value: 0.997139679518715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:11,359] Trial 2170 finished with value: 0.9973299313576955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:13,421] Trial 2171 finished with value: 0.9852051540128905 and parameters: {'classifier': 'SVC', 'svc_c': 1.8366039199657216e-08, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:15,434] Trial 2172 finished with value: 0.9975431417324442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:17,051] Trial 2173 finished with value: 0.9976032234955602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:18,246] Trial 2174 finished with value: 0.9969448836365702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:20,121] Trial 2175 finished with value: 0.9972519939747883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:21,758] Trial 2176 finished with value: 0.9973306518081951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:23,940] Trial 2177 finished with value: 0.9973640521472588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:31,556] Trial 2178 finished with value: 0.9970524821569725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:32,246] Trial 2179 finished with value: 0.9966003613195221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 48}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:34,308] Trial 2180 finished with value: 0.997355930480213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:35,943] Trial 2181 finished with value: 0.9973313474396509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:37,884] Trial 2182 finished with value: 0.9974055602521649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:39,618] Trial 2183 finished with value: 0.9974086319103258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:41,112] Trial 2184 finished with value: 0.9972678445205373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:48,169] Trial 2185 finished with value: 0.9969912493869041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:50,192] Trial 2186 finished with value: 0.9974736294944541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:52,205] Trial 2187 finished with value: 0.9974512083449353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:54,499] Trial 2188 finished with value: 0.9972902943293863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:55,993] Trial 2189 finished with value: 0.9976752436629984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:56,816] Trial 2190 finished with value: 0.9901396756032727 and parameters: {'classifier': 'SVC', 'svc_c': 5.5836474484369, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:58,660] Trial 2191 finished with value: 0.9973963244576153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:59,588] Trial 2192 finished with value: 0.9969793937550445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:00,357] Trial 2193 finished with value: 0.9900177682694528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:08,659] Trial 2194 finished with value: 0.9967714380352084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:10,899] Trial 2195 finished with value: 0.9972895765131332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:12,628] Trial 2196 finished with value: 0.9972946436287503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:14,583] Trial 2197 finished with value: 0.9976751081421336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:15,736] Trial 2198 finished with value: 0.9966252647859978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:20,153] Trial 2199 finished with value: 0.9971625937166263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:22,253] Trial 2200 finished with value: 0.9973253546879625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:23,334] Trial 2201 finished with value: 0.9960913813860802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:25,020] Trial 2202 finished with value: 0.9972836772295821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:26,930] Trial 2203 finished with value: 0.9972729832686115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:28,474] Trial 2204 finished with value: 0.9972543029392947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:29,295] Trial 2205 finished with value: 0.9969757409123222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 44}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:30,557] Trial 2206 finished with value: 0.9973632480356351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:32,054] Trial 2207 finished with value: 0.9972640363842337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:34,157] Trial 2208 finished with value: 0.9974648152745292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:35,107] Trial 2209 finished with value: 0.9895543273455933 and parameters: {'classifier': 'SVC', 'svc_c': 18098.666303599515, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:36,035] Trial 2210 finished with value: 0.9937356557702515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:37,785] Trial 2211 finished with value: 0.9972919445101475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:40,044] Trial 2212 finished with value: 0.9974396637128308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:42,171] Trial 2213 finished with value: 0.9972245474132627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:43,953] Trial 2214 finished with value: 0.9973439629404913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:45,461] Trial 2215 finished with value: 0.9972153671283132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:47,188] Trial 2216 finished with value: 0.9975469380939842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:49,069] Trial 2217 finished with value: 0.9971107330554201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:49,851] Trial 2218 finished with value: 0.9963066822098422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:50,367] Trial 2219 finished with value: 0.9954807478866359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 16}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:51,825] Trial 2220 finished with value: 0.9976088949961492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:53,369] Trial 2221 finished with value: 0.9973070850471683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:55,893] Trial 2222 finished with value: 0.9967772667019154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:56,668] Trial 2223 finished with value: 0.997331058307314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:06,898] Trial 2224 finished with value: 0.99696878418517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:08,434] Trial 2225 finished with value: 0.9975234639124334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:16,056] Trial 2226 finished with value: 0.9964171265414558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:16,689] Trial 2227 finished with value: 0.9950561321354122 and parameters: {'classifier': 'SVC', 'svc_c': 897.8489009451189, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:18,630] Trial 2228 finished with value: 0.9973151042959868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:19,349] Trial 2229 finished with value: 0.9963308879818981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 25}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:21,169] Trial 2230 finished with value: 0.997451457138392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:22,693] Trial 2231 finished with value: 0.9974297553920218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:26,717] Trial 2232 finished with value: 0.996875711343307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:28,021] Trial 2233 finished with value: 0.9971795521375112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:30,188] Trial 2234 finished with value: 0.9974306368806638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:33,828] Trial 2235 finished with value: 0.9975067409233461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:35,717] Trial 2236 finished with value: 0.9975403137896747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:36,729] Trial 2237 finished with value: 0.9972220496716827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:40,359] Trial 2238 finished with value: 0.995770728641434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:42,182] Trial 2239 finished with value: 0.9973880247726464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:44,064] Trial 2240 finished with value: 0.9974841914257294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:45,261] Trial 2241 finished with value: 0.9971432698694976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:47,411] Trial 2242 finished with value: 0.9972690832510658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:49,773] Trial 2243 finished with value: 0.9976329113246353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:50,827] Trial 2244 finished with value: 0.997020323404849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:52,671] Trial 2245 finished with value: 0.9971705459032463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:54,350] Trial 2246 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.0994268716425487e-05, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:55,230] Trial 2247 finished with value: 0.9970713719882166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:56,823] Trial 2248 finished with value: 0.9971251204518969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:58,279] Trial 2249 finished with value: 0.997340649058621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:02,795] Trial 2250 finished with value: 0.9972151371871737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:04,530] Trial 2251 finished with value: 0.9973766953870303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:05,443] Trial 2252 finished with value: 0.9904225719493169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 60}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:07,922] Trial 2253 finished with value: 0.9973809209402931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:09,275] Trial 2254 finished with value: 0.9968203300912389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:10,968] Trial 2255 finished with value: 0.9972959285061963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:12,977] Trial 2256 finished with value: 0.9973171629753548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:14,756] Trial 2257 finished with value: 0.9975504831230348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:16,254] Trial 2258 finished with value: 0.9970076861000662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:20,810] Trial 2259 finished with value: 0.9969953877243971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:22,941] Trial 2260 finished with value: 0.9976891252841816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:30,286] Trial 2261 finished with value: 0.9971461920421142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:32,582] Trial 2262 finished with value: 0.9976095713626952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:34,781] Trial 2263 finished with value: 0.9975637476640831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:37,104] Trial 2264 finished with value: 0.9976488029709746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:39,376] Trial 2265 finished with value: 0.9974208721421483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:41,000] Trial 2266 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.6603531587794034e-07, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:43,365] Trial 2267 finished with value: 0.9974055798344539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:45,935] Trial 2268 finished with value: 0.9974583541030643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:46,272] Trial 2269 finished with value: 0.9923707619179444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 4}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:48,487] Trial 2270 finished with value: 0.9968618075055886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:51,168] Trial 2271 finished with value: 0.9974045071883951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:53,524] Trial 2272 finished with value: 0.9973695900629953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:55,636] Trial 2273 finished with value: 0.9973494402050869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:57,660] Trial 2274 finished with value: 0.997629603568181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:59,995] Trial 2275 finished with value: 0.9973340141538504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:02,131] Trial 2276 finished with value: 0.9975733019485342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:10,091] Trial 2277 finished with value: 0.9971495501031521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:12,133] Trial 2278 finished with value: 0.9976079803096559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:13,668] Trial 2279 finished with value: 0.9941239280310378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:14,523] Trial 2280 finished with value: 0.9970046099668605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:16,519] Trial 2281 finished with value: 0.9976302300109987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:18,560] Trial 2282 finished with value: 0.9975930214086796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:20,899] Trial 2283 finished with value: 0.9975700584613424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:21,972] Trial 2284 finished with value: 0.9871980225764289 and parameters: {'classifier': 'SVC', 'svc_c': 2.0167823760566903, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:24,892] Trial 2285 finished with value: 0.9974121226358168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:31,767] Trial 2286 finished with value: 0.9969568330856844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:33,981] Trial 2287 finished with value: 0.9960924482875777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:35,982] Trial 2288 finished with value: 0.9971713768651397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:38,244] Trial 2289 finished with value: 0.9975823859724104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:40,255] Trial 2290 finished with value: 0.9974919062445395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:42,513] Trial 2291 finished with value: 0.9975683463281859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:53,472] Trial 2292 finished with value: 0.9967556367784297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:57,761] Trial 2293 finished with value: 0.9972323472579269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:00,177] Trial 2294 finished with value: 0.9974167080969503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:02,384] Trial 2295 finished with value: 0.9973767402009557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:12,731] Trial 2296 finished with value: 0.9963050161601275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 51, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:14,764] Trial 2297 finished with value: 0.9973418326604041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:17,021] Trial 2298 finished with value: 0.9966547559035225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:19,836] Trial 2299 finished with value: 0.9975491718713877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:22,290] Trial 2300 finished with value: 0.997291158520869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:33,759] Trial 2301 finished with value: 0.9968236381650727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:34,832] Trial 2302 finished with value: 0.9973273506214874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:36,179] Trial 2303 finished with value: 0.986122562380871 and parameters: {'classifier': 'SVC', 'svc_c': 0.3659850681144924, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:37,840] Trial 2304 finished with value: 0.9973064917387261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:39,978] Trial 2305 finished with value: 0.9974489908173402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:41,700] Trial 2306 finished with value: 0.9973779649350671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:44,104] Trial 2307 finished with value: 0.9970630971857671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:45,964] Trial 2308 finished with value: 0.9966461427432417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:49,085] Trial 2309 finished with value: 0.9973607428356469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:50,084] Trial 2310 finished with value: 0.9952503577190978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:52,398] Trial 2311 finished with value: 0.9974271900804368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:54,773] Trial 2312 finished with value: 0.9974460633127552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:56,392] Trial 2313 finished with value: 0.9973557540174474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:59,467] Trial 2314 finished with value: 0.9974395998561608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:15,379] Trial 2315 finished with value: 0.9959272430530356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 72, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:17,330] Trial 2316 finished with value: 0.9973728353275101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:17,741] Trial 2317 finished with value: 0.9961106884121178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 13}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:20,218] Trial 2318 finished with value: 0.9975106749639288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:21,210] Trial 2319 finished with value: 0.9938663500293958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:30,737] Trial 2320 finished with value: 0.9971657716650392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:32,591] Trial 2321 finished with value: 0.997536260097181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:33,107] Trial 2322 finished with value: 0.995600824228836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 19}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:34,497] Trial 2323 finished with value: 0.9867340268739468 and parameters: {'classifier': 'SVC', 'svc_c': 117994087.689528, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:35,370] Trial 2324 finished with value: 0.9972058424553297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 35}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:38,067] Trial 2325 finished with value: 0.9974578880318932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:39,779] Trial 2326 finished with value: 0.997590547184889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:45,639] Trial 2327 finished with value: 0.9967441625727419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:48,126] Trial 2328 finished with value: 0.9976464648710691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:50,310] Trial 2329 finished with value: 0.9902599866155608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 42, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:52,056] Trial 2330 finished with value: 0.9975921831788055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:53,854] Trial 2331 finished with value: 0.9976398800169787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:56,083] Trial 2332 finished with value: 0.9973907452825989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:57,974] Trial 2333 finished with value: 0.9973218759276626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:00,438] Trial 2334 finished with value: 0.9974651926382491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:02,268] Trial 2335 finished with value: 0.9974139045606317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:04,613] Trial 2336 finished with value: 0.9973677294916459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:06,646] Trial 2337 finished with value: 0.9974035032231682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:10,044] Trial 2338 finished with value: 0.9972713168380419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:12,241] Trial 2339 finished with value: 0.9974265450074675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:14,035] Trial 2340 finished with value: 0.9976182620269464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:15,911] Trial 2341 finished with value: 0.9970787059838749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:08,933] Trial 2342 finished with value: 0.9902520982538728 and parameters: {'classifier': 'SVC', 'svc_c': 877719540.9926794, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:10,899] Trial 2343 finished with value: 0.9973725477820684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:14,802] Trial 2344 finished with value: 0.9973358213103017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:17,452] Trial 2345 finished with value: 0.9974442937974621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:19,295] Trial 2346 finished with value: 0.9973955285661096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:36,443] Trial 2347 finished with value: 0.995286639415829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 73, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:42,811] Trial 2348 finished with value: 0.9964303412539892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:45,063] Trial 2349 finished with value: 0.9977946517635568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:46,985] Trial 2350 finished with value: 0.9974641480802383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:47,989] Trial 2351 finished with value: 0.9971563162759076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:49,325] Trial 2352 finished with value: 0.9974130592849421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:51,801] Trial 2353 finished with value: 0.9973501102875272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:54,721] Trial 2354 finished with value: 0.9974146874078574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:56,740] Trial 2355 finished with value: 0.9972391617675157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:58,654] Trial 2356 finished with value: 0.9973320014309724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:59,749] Trial 2357 finished with value: 0.9972925376599001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:02,033] Trial 2358 finished with value: 0.9973833872296067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:03,729] Trial 2359 finished with value: 0.9853471498235061 and parameters: {'classifier': 'SVC', 'svc_c': 0.003495141052190507, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:06,233] Trial 2360 finished with value: 0.9973795756656093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:07,689] Trial 2361 finished with value: 0.9974580408181796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:19,283] Trial 2362 finished with value: 0.9959720078163651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:21,119] Trial 2363 finished with value: 0.99724327490511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:33,250] Trial 2364 finished with value: 0.9966874540731215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:39,136] Trial 2365 finished with value: 0.9973128856893029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:43,160] Trial 2366 finished with value: 0.9971005065938267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:45,167] Trial 2367 finished with value: 0.9974893928561711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:46,065] Trial 2368 finished with value: 0.9971290025692628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:47,132] Trial 2369 finished with value: 0.9959029686636237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:49,790] Trial 2370 finished with value: 0.9972979882011774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:53,172] Trial 2371 finished with value: 0.9973697964863456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:54,995] Trial 2372 finished with value: 0.9975206710083139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:57,216] Trial 2373 finished with value: 0.9976591702854014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:59,270] Trial 2374 finished with value: 0.9971039480620855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:00,910] Trial 2375 finished with value: 0.9962086203910904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 66}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:09,023] Trial 2376 finished with value: 0.996771244370497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:11,496] Trial 2377 finished with value: 0.996982144447747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:13,268] Trial 2378 finished with value: 0.9974179559045204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:14,879] Trial 2379 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.633485049698184e-06, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:16,548] Trial 2380 finished with value: 0.9973267876227467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:26,307] Trial 2381 finished with value: 0.9969846007713579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:28,393] Trial 2382 finished with value: 0.9972365325040471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:31,327] Trial 2383 finished with value: 0.9976159714704264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:33,203] Trial 2384 finished with value: 0.9974141845841894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:35,758] Trial 2385 finished with value: 0.9969815035007056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:37,801] Trial 2386 finished with value: 0.9974834782432107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:38,667] Trial 2387 finished with value: 0.9904312878134666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:40,565] Trial 2388 finished with value: 0.9973750920514207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:44,862] Trial 2389 finished with value: 0.9928216736680721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 66, 'rf_n_estimators': 84}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:45,825] Trial 2390 finished with value: 0.9970350233879764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:47,461] Trial 2391 finished with value: 0.9971092631142359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:52,497] Trial 2392 finished with value: 0.9966518172906699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:54,513] Trial 2393 finished with value: 0.9973669164616702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:55,789] Trial 2394 finished with value: 0.9967522430757217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:08,387] Trial 2395 finished with value: 0.9963528564536426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:09,851] Trial 2396 finished with value: 0.9964000233639748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:11,588] Trial 2397 finished with value: 0.9853909031314626 and parameters: {'classifier': 'SVC', 'svc_c': 0.009646284368734924, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:13,389] Trial 2398 finished with value: 0.9978076562441913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:15,085] Trial 2399 finished with value: 0.9974682234814609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:16,725] Trial 2400 finished with value: 0.9975582914099824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:29,995] Trial 2401 finished with value: 0.9968341667398072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:38,204] Trial 2402 finished with value: 0.9952338738434051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 58, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:40,012] Trial 2403 finished with value: 0.9974351040228783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:53,495] Trial 2404 finished with value: 0.9966775619069074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:06,033] Trial 2405 finished with value: 0.9968028264765797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:07,915] Trial 2406 finished with value: 0.9973381338294538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:09,520] Trial 2407 finished with value: 0.9976677507238997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:11,345] Trial 2408 finished with value: 0.9972779610420193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:13,163] Trial 2409 finished with value: 0.997485355762603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:14,670] Trial 2410 finished with value: 0.9973743073951344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:16,268] Trial 2411 finished with value: 0.9975312675339084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:17,501] Trial 2412 finished with value: 0.9970931968459298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:24,550] Trial 2413 finished with value: 0.9972773703360853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:26,354] Trial 2414 finished with value: 0.9972417545323906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:27,895] Trial 2415 finished with value: 0.997362353534451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:29,287] Trial 2416 finished with value: 0.9962208594486103 and parameters: {'classifier': 'SVC', 'svc_c': 106982.72868372237, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:30,547] Trial 2417 finished with value: 0.9974508614178688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:42,211] Trial 2418 finished with value: 0.996915822821595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:43,845] Trial 2419 finished with value: 0.9971798086432794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:45,716] Trial 2420 finished with value: 0.997296573103097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:47,733] Trial 2421 finished with value: 0.9972027549599533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:49,750] Trial 2422 finished with value: 0.9973282882862257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:50,584] Trial 2423 finished with value: 0.9969033021536221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:52,176] Trial 2424 finished with value: 0.9974730088279355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:54,045] Trial 2425 finished with value: 0.9973325937872773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:56,039] Trial 2426 finished with value: 0.9976572994627076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:56,915] Trial 2427 finished with value: 0.9936910349065943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:58,541] Trial 2428 finished with value: 0.9973179116408541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:00,530] Trial 2429 finished with value: 0.9976016754473852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:04,215] Trial 2430 finished with value: 0.9967103638594637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:05,659] Trial 2431 finished with value: 0.9973780308229628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:07,553] Trial 2432 finished with value: 0.9974894453824078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:09,184] Trial 2433 finished with value: 0.9973499284610554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:11,143] Trial 2434 finished with value: 0.9974552843809158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:13,040] Trial 2435 finished with value: 0.997469802601047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:14,760] Trial 2436 finished with value: 0.9853981134127575 and parameters: {'classifier': 'SVC', 'svc_c': 0.1012656440227475, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:16,748] Trial 2437 finished with value: 0.9971827853733589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:33,108] Trial 2438 finished with value: 0.9964933416350763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:34,193] Trial 2439 finished with value: 0.997242707939131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:36,200] Trial 2440 finished with value: 0.9971243324313924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:38,396] Trial 2441 finished with value: 0.9976605017540955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:39,833] Trial 2442 finished with value: 0.9975820836371039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:40,478] Trial 2443 finished with value: 0.9966605695264613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 29}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:42,719] Trial 2444 finished with value: 0.9970249758647052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:53,144] Trial 2445 finished with value: 0.997128839245991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:56,997] Trial 2446 finished with value: 0.9973772080177118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:58,128] Trial 2447 finished with value: 0.9955740321347005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:00,393] Trial 2448 finished with value: 0.9972575528058059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:02,001] Trial 2449 finished with value: 0.9976423048248474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:04,061] Trial 2450 finished with value: 0.9975698693351518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:05,813] Trial 2451 finished with value: 0.9975757389754972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:09,284] Trial 2452 finished with value: 0.9974159240436841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:11,330] Trial 2453 finished with value: 0.9974315282080574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:39,748] Trial 2454 finished with value: 0.9903867307112657 and parameters: {'classifier': 'SVC', 'svc_c': 14642335.617603488, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:41,379] Trial 2455 finished with value: 0.9973910470148852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:43,563] Trial 2456 finished with value: 0.9975505706879216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:44,100] Trial 2457 finished with value: 0.9881029676268351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:48,338] Trial 2458 finished with value: 0.9974116606270979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:50,123] Trial 2459 finished with value: 0.9975627128178721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:51,405] Trial 2460 finished with value: 0.9962559668745031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:05,181] Trial 2461 finished with value: 0.9964316932571097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:18,945] Trial 2462 finished with value: 0.9968004303597793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:20,215] Trial 2463 finished with value: 0.9972531959210821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:21,693] Trial 2464 finished with value: 0.9972898037882886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:23,034] Trial 2465 finished with value: 0.9973651951562585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:37,043] Trial 2466 finished with value: 0.996647392867679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:43,931] Trial 2467 finished with value: 0.9971110577976895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:45,230] Trial 2468 finished with value: 0.9968254692836441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:48,768] Trial 2469 finished with value: 0.9972072596798499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:50,931] Trial 2470 finished with value: 0.9973547051748192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:55,453] Trial 2471 finished with value: 0.9972088466704371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:57,163] Trial 2472 finished with value: 0.9852053177487553 and parameters: {'classifier': 'SVC', 'svc_c': 9.726585765253935e-08, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:08,967] Trial 2473 finished with value: 0.9968154682246695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:09,788] Trial 2474 finished with value: 0.9954937957847276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:11,700] Trial 2475 finished with value: 0.9973347650410033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:17,095] Trial 2476 finished with value: 0.9972644402491061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:34,418] Trial 2477 finished with value: 0.9963995231428152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:36,414] Trial 2478 finished with value: 0.9976457233148609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:38,222] Trial 2479 finished with value: 0.9974864987398645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:46,275] Trial 2480 finished with value: 0.9968821868285683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:51,782] Trial 2481 finished with value: 0.996975775950972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:53,418] Trial 2482 finished with value: 0.9971849729721072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:54,549] Trial 2483 finished with value: 0.9972475901179614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:56,696] Trial 2484 finished with value: 0.9975129445416918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:58,634] Trial 2485 finished with value: 0.997205094615016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:00,258] Trial 2486 finished with value: 0.9976261616238536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:01,320] Trial 2487 finished with value: 0.9972591112005387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 88}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:02,079] Trial 2488 finished with value: 0.9892595614347478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:03,704] Trial 2489 finished with value: 0.9972002489030413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:04,098] Trial 2490 finished with value: 0.9940193142069297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:04,798] Trial 2491 finished with value: 0.9953671264952707 and parameters: {'classifier': 'SVC', 'svc_c': 3782.9072981179543, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:07,345] Trial 2492 finished with value: 0.9976247013944689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:09,813] Trial 2493 finished with value: 0.9957452157436589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:14,971] Trial 2494 finished with value: 0.9966910428687465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:19,788] Trial 2495 finished with value: 0.9975189325326942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:31,085] Trial 2496 finished with value: 0.997049493112585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:36,548] Trial 2497 finished with value: 0.9969985552945143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:37,640] Trial 2498 finished with value: 0.9970208393680108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:39,746] Trial 2499 finished with value: 0.9973045859091204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:40,991] Trial 2500 finished with value: 0.9972252368240889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:49,679] Trial 2501 finished with value: 0.9967947958021144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:52,389] Trial 2502 finished with value: 0.9950108194805861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:53,735] Trial 2503 finished with value: 0.9965790956837385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:07,976] Trial 2504 finished with value: 0.9969431869597748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:10,696] Trial 2505 finished with value: 0.9968302174650292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:15,543] Trial 2506 finished with value: 0.9974180589892438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:17,711] Trial 2507 finished with value: 0.9972853693678568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:19,620] Trial 2508 finished with value: 0.9973334283990303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:21,414] Trial 2509 finished with value: 0.9975101292623476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:24,117] Trial 2510 finished with value: 0.9972115934593772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:25,833] Trial 2511 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.6328449780206995e-06, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:28,188] Trial 2512 finished with value: 0.9975779960802628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:30,076] Trial 2513 finished with value: 0.997354503226514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:44,191] Trial 2514 finished with value: 0.9959664351793577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:51,833] Trial 2515 finished with value: 0.9970186445964955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:53,832] Trial 2516 finished with value: 0.9971458330863806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:56,666] Trial 2517 finished with value: 0.997508145897034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:58,283] Trial 2518 finished with value: 0.9973844922800691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:00,461] Trial 2519 finished with value: 0.997374090434799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:02,320] Trial 2520 finished with value: 0.9971370372109666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:03,184] Trial 2521 finished with value: 0.9971429722314012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 54}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:05,093] Trial 2522 finished with value: 0.9975259894881582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:06,565] Trial 2523 finished with value: 0.997322127545793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:08,691] Trial 2524 finished with value: 0.9972440905375942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:09,321] Trial 2525 finished with value: 0.9898139123255522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:10,127] Trial 2526 finished with value: 0.9966544597253701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:20,924] Trial 2527 finished with value: 0.9966179367570662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:22,971] Trial 2528 finished with value: 0.9973713525324731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:24,593] Trial 2529 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.5050965052586795e-09, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:26,640] Trial 2530 finished with value: 0.9975976347039578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:28,840] Trial 2531 finished with value: 0.9975483575718957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:31,648] Trial 2532 finished with value: 0.9971927353977784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:37,831] Trial 2533 finished with value: 0.9967929442760685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:40,327] Trial 2534 finished with value: 0.9971516781933237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:41,787] Trial 2535 finished with value: 0.9968292253380415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:43,485] Trial 2536 finished with value: 0.9971529401242626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:47,882] Trial 2537 finished with value: 0.9971859602749328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:56,809] Trial 2538 finished with value: 0.9971696984376409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:58,903] Trial 2539 finished with value: 0.9973026431683283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:08,146] Trial 2540 finished with value: 0.9969037446752659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:13,564] Trial 2541 finished with value: 0.9972064342086145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:15,308] Trial 2542 finished with value: 0.9973889257166256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:16,772] Trial 2543 finished with value: 0.9955089752006853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:23,370] Trial 2544 finished with value: 0.9969871208881625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:24,278] Trial 2545 finished with value: 0.9969189738245244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:25,158] Trial 2546 finished with value: 0.9970497326703104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:26,902] Trial 2547 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 5.917713958387568e-10, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:28,276] Trial 2548 finished with value: 0.9975217074096824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:30,440] Trial 2549 finished with value: 0.9975872825602509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:33,832] Trial 2550 finished with value: 0.9963103302284027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:36,594] Trial 2551 finished with value: 0.9970796510752836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:38,068] Trial 2552 finished with value: 0.9972803547467386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:44,463] Trial 2553 finished with value: 0.9966572724339439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:46,497] Trial 2554 finished with value: 0.9974309448653179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:48,467] Trial 2555 finished with value: 0.997230804383031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:50,237] Trial 2556 finished with value: 0.9975602215508251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:52,361] Trial 2557 finished with value: 0.9974295795957523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:53,545] Trial 2558 finished with value: 0.9966752121909278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:54,310] Trial 2559 finished with value: 0.9890015697612199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:56,314] Trial 2560 finished with value: 0.9972967578177186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:58,296] Trial 2561 finished with value: 0.9974515046500393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:00,972] Trial 2562 finished with value: 0.9971774935216189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:08,768] Trial 2563 finished with value: 0.9961919918857536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:10,809] Trial 2564 finished with value: 0.9975284004900371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:12,216] Trial 2565 finished with value: 0.9969694376052088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:12,965] Trial 2566 finished with value: 0.9959198037510003 and parameters: {'classifier': 'SVC', 'svc_c': 8732.8508906651, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:16,378] Trial 2567 finished with value: 0.9974603793941537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:18,351] Trial 2568 finished with value: 0.9974952217133056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:20,321] Trial 2569 finished with value: 0.9969577106705639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:22,114] Trial 2570 finished with value: 0.9974736653900275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:23,601] Trial 2571 finished with value: 0.9973781641539122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:25,173] Trial 2572 finished with value: 0.9969404675923869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:27,333] Trial 2573 finished with value: 0.9974791838821645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:29,713] Trial 2574 finished with value: 0.9974320538195428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:32,783] Trial 2575 finished with value: 0.997534288570107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:34,710] Trial 2576 finished with value: 0.9974322107634953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:36,814] Trial 2577 finished with value: 0.9976085527345552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:38,259] Trial 2578 finished with value: 0.9945218836860829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:39,563] Trial 2579 finished with value: 0.9963154856071404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:42,203] Trial 2580 finished with value: 0.9974185417228164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:43,962] Trial 2581 finished with value: 0.9972790200090399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:45,497] Trial 2582 finished with value: 0.9976028648889436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:47,264] Trial 2583 finished with value: 0.9976478247769283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:03,708] Trial 2584 finished with value: 0.9966179357414532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:05,956] Trial 2585 finished with value: 0.997511408839563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:06,961] Trial 2586 finished with value: 0.988549119071697 and parameters: {'classifier': 'SVC', 'svc_c': 29924.293396191722, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:09,751] Trial 2587 finished with value: 0.9976365483936179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:11,748] Trial 2588 finished with value: 0.997422062472368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:14,129] Trial 2589 finished with value: 0.9975241877271511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:15,863] Trial 2590 finished with value: 0.9964832807818839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:18,278] Trial 2591 finished with value: 0.997581630832378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:20,011] Trial 2592 finished with value: 0.9975159077196848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:21,224] Trial 2593 finished with value: 0.99732307114552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:25,050] Trial 2594 finished with value: 0.9974302286994359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:27,160] Trial 2595 finished with value: 0.9975081540536762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:28,640] Trial 2596 finished with value: 0.9972863843461376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:41,141] Trial 2597 finished with value: 0.9959587343569649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:50,381] Trial 2598 finished with value: 0.9967451137895668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:53,229] Trial 2599 finished with value: 0.9896170192024817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:02,962] Trial 2600 finished with value: 0.9969667818088497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:04,913] Trial 2601 finished with value: 0.9974073007272728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:05,980] Trial 2602 finished with value: 0.9972127498617738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:06,820] Trial 2603 finished with value: 0.9969075339909904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:08,466] Trial 2604 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 5.463058822443493e-05, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:10,765] Trial 2605 finished with value: 0.99742819258572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:13,039] Trial 2606 finished with value: 0.9972738551406676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:14,780] Trial 2607 finished with value: 0.9970982184176497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:28,286] Trial 2608 finished with value: 0.9969255562982715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:30,164] Trial 2609 finished with value: 0.9970961889054187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:31,547] Trial 2610 finished with value: 0.9974333158456955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:32,617] Trial 2611 finished with value: 0.996178826240025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:40,790] Trial 2612 finished with value: 0.9962632088619675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:41,701] Trial 2613 finished with value: 0.9970792799956695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:43,678] Trial 2614 finished with value: 0.9974749929232211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:46,695] Trial 2615 finished with value: 0.9975197261390706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:48,854] Trial 2616 finished with value: 0.9970905213085922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:51,249] Trial 2617 finished with value: 0.9975064071357732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:53,732] Trial 2618 finished with value: 0.9973930067989336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:55,723] Trial 2619 finished with value: 0.9973553678940652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:57,822] Trial 2620 finished with value: 0.9976115809752585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:58,939] Trial 2621 finished with value: 0.9975704415696235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:00,549] Trial 2622 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 4245371561.2583604, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:02,334] Trial 2623 finished with value: 0.9975488532227966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:03,570] Trial 2624 finished with value: 0.9974962301853153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:05,410] Trial 2625 finished with value: 0.9975204233891598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:07,510] Trial 2626 finished with value: 0.9975871157140711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:09,941] Trial 2627 finished with value: 0.997354334126943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:11,766] Trial 2628 finished with value: 0.9974078623930213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:13,641] Trial 2629 finished with value: 0.9975111006010057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:29,481] Trial 2630 finished with value: 0.9965813532645726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:32,032] Trial 2631 finished with value: 0.9971017541474936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:33,168] Trial 2632 finished with value: 0.9954210752568851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:34,872] Trial 2633 finished with value: 0.9976297756511152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:38,351] Trial 2634 finished with value: 0.9974874475128707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:39,919] Trial 2635 finished with value: 0.9974122634251743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:41,331] Trial 2636 finished with value: 0.9973276151252084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:46,537] Trial 2637 finished with value: 0.9974554159345423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:50,718] Trial 2638 finished with value: 0.9966239478850033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:52,671] Trial 2639 finished with value: 0.9975998249052145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:53,901] Trial 2640 finished with value: 0.9973903068234073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:54,535] Trial 2641 finished with value: 0.9943603986738406 and parameters: {'classifier': 'SVC', 'svc_c': 399.6648289326263, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:02,716] Trial 2642 finished with value: 0.9965659508580772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:14,856] Trial 2643 finished with value: 0.99715332586679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:17,281] Trial 2644 finished with value: 0.9977065647247922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:20,124] Trial 2645 finished with value: 0.9972765596864529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:23,134] Trial 2646 finished with value: 0.9974493001349866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:25,782] Trial 2647 finished with value: 0.9975572483436533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:28,522] Trial 2648 finished with value: 0.9971858696632069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:31,382] Trial 2649 finished with value: 0.9974606191423067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:33,912] Trial 2650 finished with value: 0.9975023971463779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:38,611] Trial 2651 finished with value: 0.9972030162898831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:42,049] Trial 2652 finished with value: 0.9973555735239676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:44,582] Trial 2653 finished with value: 0.9974437229594583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:47,227] Trial 2654 finished with value: 0.9973062985183453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:49,659] Trial 2655 finished with value: 0.9972118880506343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:52,836] Trial 2656 finished with value: 0.9971025888227222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:55,537] Trial 2657 finished with value: 0.9973014062785984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:57,973] Trial 2658 finished with value: 0.9971889800733528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:02,203] Trial 2659 finished with value: 0.9971055208023522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 86}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:03,898] Trial 2660 finished with value: 0.9852217873741272 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005727351722484423, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:06,417] Trial 2661 finished with value: 0.9973505756922024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:09,022] Trial 2662 finished with value: 0.9973649886694324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:12,706] Trial 2663 finished with value: 0.9971650575621211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:15,195] Trial 2664 finished with value: 0.9971401687585586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:17,039] Trial 2665 finished with value: 0.9974478741190659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:19,247] Trial 2666 finished with value: 0.9974275828687796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:21,715] Trial 2667 finished with value: 0.9973751531786306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:34,571] Trial 2668 finished with value: 0.9968610303077106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:36,491] Trial 2669 finished with value: 0.9968647492604944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 64}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:39,266] Trial 2670 finished with value: 0.9971790781318631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:41,575] Trial 2671 finished with value: 0.9968914575665542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:44,576] Trial 2672 finished with value: 0.9971659016317703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:47,088] Trial 2673 finished with value: 0.9974742076004386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:49,291] Trial 2674 finished with value: 0.9975098518730364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:51,332] Trial 2675 finished with value: 0.9973883347567888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:53,293] Trial 2676 finished with value: 0.9967449066045068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:56,510] Trial 2677 finished with value: 0.9974865393643862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:58,906] Trial 2678 finished with value: 0.9972704595971611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:59,689] Trial 2679 finished with value: 0.9909097266759287 and parameters: {'classifier': 'SVC', 'svc_c': 9.887191534277125, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:01,566] Trial 2680 finished with value: 0.9973342060729768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:04,059] Trial 2681 finished with value: 0.9973889125136562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:05,266] Trial 2682 finished with value: 0.9971018828764464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 59}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:06,220] Trial 2683 finished with value: 0.9939511424194617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:07,097] Trial 2684 finished with value: 0.9969977633067715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:08,668] Trial 2685 finished with value: 0.9975613657976031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:09,309] Trial 2686 finished with value: 0.9880378106231977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:13,458] Trial 2687 finished with value: 0.9967498163953166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:14,887] Trial 2688 finished with value: 0.9961829592455494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:20,363] Trial 2689 finished with value: 0.9924735682999598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:21,338] Trial 2690 finished with value: 0.9969332167817843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 38}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:23,078] Trial 2691 finished with value: 0.9973820866736345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:25,388] Trial 2692 finished with value: 0.9975928886490126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:27,452] Trial 2693 finished with value: 0.9976612055104557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:31,100] Trial 2694 finished with value: 0.9970130563126999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:32,052] Trial 2695 finished with value: 0.9968813171146899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:34,551] Trial 2696 finished with value: 0.9974393405891949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:36,214] Trial 2697 finished with value: 0.9973559625354995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:37,967] Trial 2698 finished with value: 0.9853892645032998 and parameters: {'classifier': 'SVC', 'svc_c': 0.023642892993680265, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:39,905] Trial 2699 finished with value: 0.996605694398804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:41,569] Trial 2700 finished with value: 0.9973875561307047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:42,545] Trial 2701 finished with value: 0.9971222056424747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:43,535] Trial 2702 finished with value: 0.9964899949362093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:49,831] Trial 2703 finished with value: 0.9971959922466294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:51,493] Trial 2704 finished with value: 0.997285577473316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:53,477] Trial 2705 finished with value: 0.9974807161248616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:55,868] Trial 2706 finished with value: 0.9974500031613749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:57,806] Trial 2707 finished with value: 0.9975938777291611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:01,354] Trial 2708 finished with value: 0.9975639430109035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:03,495] Trial 2709 finished with value: 0.9974020730178438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:06,189] Trial 2710 finished with value: 0.9973542546552228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:08,204] Trial 2711 finished with value: 0.9975707295276579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:10,181] Trial 2712 finished with value: 0.9971569447816893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:12,315] Trial 2713 finished with value: 0.9975368653708144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:13,427] Trial 2714 finished with value: 0.9970090374684285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:15,666] Trial 2715 finished with value: 0.9975094296001773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:16,390] Trial 2716 finished with value: 0.9918102301331362 and parameters: {'classifier': 'SVC', 'svc_c': 25.49586985792125, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:17,283] Trial 2717 finished with value: 0.9963563421328064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 47}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:19,512] Trial 2718 finished with value: 0.9976626785302174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:21,549] Trial 2719 finished with value: 0.9976701160866676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:23,159] Trial 2720 finished with value: 0.997537164246689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:24,079] Trial 2721 finished with value: 0.9914358026140845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:25,753] Trial 2722 finished with value: 0.9973254940173764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:35,897] Trial 2723 finished with value: 0.9948207887913446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:38,240] Trial 2724 finished with value: 0.9970701149766533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:39,372] Trial 2725 finished with value: 0.9971834604703886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:40,230] Trial 2726 finished with value: 0.9971372389688442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:41,230] Trial 2727 finished with value: 0.9896038692352794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:43,287] Trial 2728 finished with value: 0.9976097762308882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:45,551] Trial 2729 finished with value: 0.997356642869284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:47,345] Trial 2730 finished with value: 0.9974547654978666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:48,612] Trial 2731 finished with value: 0.9975016348653164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:50,254] Trial 2732 finished with value: 0.9974478288608098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:53,801] Trial 2733 finished with value: 0.9972369769299654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:59,203] Trial 2734 finished with value: 0.9970597406798869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:00,901] Trial 2735 finished with value: 0.9852052357062643 and parameters: {'classifier': 'SVC', 'svc_c': 4.4246112760993273e-08, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:02,855] Trial 2736 finished with value: 0.9973366697597822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:05,546] Trial 2737 finished with value: 0.9970556532499973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:07,576] Trial 2738 finished with value: 0.9974185028438799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:09,401] Trial 2739 finished with value: 0.9968169840906063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:11,206] Trial 2740 finished with value: 0.9975269122043423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:14,997] Trial 2741 finished with value: 0.9971465986999227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:18,981] Trial 2742 finished with value: 0.9971658190814731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:23,270] Trial 2743 finished with value: 0.9974265022565061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:27,934] Trial 2744 finished with value: 0.9971999776074082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:29,450] Trial 2745 finished with value: 0.9974065908772344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:31,836] Trial 2746 finished with value: 0.9974245596426657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:33,265] Trial 2747 finished with value: 0.997241726952149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:34,885] Trial 2748 finished with value: 0.9963718695866571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:36,137] Trial 2749 finished with value: 0.995664315785779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:38,264] Trial 2750 finished with value: 0.9970923023764836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:39,245] Trial 2751 finished with value: 0.996960783979096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:41,063] Trial 2752 finished with value: 0.9974624299803554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:45,563] Trial 2753 finished with value: 0.9971062196075989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:47,199] Trial 2754 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.2524754869905135e-07, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:48,117] Trial 2755 finished with value: 0.9960548315992445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:50,930] Trial 2756 finished with value: 0.9974075101022483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:54,775] Trial 2757 finished with value: 0.9973758797862842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:57,317] Trial 2758 finished with value: 0.997426469693413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:59,338] Trial 2759 finished with value: 0.997620693372824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:00,946] Trial 2760 finished with value: 0.9974237186515934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:02,639] Trial 2761 finished with value: 0.9974503446929971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:04,313] Trial 2762 finished with value: 0.9971097625736857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:06,546] Trial 2763 finished with value: 0.9977797949634288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:09,245] Trial 2764 finished with value: 0.9969484387582755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:11,322] Trial 2765 finished with value: 0.9976187447922569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:13,685] Trial 2766 finished with value: 0.9974279463630339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:15,897] Trial 2767 finished with value: 0.9974776648424374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:25,183] Trial 2768 finished with value: 0.9968804698077741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:27,643] Trial 2769 finished with value: 0.9976992182878742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:30,304] Trial 2770 finished with value: 0.9972915727005613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:33,033] Trial 2771 finished with value: 0.9975940254056446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:35,924] Trial 2772 finished with value: 0.9971754594073913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:38,331] Trial 2773 finished with value: 0.9976769048250755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:39,660] Trial 2774 finished with value: 0.9867035584192992 and parameters: {'classifier': 'SVC', 'svc_c': 3644707.789531065, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:42,246] Trial 2775 finished with value: 0.9976733691904455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:44,633] Trial 2776 finished with value: 0.9973113957214989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:46,991] Trial 2777 finished with value: 0.9973412013616866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:49,604] Trial 2778 finished with value: 0.9974439357938659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:52,464] Trial 2779 finished with value: 0.9972702590453238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:54,882] Trial 2780 finished with value: 0.997585118479292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:57,191] Trial 2781 finished with value: 0.9974341252892877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:59,538] Trial 2782 finished with value: 0.9975301937135471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:02,590] Trial 2783 finished with value: 0.9975649877593415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:04,840] Trial 2784 finished with value: 0.9973973719355134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:07,137] Trial 2785 finished with value: 0.9974296732543174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:09,408] Trial 2786 finished with value: 0.9974242290923594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:12,267] Trial 2787 finished with value: 0.9975484105742011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:15,174] Trial 2788 finished with value: 0.9975785281662816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:17,467] Trial 2789 finished with value: 0.997562886392488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:24,086] Trial 2790 finished with value: 0.9970769574473386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:26,781] Trial 2791 finished with value: 0.9974867012277143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:28,415] Trial 2792 finished with value: 0.9850764277579126 and parameters: {'classifier': 'SVC', 'svc_c': 2.2350408266397924e-10, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:30,615] Trial 2793 finished with value: 0.997800550697991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:33,239] Trial 2794 finished with value: 0.9974430168227552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:35,561] Trial 2795 finished with value: 0.9974192877540694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:37,930] Trial 2796 finished with value: 0.997683066708073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:40,810] Trial 2797 finished with value: 0.9971100681462589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:43,306] Trial 2798 finished with value: 0.9972640890691601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:45,442] Trial 2799 finished with value: 0.9974334921497716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:47,863] Trial 2800 finished with value: 0.9975348682947246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:50,180] Trial 2801 finished with value: 0.9973520800055408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:53,087] Trial 2802 finished with value: 0.9972622250383784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:55,229] Trial 2803 finished with value: 0.997528131669961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:57,689] Trial 2804 finished with value: 0.9975874218261888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:59,981] Trial 2805 finished with value: 0.9972657133200507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:02,961] Trial 2806 finished with value: 0.9971848824555951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:05,038] Trial 2807 finished with value: 0.9976061852453473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:07,248] Trial 2808 finished with value: 0.9972679081233039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:09,428] Trial 2809 finished with value: 0.997041530611145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:11,768] Trial 2810 finished with value: 0.9973480621768824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:14,556] Trial 2811 finished with value: 0.9973829168420801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:15,263] Trial 2812 finished with value: 0.9931235654373783 and parameters: {'classifier': 'SVC', 'svc_c': 1539.9743670866808, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:17,542] Trial 2813 finished with value: 0.9972660513287651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:19,587] Trial 2814 finished with value: 0.9973580291176066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:22,477] Trial 2815 finished with value: 0.9974201714008891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:25,157] Trial 2816 finished with value: 0.9975008762023764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:27,274] Trial 2817 finished with value: 0.9969631079238946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:29,669] Trial 2818 finished with value: 0.997492994410435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:32,599] Trial 2819 finished with value: 0.9975039764563917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:34,657] Trial 2820 finished with value: 0.9969927991489261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:37,013] Trial 2821 finished with value: 0.9973305023861267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:38,743] Trial 2822 finished with value: 0.9964365310663452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:44,437] Trial 2823 finished with value: 0.9966764780256293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:46,550] Trial 2824 finished with value: 0.9975933219984011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:49,568] Trial 2825 finished with value: 0.9974371210621117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:51,806] Trial 2826 finished with value: 0.9974870898266536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:54,432] Trial 2827 finished with value: 0.9974155053889465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:06,250] Trial 2828 finished with value: 0.9963720640130783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:08,619] Trial 2829 finished with value: 0.9975925954542233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:11,195] Trial 2830 finished with value: 0.9975897559588557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:12,852] Trial 2831 finished with value: 0.9853750054231832 and parameters: {'classifier': 'SVC', 'svc_c': 0.0057488282222847575, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:14,701] Trial 2832 finished with value: 0.9970936837689063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:17,127] Trial 2833 finished with value: 0.997360982266421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:19,485] Trial 2834 finished with value: 0.9975570377943752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:36,829] Trial 2835 finished with value: 0.9959257435955972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:38,157] Trial 2836 finished with value: 0.9941581341955721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:41,558] Trial 2837 finished with value: 0.9974621289145652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:43,901] Trial 2838 finished with value: 0.9972078977387416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:46,293] Trial 2839 finished with value: 0.9971697289060321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:51,290] Trial 2840 finished with value: 0.997280169365621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:05,163] Trial 2841 finished with value: 0.9964301578406219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:09,404] Trial 2842 finished with value: 0.997198855704117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:15,347] Trial 2843 finished with value: 0.9970727010765676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:17,497] Trial 2844 finished with value: 0.9971406312433464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:19,306] Trial 2845 finished with value: 0.9975811636186421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:22,293] Trial 2846 finished with value: 0.9975081666853632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:34,423] Trial 2847 finished with value: 0.9962704369164906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:36,939] Trial 2848 finished with value: 0.997234691991055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:39,129] Trial 2849 finished with value: 0.9975469099424602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:39,997] Trial 2850 finished with value: 0.9898471600052808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:41,666] Trial 2851 finished with value: 0.9852052354840991 and parameters: {'classifier': 'SVC', 'svc_c': 0.00022800153011459984, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:44,120] Trial 2852 finished with value: 0.997203853948475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:51,618] Trial 2853 finished with value: 0.9970662664062555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:53,415] Trial 2854 finished with value: 0.9970993155653732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:55,551] Trial 2855 finished with value: 0.9973619623964795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:02,027] Trial 2856 finished with value: 0.9970711829255019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:03,038] Trial 2857 finished with value: 0.9972700299928458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:03,954] Trial 2858 finished with value: 0.9971395631675462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:05,557] Trial 2859 finished with value: 0.9972148551958657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:08,094] Trial 2860 finished with value: 0.9973405030642466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:12,003] Trial 2861 finished with value: 0.9975559364255101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:14,069] Trial 2862 finished with value: 0.996572253657384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:21,080] Trial 2863 finished with value: 0.9969737125743935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:22,393] Trial 2864 finished with value: 0.9971486546180928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:23,372] Trial 2865 finished with value: 0.9969458162549812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:36,878] Trial 2866 finished with value: 0.9967145670692394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:38,793] Trial 2867 finished with value: 0.9968887303599031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:40,435] Trial 2868 finished with value: 0.985073478163744 and parameters: {'classifier': 'SVC', 'svc_c': 1.0657791815845444e-10, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:42,670] Trial 2869 finished with value: 0.9974058163453403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:44,498] Trial 2870 finished with value: 0.9971714589393684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:47,400] Trial 2871 finished with value: 0.9975800836728647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:49,763] Trial 2872 finished with value: 0.9974307478998642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:51,769] Trial 2873 finished with value: 0.9971718577261758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:54,541] Trial 2874 finished with value: 0.9974715116556263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:56,649] Trial 2875 finished with value: 0.9973492546652798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:58,578] Trial 2876 finished with value: 0.9974360598099618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:00,491] Trial 2877 finished with value: 0.9975980741470246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:03,317] Trial 2878 finished with value: 0.9972120534051322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:08,719] Trial 2879 finished with value: 0.997139419521777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:10,160] Trial 2880 finished with value: 0.9964125477770208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:21,642] Trial 2881 finished with value: 0.9964741325839587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:25,559] Trial 2882 finished with value: 0.9943997659934123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 50, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:28,259] Trial 2883 finished with value: 0.9974833316140782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:28,718] Trial 2884 finished with value: 0.9965234949640404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 22}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:30,968] Trial 2885 finished with value: 0.9974384257757499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:44,955] Trial 2886 finished with value: 0.9966882150846668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:46,072] Trial 2887 finished with value: 0.9868335101700983 and parameters: {'classifier': 'SVC', 'svc_c': 498390.78867381485, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:51,484] Trial 2888 finished with value: 0.9972290967249196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:53,297] Trial 2889 finished with value: 0.9970272154818837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:55,694] Trial 2890 finished with value: 0.9968937931591649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:00,491] Trial 2891 finished with value: 0.9973566851759147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:07,562] Trial 2892 finished with value: 0.9968853950232069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:10,077] Trial 2893 finished with value: 0.9949936770115757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 35, 'rf_n_estimators': 74}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:11,479] Trial 2894 finished with value: 0.9973979179544735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:13,567] Trial 2895 finished with value: 0.9973687024171993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:15,701] Trial 2896 finished with value: 0.9975194953092696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:19,596] Trial 2897 finished with value: 0.9970852815387584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:21,126] Trial 2898 finished with value: 0.997312420189414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:22,189] Trial 2899 finished with value: 0.9942369725224588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:24,523] Trial 2900 finished with value: 0.9967908083783715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:25,422] Trial 2901 finished with value: 0.9961891282695762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 27}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:27,900] Trial 2902 finished with value: 0.9964083969982681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:29,415] Trial 2903 finished with value: 0.9970093584021488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:30,695] Trial 2904 finished with value: 0.9954408396579074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:40,354] Trial 2905 finished with value: 0.9971022476719548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:43,494] Trial 2906 finished with value: 0.9975453801753202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:45,502] Trial 2907 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 1.4702652973413171e-09, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:51,104] Trial 2908 finished with value: 0.9966325530473314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:51,743] Trial 2909 finished with value: 0.9970116234413912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 70}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:52,672] Trial 2910 finished with value: 0.9970197025796409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:54,677] Trial 2911 finished with value: 0.9974527621694093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:56,734] Trial 2912 finished with value: 0.9977578264599464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:59,120] Trial 2913 finished with value: 0.9975055298047969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:06,453] Trial 2914 finished with value: 0.9971844427903628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:08,638] Trial 2915 finished with value: 0.9975629399978138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:10,882] Trial 2916 finished with value: 0.9975342447083189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:13,505] Trial 2917 finished with value: 0.997401337555314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:15,968] Trial 2918 finished with value: 0.9975137484311501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:18,093] Trial 2919 finished with value: 0.9975005197539374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:20,431] Trial 2920 finished with value: 0.9973638018938584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:22,633] Trial 2921 finished with value: 0.9969121196742892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:25,130] Trial 2922 finished with value: 0.9975121109772901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:36,353] Trial 2923 finished with value: 0.9971169653330966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:39,076] Trial 2924 finished with value: 0.9974775542040919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:39,889] Trial 2925 finished with value: 0.9898570119278283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:41,092] Trial 2926 finished with value: 0.9870730761475411 and parameters: {'classifier': 'SVC', 'svc_c': 210595.90984940607, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:47,119] Trial 2927 finished with value: 0.9969625024598338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:49,930] Trial 2928 finished with value: 0.9972219823555809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:51,697] Trial 2929 finished with value: 0.997030753782498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:54,081] Trial 2930 finished with value: 0.9975410005027787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:05,083] Trial 2931 finished with value: 0.9964192349858628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:07,212] Trial 2932 finished with value: 0.9974285611580395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:09,365] Trial 2933 finished with value: 0.9974695001705268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:12,334] Trial 2934 finished with value: 0.9972882490751532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:15,497] Trial 2935 finished with value: 0.9970573442457075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:17,767] Trial 2936 finished with value: 0.9976009345259355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:20,321] Trial 2937 finished with value: 0.9974376963434225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:21,324] Trial 2938 finished with value: 0.9972270148134031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:21,792] Trial 2939 finished with value: 0.9940050165017796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 13}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:23,889] Trial 2940 finished with value: 0.9970695404253144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:25,811] Trial 2941 finished with value: 0.9970959160228903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:28,620] Trial 2942 finished with value: 0.9974746352687419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:30,516] Trial 2943 finished with value: 0.9974249231369199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:35,300] Trial 2944 finished with value: 0.992955586404937 and parameters: {'classifier': 'SVC', 'svc_c': 1380248.1085149897, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:39,871] Trial 2945 finished with value: 0.9975764923064689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:42,591] Trial 2946 finished with value: 0.9973294353576776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:56,286] Trial 2947 finished with value: 0.9969227714555807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 63, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:58,535] Trial 2948 finished with value: 0.9974649818668055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:01,075] Trial 2949 finished with value: 0.997507993999409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:03,282] Trial 2950 finished with value: 0.9975529250058978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:04,962] Trial 2951 finished with value: 0.997403356149705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:07,324] Trial 2952 finished with value: 0.9975381375530974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:09,161] Trial 2953 finished with value: 0.9975923581181513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:11,769] Trial 2954 finished with value: 0.9971663930932676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:13,397] Trial 2955 finished with value: 0.9955364294745223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:15,683] Trial 2956 finished with value: 0.997677902442721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:17,868] Trial 2957 finished with value: 0.9973546240527278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:20,469] Trial 2958 finished with value: 0.9970249124523661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:22,271] Trial 2959 finished with value: 0.9973632611433909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:40,421] Trial 2960 finished with value: 0.9957775357878283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:41,269] Trial 2961 finished with value: 0.996797735113201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:43,161] Trial 2962 finished with value: 0.9976147358819505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:45,055] Trial 2963 finished with value: 0.9973917007523033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:46,140] Trial 2964 finished with value: 0.9878475166362762 and parameters: {'classifier': 'SVC', 'svc_c': 53479.918932938264, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:50,320] Trial 2965 finished with value: 0.9974933834219669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:51,879] Trial 2966 finished with value: 0.9973833808502874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:02,094] Trial 2967 finished with value: 0.9968274984150204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:03,574] Trial 2968 finished with value: 0.996654705027657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:06,603] Trial 2969 finished with value: 0.997238389933344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:08,684] Trial 2970 finished with value: 0.997015670944993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:09,911] Trial 2971 finished with value: 0.9973217273307798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:11,701] Trial 2972 finished with value: 0.9969096993732034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:13,563] Trial 2973 finished with value: 0.9974688143460843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:15,757] Trial 2974 finished with value: 0.9974294944746843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:19,838] Trial 2975 finished with value: 0.997095259619488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:22,349] Trial 2976 finished with value: 0.9974656662313044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:24,256] Trial 2977 finished with value: 0.9972696538034285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:27,067] Trial 2978 finished with value: 0.9974423146850281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:28,916] Trial 2979 finished with value: 0.9974177649057933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:30,957] Trial 2980 finished with value: 0.9975864758143808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:34,089] Trial 2981 finished with value: 0.997218404160417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:40,492] Trial 2982 finished with value: 0.9938934452840235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 66, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:42,339] Trial 2983 finished with value: 0.9974976930806844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:04:57,319] Trial 2984 finished with value: 0.9900054194939868 and parameters: {'classifier': 'SVC', 'svc_c': 302111657.5680041, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:04:59,889] Trial 2985 finished with value: 0.9973650448137908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:02,312] Trial 2986 finished with value: 0.9973827466634203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:04,277] Trial 2987 finished with value: 0.9973829189050442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:06,446] Trial 2988 finished with value: 0.997419345199682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:08,170] Trial 2989 finished with value: 0.997270136886118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:09,128] Trial 2990 finished with value: 0.9969227660918744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:10,354] Trial 2991 finished with value: 0.9970843564739692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:12,614] Trial 2992 finished with value: 0.9970046163461799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:13,415] Trial 2993 finished with value: 0.990126018876902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:15,336] Trial 2994 finished with value: 0.9972940026817091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:17,771] Trial 2995 finished with value: 0.9974526854588869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:19,490] Trial 2996 finished with value: 0.9963263265146227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:20,952] Trial 2997 finished with value: 0.9971653875411451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 62}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:21,805] Trial 2998 finished with value: 0.9934468598232771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:23,865] Trial 2999 finished with value: 0.9975446708330882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:25,177] Trial 3000 finished with value: 0.986279868653264 and parameters: {'classifier': 'SVC', 'svc_c': 0.8747119531994445, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:26,032] Trial 3001 finished with value: 0.9967523098205412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:28,127] Trial 3002 finished with value: 0.9974701526384285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:37,416] Trial 3003 finished with value: 0.9967908985775046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:39,412] Trial 3004 finished with value: 0.9972022674974322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:41,209] Trial 3005 finished with value: 0.9968931151422474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:48,422] Trial 3006 finished with value: 0.9970933836552532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:54,602] Trial 3007 finished with value: 0.9965347090775764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:58,493] Trial 3008 finished with value: 0.9972676779917368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:59,224] Trial 3009 finished with value: 0.9964527672911457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:59,868] Trial 3010 finished with value: 0.9904502553391081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:03,001] Trial 3011 finished with value: 0.9968456143173907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:08,177] Trial 3012 finished with value: 0.9970408839830182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:10,844] Trial 3013 finished with value: 0.997536293390246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:13,069] Trial 3014 finished with value: 0.9975234596912917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:15,023] Trial 3015 finished with value: 0.9973356537024124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:17,425] Trial 3016 finished with value: 0.9973575222949621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:19,150] Trial 3017 finished with value: 0.9969517628597524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:21,995] Trial 3018 finished with value: 0.9974166362740654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:59,415] Trial 3019 finished with value: 0.9897633446349584 and parameters: {'classifier': 'SVC', 'svc_c': 42565079.21273344, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:01,444] Trial 3020 finished with value: 0.9975716658594042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:03,657] Trial 3021 finished with value: 0.9973761657765684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:06,534] Trial 3022 finished with value: 0.9973665074235187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:07,519] Trial 3023 finished with value: 0.996834145538885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:09,362] Trial 3024 finished with value: 0.9974886724691473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:11,570] Trial 3025 finished with value: 0.9973727200236923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:16,951] Trial 3026 finished with value: 0.9973500682982758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:19,930] Trial 3027 finished with value: 0.997434412549088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:20,739] Trial 3028 finished with value: 0.996871294220035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:23,314] Trial 3029 finished with value: 0.990524145059724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:25,192] Trial 3030 finished with value: 0.9973713216197512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:25,902] Trial 3031 finished with value: 0.9971494161057066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 40}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:29,940] Trial 3032 finished with value: 0.9945933713549099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:32,393] Trial 3033 finished with value: 0.997273506182375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:34,655] Trial 3034 finished with value: 0.997261605704852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:36,683] Trial 3035 finished with value: 0.9975376871921905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:38,509] Trial 3036 finished with value: 0.9975248716155813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:40,340] Trial 3037 finished with value: 0.9965316034915924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:41,103] Trial 3038 finished with value: 0.9919067286060419 and parameters: {'classifier': 'SVC', 'svc_c': 108.3412090718527, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:43,118] Trial 3039 finished with value: 0.9976637176610458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:49,409] Trial 3040 finished with value: 0.9972595671473173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:51,269] Trial 3041 finished with value: 0.9973797767887288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:53,700] Trial 3042 finished with value: 0.9968091050598629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:55,673] Trial 3043 finished with value: 0.9973776081692493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:57,576] Trial 3044 finished with value: 0.99743283892016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:06,819] Trial 3045 finished with value: 0.9966724431219768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:10,706] Trial 3046 finished with value: 0.9968726473339821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:23,036] Trial 3047 finished with value: 0.9968282913549006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:25,582] Trial 3048 finished with value: 0.9974442032809501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:26,511] Trial 3049 finished with value: 0.9969186921188578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:28,343] Trial 3050 finished with value: 0.9975166415318434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:31,967] Trial 3051 finished with value: 0.9973648913292702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:35,103] Trial 3052 finished with value: 0.9972193847665441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:37,410] Trial 3053 finished with value: 0.9973119263475739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:46,839] Trial 3054 finished with value: 0.9966573784702928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:48,869] Trial 3055 finished with value: 0.99747023648998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:50,513] Trial 3056 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.924793224664325e-09, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:52,327] Trial 3057 finished with value: 0.9974501237336854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:54,662] Trial 3058 finished with value: 0.9973484671843197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:04,860] Trial 3059 finished with value: 0.996931960404979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:06,354] Trial 3060 finished with value: 0.9956607161675274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:16,318] Trial 3061 finished with value: 0.9963037048767425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:17,128] Trial 3062 finished with value: 0.9924502490946114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:18,469] Trial 3063 finished with value: 0.9972513053891477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:20,269] Trial 3064 finished with value: 0.9970388749734753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:21,077] Trial 3065 finished with value: 0.9973770036890635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 53}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:23,165] Trial 3066 finished with value: 0.9968647517995267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:25,557] Trial 3067 finished with value: 0.9972705366568005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:26,716] Trial 3068 finished with value: 0.9971187161547622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:28,760] Trial 3069 finished with value: 0.9975211009934842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:43,388] Trial 3070 finished with value: 0.9964645617323201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:45,891] Trial 3071 finished with value: 0.9970927214120758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:47,735] Trial 3072 finished with value: 0.9973628291269945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:49,951] Trial 3073 finished with value: 0.9977021051679378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:52,605] Trial 3074 finished with value: 0.9974675386408934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:54,914] Trial 3075 finished with value: 0.9972237809745352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:56,321] Trial 3076 finished with value: 0.9866227888090052 and parameters: {'classifier': 'SVC', 'svc_c': 6551295.857642297, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:59,130] Trial 3077 finished with value: 0.9972863340732921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:01,500] Trial 3078 finished with value: 0.9968607923051424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:10,572] Trial 3079 finished with value: 0.9970272590262926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:12,876] Trial 3080 finished with value: 0.9976842029886362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:15,060] Trial 3081 finished with value: 0.9977023816051118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:19,690] Trial 3082 finished with value: 0.997066885708044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:21,977] Trial 3083 finished with value: 0.9973031347250392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:24,080] Trial 3084 finished with value: 0.9976591985321389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:26,316] Trial 3085 finished with value: 0.9974652480843734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:41,314] Trial 3086 finished with value: 0.9967383917007645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:43,507] Trial 3087 finished with value: 0.9973869642504684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:45,293] Trial 3088 finished with value: 0.9966552354633045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:47,508] Trial 3089 finished with value: 0.9973658694915786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:53,319] Trial 3090 finished with value: 0.9942915120217449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:55,130] Trial 3091 finished with value: 0.9974058450681466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:57,352] Trial 3092 finished with value: 0.9972789035943953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:59,419] Trial 3093 finished with value: 0.9976258705872421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:01,753] Trial 3094 finished with value: 0.9976494222727629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:03,440] Trial 3095 finished with value: 0.9853215824634819 and parameters: {'classifier': 'SVC', 'svc_c': 0.0018024935199262744, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:05,538] Trial 3096 finished with value: 0.9974208102849665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:05,954] Trial 3097 finished with value: 0.9935494356611326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:08,093] Trial 3098 finished with value: 0.9973898536060885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:10,447] Trial 3099 finished with value: 0.9974904464594855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:14,887] Trial 3100 finished with value: 0.9975580274140681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:16,940] Trial 3101 finished with value: 0.9974469873936691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:18,368] Trial 3102 finished with value: 0.9968996336958492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:22,532] Trial 3103 finished with value: 0.9970401497900045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:33,052] Trial 3104 finished with value: 0.9964779263429904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:34,405] Trial 3105 finished with value: 0.9962301770317475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:36,481] Trial 3106 finished with value: 0.9976098092700498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:37,387] Trial 3107 finished with value: 0.9972299364147377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:50,849] Trial 3108 finished with value: 0.9965100940452037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:52,169] Trial 3109 finished with value: 0.9975130397554142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:54,031] Trial 3110 finished with value: 0.9973876203999673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:00,395] Trial 3111 finished with value: 0.9971416179748895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:02,795] Trial 3112 finished with value: 0.9975165460007421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:04,194] Trial 3113 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1192227867.2964344, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:14,726] Trial 3114 finished with value: 0.9966261776316925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:16,359] Trial 3115 finished with value: 0.9973952141386603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:17,345] Trial 3116 finished with value: 0.99712115356258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:19,513] Trial 3117 finished with value: 0.9972906301164475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:20,614] Trial 3118 finished with value: 0.9912254509361375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:22,461] Trial 3119 finished with value: 0.9975661694568506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:24,375] Trial 3120 finished with value: 0.9975079494393868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:26,898] Trial 3121 finished with value: 0.9975952481720056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:28,944] Trial 3122 finished with value: 0.9971590052066425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:31,138] Trial 3123 finished with value: 0.9975229900019991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:33,546] Trial 3124 finished with value: 0.9975000694882441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:35,337] Trial 3125 finished with value: 0.9975566395153743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:37,343] Trial 3126 finished with value: 0.9976225287125371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:38,041] Trial 3127 finished with value: 0.988512781706676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:40,176] Trial 3128 finished with value: 0.99757877905444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:51,826] Trial 3129 finished with value: 0.996944697430267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:53,908] Trial 3130 finished with value: 0.9973046210429839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:07,042] Trial 3131 finished with value: 0.9967937818394467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:08,714] Trial 3132 finished with value: 0.9853836925327887 and parameters: {'classifier': 'SVC', 'svc_c': 0.07151481091468166, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:12,468] Trial 3133 finished with value: 0.9970989559114057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:14,155] Trial 3134 finished with value: 0.9965940814667226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:16,632] Trial 3135 finished with value: 0.996991623354668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:18,921] Trial 3136 finished with value: 0.9974661322072618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:20,939] Trial 3137 finished with value: 0.9974261200051485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:21,721] Trial 3138 finished with value: 0.9972431635367928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 45}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:24,078] Trial 3139 finished with value: 0.9973913781999496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:33,959] Trial 3140 finished with value: 0.9967938461404472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:34,922] Trial 3141 finished with value: 0.9950997536358389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:36,891] Trial 3142 finished with value: 0.9974940099599983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:38,886] Trial 3143 finished with value: 0.9974171597591114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:46,659] Trial 3144 finished with value: 0.9968343777651542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:51,699] Trial 3145 finished with value: 0.9971718351922615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:53,708] Trial 3146 finished with value: 0.9972211242895147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:55,807] Trial 3147 finished with value: 0.9976052199686295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:57,757] Trial 3148 finished with value: 0.9975331084912313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:00,452] Trial 3149 finished with value: 0.9974208342153489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:01,909] Trial 3150 finished with value: 0.9974403608677062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 66}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:03,614] Trial 3151 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.508431161387529e-05, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:05,574] Trial 3152 finished with value: 0.9974897283258531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:07,129] Trial 3153 finished with value: 0.9973178623836216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:08,907] Trial 3154 finished with value: 0.9975974866466194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:10,767] Trial 3155 finished with value: 0.9969061867168182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:12,598] Trial 3156 finished with value: 0.9974644828516865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:15,243] Trial 3157 finished with value: 0.997360716048853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:17,218] Trial 3158 finished with value: 0.9975646586372412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:19,357] Trial 3159 finished with value: 0.9970844248691598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:20,225] Trial 3160 finished with value: 0.9967720885353598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:21,356] Trial 3161 finished with value: 0.9970422953042876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:23,081] Trial 3162 finished with value: 0.9973334584548286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:25,851] Trial 3163 finished with value: 0.9976277461388842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:35,177] Trial 3164 finished with value: 0.9967377444696174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:37,265] Trial 3165 finished with value: 0.9972306046563792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:38,976] Trial 3166 finished with value: 0.9974632491674851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:39,962] Trial 3167 finished with value: 0.9969274324529339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:42,211] Trial 3168 finished with value: 0.9975887433609177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:43,905] Trial 3169 finished with value: 0.9853792678241565 and parameters: {'classifier': 'SVC', 'svc_c': 0.01507260739697096, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:45,391] Trial 3170 finished with value: 0.9975312353834083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:50,153] Trial 3171 finished with value: 0.9973413397707013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:52,583] Trial 3172 finished with value: 0.9974673658914631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:54,159] Trial 3173 finished with value: 0.9975107013381298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:56,058] Trial 3174 finished with value: 0.9975558732353363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:58,130] Trial 3175 finished with value: 0.9974139305222401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:04,438] Trial 3176 finished with value: 0.9970382040341114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:07,281] Trial 3177 finished with value: 0.9971632424711928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:09,406] Trial 3178 finished with value: 0.9974608318815005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:13,583] Trial 3179 finished with value: 0.9960337622941564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:15,923] Trial 3180 finished with value: 0.9974344033450951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:17,022] Trial 3181 finished with value: 0.9968929830490767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:19,136] Trial 3182 finished with value: 0.9975851989031495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:19,643] Trial 3183 finished with value: 0.9969214585853002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 18}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:21,448] Trial 3184 finished with value: 0.997517257056821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:23,713] Trial 3185 finished with value: 0.9974628369555428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:31,847] Trial 3186 finished with value: 0.9966206642176205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:34,168] Trial 3187 finished with value: 0.9976076280823589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:35,882] Trial 3188 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.5916836256551179e-09, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:37,762] Trial 3189 finished with value: 0.9975988869548349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:41,710] Trial 3190 finished with value: 0.9971241350533457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:44,264] Trial 3191 finished with value: 0.9975369997808525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:45,299] Trial 3192 finished with value: 0.9972493507149025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:48,174] Trial 3193 finished with value: 0.9967945844276507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:56,808] Trial 3194 finished with value: 0.9969742021633542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:58,902] Trial 3195 finished with value: 0.997291129639373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:59,716] Trial 3196 finished with value: 0.9967394674254003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 24}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:01,552] Trial 3197 finished with value: 0.9973985161188156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:03,136] Trial 3198 finished with value: 0.9969746147244134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:13,439] Trial 3199 finished with value: 0.9969651797744943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:15,832] Trial 3200 finished with value: 0.9971048805218069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:16,680] Trial 3201 finished with value: 0.9898442207894079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:17,546] Trial 3202 finished with value: 0.9969173328160187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:19,001] Trial 3203 finished with value: 0.9971172691283469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:21,668] Trial 3204 finished with value: 0.9973788655934053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:23,087] Trial 3205 finished with value: 0.9974509122302586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:24,711] Trial 3206 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.32298034912586e-05, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:26,836] Trial 3207 finished with value: 0.9972615025566528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:28,807] Trial 3208 finished with value: 0.9971542244939022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:30,273] Trial 3209 finished with value: 0.9964829361399467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:33,117] Trial 3210 finished with value: 0.9974253994911733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:34,108] Trial 3211 finished with value: 0.993783114161526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:36,446] Trial 3212 finished with value: 0.9974892710143443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:37,745] Trial 3213 finished with value: 0.9967654923508364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:40,506] Trial 3214 finished with value: 0.9970564974465983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:40,973] Trial 3215 finished with value: 0.9935896387032835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 11}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:43,272] Trial 3216 finished with value: 0.9971997972726182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:48,099] Trial 3217 finished with value: 0.997137250362753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:49,713] Trial 3218 finished with value: 0.9972720259581086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:50,607] Trial 3219 finished with value: 0.9970661542127527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 36}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:51,759] Trial 3220 finished with value: 0.9961752528055472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:54,072] Trial 3221 finished with value: 0.9974351555969778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:02,270] Trial 3222 finished with value: 0.9970201933746422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:03,954] Trial 3223 finished with value: 0.9973733761731912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:05,923] Trial 3224 finished with value: 0.9973685231297601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:07,427] Trial 3225 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9296311042.740644, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:10,791] Trial 3226 finished with value: 0.9973986001607947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:11,896] Trial 3227 finished with value: 0.9969531925255323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:17,332] Trial 3228 finished with value: 0.996529821122447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:19,726] Trial 3229 finished with value: 0.9976017757391729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:21,303] Trial 3230 finished with value: 0.9972849372245086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:22,752] Trial 3231 finished with value: 0.9974158755481614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:24,722] Trial 3232 finished with value: 0.995823277697853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:26,609] Trial 3233 finished with value: 0.9973862930254631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:28,711] Trial 3234 finished with value: 0.9973493666366173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:35,434] Trial 3235 finished with value: 0.9974244275494947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:37,566] Trial 3236 finished with value: 0.9972925461973974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:40,668] Trial 3237 finished with value: 0.9974314779352117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:45,264] Trial 3238 finished with value: 0.9972350241599947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:47,157] Trial 3239 finished with value: 0.9976061413200834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:56,890] Trial 3240 finished with value: 0.9966694916870095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:57,246] Trial 3241 finished with value: 0.9902893278666864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 4}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:00,166] Trial 3242 finished with value: 0.9971274805144343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:02,159] Trial 3243 finished with value: 0.9973578056192621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:03,041] Trial 3244 finished with value: 0.9892582094951033 and parameters: {'classifier': 'SVC', 'svc_c': 3.189450093790417, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:03,676] Trial 3245 finished with value: 0.9911744395813354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:05,799] Trial 3246 finished with value: 0.9974573264613582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:09,570] Trial 3247 finished with value: 0.9974626870574058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:11,195] Trial 3248 finished with value: 0.9973066480479202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:12,797] Trial 3249 finished with value: 0.9975564119863156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:16,187] Trial 3250 finished with value: 0.9974236881832024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:18,675] Trial 3251 finished with value: 0.9974811898766062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:22,989] Trial 3252 finished with value: 0.9974309943764537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:24,901] Trial 3253 finished with value: 0.9975338511265281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:33,119] Trial 3254 finished with value: 0.9971237986950025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:35,888] Trial 3255 finished with value: 0.9971809003320827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:38,045] Trial 3256 finished with value: 0.9972017786701813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:38,954] Trial 3257 finished with value: 0.9970309317686832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:41,511] Trial 3258 finished with value: 0.9972590570556683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:43,927] Trial 3259 finished with value: 0.9975403239458052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:48,344] Trial 3260 finished with value: 0.99734700657408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:50,115] Trial 3261 finished with value: 0.9970830261161018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:52,349] Trial 3262 finished with value: 0.9905211339257528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:53,691] Trial 3263 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 114327627.56391597, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:55,303] Trial 3264 finished with value: 0.997000609340148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:57,662] Trial 3265 finished with value: 0.9974174919915267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:05,424] Trial 3266 finished with value: 0.997107820404176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:07,414] Trial 3267 finished with value: 0.9971748187777291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:09,840] Trial 3268 finished with value: 0.9975827862826373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:12,548] Trial 3269 finished with value: 0.9972337148760978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:20,720] Trial 3270 finished with value: 0.997103929622361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:22,511] Trial 3271 finished with value: 0.9974916065117414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:24,422] Trial 3272 finished with value: 0.9973054711428354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:31,444] Trial 3273 finished with value: 0.9966560215477968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 77}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:33,536] Trial 3274 finished with value: 0.9974779551808148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:34,721] Trial 3275 finished with value: 0.9942961550237044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:36,511] Trial 3276 finished with value: 0.997449812765668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:38,015] Trial 3277 finished with value: 0.9972632887978231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:39,881] Trial 3278 finished with value: 0.9977412703170385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:41,240] Trial 3279 finished with value: 0.9971416381601986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:42,613] Trial 3280 finished with value: 0.9973009433812178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:43,996] Trial 3281 finished with value: 0.9975144969696977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:45,638] Trial 3282 finished with value: 0.9854213778067399 and parameters: {'classifier': 'SVC', 'svc_c': 0.16296681922904427, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:58,023] Trial 3283 finished with value: 0.99663890116837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:59,512] Trial 3284 finished with value: 0.997437958879393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:01,029] Trial 3285 finished with value: 0.9972307449696682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:02,371] Trial 3286 finished with value: 0.9974791225645273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:03,769] Trial 3287 finished with value: 0.9973344579132726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:05,243] Trial 3288 finished with value: 0.9976386253540205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:06,743] Trial 3289 finished with value: 0.9975462080268986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:08,146] Trial 3290 finished with value: 0.9972442806159222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:10,015] Trial 3291 finished with value: 0.9971902117263282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:11,473] Trial 3292 finished with value: 0.9976297503242652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:12,986] Trial 3293 finished with value: 0.9974423830802186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:14,487] Trial 3294 finished with value: 0.9974880140979948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:16,153] Trial 3295 finished with value: 0.997493657415322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:17,165] Trial 3296 finished with value: 0.9964067508164834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:18,646] Trial 3297 finished with value: 0.9974631481457257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:20,299] Trial 3298 finished with value: 0.9971878191959113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:21,471] Trial 3299 finished with value: 0.9971806709939632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:23,117] Trial 3300 finished with value: 0.9971936755380734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:24,619] Trial 3301 finished with value: 0.9976935750657606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:25,520] Trial 3302 finished with value: 0.9909744110069103 and parameters: {'classifier': 'SVC', 'svc_c': 10062.504214595188, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:27,180] Trial 3303 finished with value: 0.9975475886893493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:28,790] Trial 3304 finished with value: 0.9969832218862299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:30,127] Trial 3305 finished with value: 0.9972895544552874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:31,286] Trial 3306 finished with value: 0.9973928424917867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:32,837] Trial 3307 finished with value: 0.9974526615285048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:40,299] Trial 3308 finished with value: 0.9965247291560481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:41,983] Trial 3309 finished with value: 0.9970195966385059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:43,620] Trial 3310 finished with value: 0.9974650240464845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:45,138] Trial 3311 finished with value: 0.9970932612738821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:50,555] Trial 3312 finished with value: 0.997535014320837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:52,158] Trial 3313 finished with value: 0.9976293557268615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:53,898] Trial 3314 finished with value: 0.9975197670809713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:08,188] Trial 3315 finished with value: 0.9964314106627814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:09,806] Trial 3316 finished with value: 0.9971220178492762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:11,531] Trial 3317 finished with value: 0.9974644776466696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:13,375] Trial 3318 finished with value: 0.9974508028614294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:15,056] Trial 3319 finished with value: 0.9973007329588913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:16,734] Trial 3320 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.5480915642772975e-06, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:18,060] Trial 3321 finished with value: 0.9970328930444131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:32,842] Trial 3322 finished with value: 0.9959441247951362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:34,100] Trial 3323 finished with value: 0.9972509373881108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:36,012] Trial 3324 finished with value: 0.9974821809879808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:37,912] Trial 3325 finished with value: 0.997391628516826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:39,011] Trial 3326 finished with value: 0.9964173002112854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:42,507] Trial 3327 finished with value: 0.9973174370956617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:43,582] Trial 3328 finished with value: 0.997298818433099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:45,753] Trial 3329 finished with value: 0.9972984687130966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:47,422] Trial 3330 finished with value: 0.9974918807907377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:48,257] Trial 3331 finished with value: 0.9954973977198464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:49,747] Trial 3332 finished with value: 0.9975624186392077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:50,647] Trial 3333 finished with value: 0.9969026799002082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:51,583] Trial 3334 finished with value: 0.9952444552617559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:54,830] Trial 3335 finished with value: 0.9964630920767764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:56,297] Trial 3336 finished with value: 0.997348962010035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:01,814] Trial 3337 finished with value: 0.9968955901594859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:03,575] Trial 3338 finished with value: 0.9853948364103354 and parameters: {'classifier': 'SVC', 'svc_c': 0.03620350130185875, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:04,931] Trial 3339 finished with value: 0.9973217916635182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:05,716] Trial 3340 finished with value: 0.9897247258856726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:10,885] Trial 3341 finished with value: 0.9974051810159086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:12,076] Trial 3342 finished with value: 0.996796423226796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:20,742] Trial 3343 finished with value: 0.9964584273343503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 81}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:36,034] Trial 3344 finished with value: 0.9960890134525417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:36,709] Trial 3345 finished with value: 0.9939373245279967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:38,478] Trial 3346 finished with value: 0.997076418125077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:40,518] Trial 3347 finished with value: 0.9975170191494667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:42,584] Trial 3348 finished with value: 0.9973073883346121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:46,196] Trial 3349 finished with value: 0.9967686876281469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 73}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:48,131] Trial 3350 finished with value: 0.9973739798599293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:51,425] Trial 3351 finished with value: 0.9972290716519727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:52,622] Trial 3352 finished with value: 0.9968871287381406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:00,772] Trial 3353 finished with value: 0.9969188565212184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:03,044] Trial 3354 finished with value: 0.997503116105196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:05,258] Trial 3355 finished with value: 0.997439770606103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:06,778] Trial 3356 finished with value: 0.9971513949959755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:07,490] Trial 3357 finished with value: 0.995182293174019 and parameters: {'classifier': 'SVC', 'svc_c': 2808.282118179824, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:09,015] Trial 3358 finished with value: 0.9973518190882035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:15,624] Trial 3359 finished with value: 0.996659284775967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:21,239] Trial 3360 finished with value: 0.9973826355490063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:23,026] Trial 3361 finished with value: 0.9972003602396207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:26,338] Trial 3362 finished with value: 0.9967546496660314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:42,158] Trial 3363 finished with value: 0.9951321671798836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 68, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:44,094] Trial 3364 finished with value: 0.9973563479923858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:46,036] Trial 3365 finished with value: 0.9976397050141569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:57,981] Trial 3366 finished with value: 0.9965509313694355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:59,583] Trial 3367 finished with value: 0.9972072344482136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:00,917] Trial 3368 finished with value: 0.9969232543795808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:14,390] Trial 3369 finished with value: 0.9967882372904873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:16,811] Trial 3370 finished with value: 0.9974615167220678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:28,967] Trial 3371 finished with value: 0.9969377835175521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:30,139] Trial 3372 finished with value: 0.9974531818080218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 55}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:31,600] Trial 3373 finished with value: 0.9964320935038607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:32,615] Trial 3374 finished with value: 0.9975138583395237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 69}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:34,312] Trial 3375 finished with value: 0.9974772743709616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:35,997] Trial 3376 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.0946730757075026e-05, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:37,276] Trial 3377 finished with value: 0.9974658545640472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:39,138] Trial 3378 finished with value: 0.9974180269339573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:40,623] Trial 3379 finished with value: 0.9973613648986333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:44,222] Trial 3380 finished with value: 0.9972932794065356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:46,245] Trial 3381 finished with value: 0.9974462975067745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:55,281] Trial 3382 finished with value: 0.9969253588884873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:56,360] Trial 3383 finished with value: 0.997338603328319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:58,445] Trial 3384 finished with value: 0.9973838780563459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:59,991] Trial 3385 finished with value: 0.9973043021087517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:02,354] Trial 3386 finished with value: 0.997283660091112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:03,870] Trial 3387 finished with value: 0.9964353397839885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:05,793] Trial 3388 finished with value: 0.9974454319188241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:20,090] Trial 3389 finished with value: 0.996463515904793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:21,001] Trial 3390 finished with value: 0.9970171899212446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:22,843] Trial 3391 finished with value: 0.9976096158592417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:32,579] Trial 3392 finished with value: 0.9967232623989629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:34,724] Trial 3393 finished with value: 0.9972285966307116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:37,513] Trial 3394 finished with value: 0.9976352107042938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:39,209] Trial 3395 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.999839810261118e-07, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:41,676] Trial 3396 finished with value: 0.9976198925936806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:44,341] Trial 3397 finished with value: 0.9973590813879287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:46,570] Trial 3398 finished with value: 0.9972165292117953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:48,277] Trial 3399 finished with value: 0.9972554950150992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:50,003] Trial 3400 finished with value: 0.9977128811396613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:51,566] Trial 3401 finished with value: 0.9972910973619212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:53,134] Trial 3402 finished with value: 0.9974220115330265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:54,682] Trial 3403 finished with value: 0.9974465166570257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:56,401] Trial 3404 finished with value: 0.9975227705978447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:58,364] Trial 3405 finished with value: 0.9975263255608605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:59,683] Trial 3406 finished with value: 0.9975021761870662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:01,449] Trial 3407 finished with value: 0.9976690406794108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:03,147] Trial 3408 finished with value: 0.9974703993371833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:04,717] Trial 3409 finished with value: 0.9973991123471454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:06,471] Trial 3410 finished with value: 0.9974565102575919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:13,603] Trial 3411 finished with value: 0.9971986635310873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:15,146] Trial 3412 finished with value: 0.9973496365357825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:16,842] Trial 3413 finished with value: 0.9972125448348915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:18,549] Trial 3414 finished with value: 0.9852034330248579 and parameters: {'classifier': 'SVC', 'svc_c': 2.6395856963204827e-08, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:19,968] Trial 3415 finished with value: 0.9973661672248886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:20,670] Trial 3416 finished with value: 0.9894903364244141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:25,091] Trial 3417 finished with value: 0.9971483522827862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:26,128] Trial 3418 finished with value: 0.9960694843563654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:28,198] Trial 3419 finished with value: 0.997410154409485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:29,794] Trial 3420 finished with value: 0.9973548408861116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:31,479] Trial 3421 finished with value: 0.9975061182573391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:33,321] Trial 3422 finished with value: 0.9974446520549615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:34,267] Trial 3423 finished with value: 0.997063052308366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:35,193] Trial 3424 finished with value: 0.995139722007902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:36,916] Trial 3425 finished with value: 0.9974389531645582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:46,316] Trial 3426 finished with value: 0.9971490626406311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:48,059] Trial 3427 finished with value: 0.9975920270600384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:50,011] Trial 3428 finished with value: 0.9974536448323539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:51,878] Trial 3429 finished with value: 0.997202985154996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:53,214] Trial 3430 finished with value: 0.99717766262119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:55,303] Trial 3431 finished with value: 0.9971804799952361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:56,863] Trial 3432 finished with value: 0.9974271827489801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:58,131] Trial 3433 finished with value: 0.9863088739269013 and parameters: {'classifier': 'SVC', 'svc_c': 0.4765920384295314, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:59,341] Trial 3434 finished with value: 0.9973431648273324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:02,764] Trial 3435 finished with value: 0.9973471363503835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:04,355] Trial 3436 finished with value: 0.9970274815724999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:06,019] Trial 3437 finished with value: 0.9976334594382973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:09,912] Trial 3438 finished with value: 0.9974479229002298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:11,794] Trial 3439 finished with value: 0.9974477326314743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:17,562] Trial 3440 finished with value: 0.9967277599460926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:18,559] Trial 3441 finished with value: 0.9972786758749091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:22,547] Trial 3442 finished with value: 0.9963304920197644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:29,243] Trial 3443 finished with value: 0.9972000599038023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:31,814] Trial 3444 finished with value: 0.9902471196870174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:33,818] Trial 3445 finished with value: 0.9974382965072528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:40,091] Trial 3446 finished with value: 0.996777284284716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:41,867] Trial 3447 finished with value: 0.9971723912721382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:45,306] Trial 3448 finished with value: 0.9932204008716475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:46,673] Trial 3449 finished with value: 0.9972786147794372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:49,804] Trial 3450 finished with value: 0.9974022129185398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:51,540] Trial 3451 finished with value: 0.9852484960293042 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009672669603454223, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:52,458] Trial 3452 finished with value: 0.997375887117741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 43}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:52,956] Trial 3453 finished with value: 0.9952631897676807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 16}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:54,866] Trial 3454 finished with value: 0.9971993451026503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:56,165] Trial 3455 finished with value: 0.9970942970722302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:01,121] Trial 3456 finished with value: 0.9972536588502005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:07,016] Trial 3457 finished with value: 0.9969160816124925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:14,002] Trial 3458 finished with value: 0.9970024869864917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:15,546] Trial 3459 finished with value: 0.9972672166812516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:19,505] Trial 3460 finished with value: 0.9971695976380469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:23,603] Trial 3461 finished with value: 0.9973203214684304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:33,880] Trial 3462 finished with value: 0.9967706054864195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:35,289] Trial 3463 finished with value: 0.9974129910801789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:39,898] Trial 3464 finished with value: 0.9973915579634576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:40,902] Trial 3465 finished with value: 0.9970696691225293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:42,505] Trial 3466 finished with value: 0.99738394594373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:44,415] Trial 3467 finished with value: 0.9973858133387296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:44,959] Trial 3468 finished with value: 0.9875358610488533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:52,340] Trial 3469 finished with value: 0.9969345797344825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:54,499] Trial 3470 finished with value: 0.9968671171622948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:55,215] Trial 3471 finished with value: 0.992316445821789 and parameters: {'classifier': 'SVC', 'svc_c': 45.422733325076045, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:56,442] Trial 3472 finished with value: 0.9964197362543734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:59,852] Trial 3473 finished with value: 0.9974311971499444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:02,733] Trial 3474 finished with value: 0.9971631033639445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:05,083] Trial 3475 finished with value: 0.9974835609839353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:06,880] Trial 3476 finished with value: 0.9976557426548703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:11,576] Trial 3477 finished with value: 0.9971985695551432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:13,535] Trial 3478 finished with value: 0.9975632925742278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:15,845] Trial 3479 finished with value: 0.9972175250521179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:16,420] Trial 3480 finished with value: 0.9970093774766312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 48}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:18,031] Trial 3481 finished with value: 0.9966714369985721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:19,951] Trial 3482 finished with value: 0.997527884971206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:26,593] Trial 3483 finished with value: 0.9972212418784617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:42,429] Trial 3484 finished with value: 0.9962549550382751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:49,149] Trial 3485 finished with value: 0.9971515585096746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:49,975] Trial 3486 finished with value: 0.9965783739319848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 39}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:01,723] Trial 3487 finished with value: 0.9965367613141493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:02,444] Trial 3488 finished with value: 0.9927006881617744 and parameters: {'classifier': 'SVC', 'svc_c': 374.1564397928089, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:04,880] Trial 3489 finished with value: 0.9975085981939534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:06,930] Trial 3490 finished with value: 0.9974826497251362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:09,404] Trial 3491 finished with value: 0.997392661617452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:11,436] Trial 3492 finished with value: 0.9971198305679071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:13,048] Trial 3493 finished with value: 0.9952922043405249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:14,418] Trial 3494 finished with value: 0.9972586846430621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:26,202] Trial 3495 finished with value: 0.9966175052802141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:28,050] Trial 3496 finished with value: 0.9975528284274452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:29,720] Trial 3497 finished with value: 0.9975891579532031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:31,856] Trial 3498 finished with value: 0.997351237840166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:37,159] Trial 3499 finished with value: 0.9973417988277947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:39,040] Trial 3500 finished with value: 0.9974223240562013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:40,990] Trial 3501 finished with value: 0.997227481043264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:43,096] Trial 3502 finished with value: 0.997612810152677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:45,248] Trial 3503 finished with value: 0.9975931713385545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:46,088] Trial 3504 finished with value: 0.9965863440505225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:55,171] Trial 3505 finished with value: 0.9959194116926294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 58, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:01,198] Trial 3506 finished with value: 0.9972164371083879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:02,855] Trial 3507 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3910325843765484e-07, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:04,292] Trial 3508 finished with value: 0.9974624145239944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:06,755] Trial 3509 finished with value: 0.9973385084319757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:08,162] Trial 3510 finished with value: 0.997537277804922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:09,916] Trial 3511 finished with value: 0.9975424586374616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:11,946] Trial 3512 finished with value: 0.9976526636017771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:14,309] Trial 3513 finished with value: 0.9973546700726935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:16,210] Trial 3514 finished with value: 0.99713261332752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:18,261] Trial 3515 finished with value: 0.9976196399281991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:20,302] Trial 3516 finished with value: 0.9968808971904362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:23,278] Trial 3517 finished with value: 0.9973231121826344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:28,142] Trial 3518 finished with value: 0.997153197264789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:29,875] Trial 3519 finished with value: 0.9975160619976532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:32,003] Trial 3520 finished with value: 0.9974975428651685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:35,724] Trial 3521 finished with value: 0.9919860209754326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:39,326] Trial 3522 finished with value: 0.9962637790334753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:50,344] Trial 3523 finished with value: 0.9966116597289405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:52,740] Trial 3524 finished with value: 0.997482820570292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:54,943] Trial 3525 finished with value: 0.9972498397643189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:56,641] Trial 3526 finished with value: 0.9852055640666552 and parameters: {'classifier': 'SVC', 'svc_c': 3.1521247791768207e-10, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:58,380] Trial 3527 finished with value: 0.9975221600874565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:59,633] Trial 3528 finished with value: 0.9973247355448637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:01,945] Trial 3529 finished with value: 0.9974942153677353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:04,668] Trial 3530 finished with value: 0.9974084541780438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:08,860] Trial 3531 finished with value: 0.9967397515114101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:14,859] Trial 3532 finished with value: 0.9971005560097487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:16,516] Trial 3533 finished with value: 0.9972521803397809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:18,616] Trial 3534 finished with value: 0.9977196764795538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:20,520] Trial 3535 finished with value: 0.9975540373243409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:22,437] Trial 3536 finished with value: 0.9974004854559743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:23,238] Trial 3537 finished with value: 0.988804439778146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:24,935] Trial 3538 finished with value: 0.9973262930509348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:27,019] Trial 3539 finished with value: 0.9973925513599614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:28,707] Trial 3540 finished with value: 0.9976284529420835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:30,219] Trial 3541 finished with value: 0.9971958606930028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:32,478] Trial 3542 finished with value: 0.99763697092038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:34,547] Trial 3543 finished with value: 0.9973336770337973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:35,318] Trial 3544 finished with value: 0.9913367951961174 and parameters: {'classifier': 'SVC', 'svc_c': 15.827420792252909, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:37,155] Trial 3545 finished with value: 0.9973281268989663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:39,213] Trial 3546 finished with value: 0.9972971386726082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:41,192] Trial 3547 finished with value: 0.9973583379909222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:44,731] Trial 3548 finished with value: 0.9971583028467501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:46,048] Trial 3549 finished with value: 0.9973712067602641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:47,603] Trial 3550 finished with value: 0.9974069694152566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:49,825] Trial 3551 finished with value: 0.997240639611439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:51,868] Trial 3552 finished with value: 0.9973646103218375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:53,987] Trial 3553 finished with value: 0.9973591565115557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:55,138] Trial 3554 finished with value: 0.9973542286301386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:56,752] Trial 3555 finished with value: 0.9971916151131205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:58,230] Trial 3556 finished with value: 0.9972715216427588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:01,852] Trial 3557 finished with value: 0.9974662238980766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:03,057] Trial 3558 finished with value: 0.9962933860578381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:08,927] Trial 3559 finished with value: 0.9972886801076745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:11,026] Trial 3560 finished with value: 0.9973063698334235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:13,013] Trial 3561 finished with value: 0.9974646657572471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:13,975] Trial 3562 finished with value: 0.9953366322377045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:14,973] Trial 3563 finished with value: 0.9885478069631263 and parameters: {'classifier': 'SVC', 'svc_c': 30050.137132193646, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:18,748] Trial 3564 finished with value: 0.9972423467617441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:20,893] Trial 3565 finished with value: 0.9974829590745203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:22,723] Trial 3566 finished with value: 0.9974426724347211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:25,327] Trial 3567 finished with value: 0.9964099352076916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:27,384] Trial 3568 finished with value: 0.9977029085495897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:30,000] Trial 3569 finished with value: 0.9974363150144757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:31,001] Trial 3570 finished with value: 0.9969902551652149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:32,852] Trial 3571 finished with value: 0.9975117508155162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:34,951] Trial 3572 finished with value: 0.997446282589958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:36,576] Trial 3573 finished with value: 0.99756675886153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:41,089] Trial 3574 finished with value: 0.9972261203122191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:49,016] Trial 3575 finished with value: 0.9969828896855524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:51,413] Trial 3576 finished with value: 0.9967978342941618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:53,636] Trial 3577 finished with value: 0.9974386805041952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:34:08,010] Trial 3578 finished with value: 0.996345298547047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:34:09,917] Trial 3579 finished with value: 0.9960540749040546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:34:23,531] Trial 3580 finished with value: 0.9966690710327839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:34:25,642] Trial 3581 finished with value: 0.9972157402074155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:34:26,978] Trial 3582 finished with value: 0.9971299285227134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:06,829] Trial 3583 finished with value: 0.9896236575349461 and parameters: {'classifier': 'SVC', 'svc_c': 21092405.757244185, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:08,226] Trial 3584 finished with value: 0.9974256627253776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:09,921] Trial 3585 finished with value: 0.9974737946267868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:11,766] Trial 3586 finished with value: 0.9973385846029537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:14,208] Trial 3587 finished with value: 0.9975018442720299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:16,248] Trial 3588 finished with value: 0.9973952684739579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:16,814] Trial 3589 finished with value: 0.9969319717036741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 21}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:17,690] Trial 3590 finished with value: 0.9967271028761943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:20,373] Trial 3591 finished with value: 0.9973373811649782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:23,595] Trial 3592 finished with value: 0.9855520944093712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 68, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:30,052] Trial 3593 finished with value: 0.9968003484442401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:37,787] Trial 3594 finished with value: 0.9970271784754835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:44,823] Trial 3595 finished with value: 0.9969397828470333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:46,923] Trial 3596 finished with value: 0.9975159724015404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:48,213] Trial 3597 finished with value: 0.9974941869623084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:49,716] Trial 3598 finished with value: 0.9974015819054635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:51,766] Trial 3599 finished with value: 0.997377556055605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:54,058] Trial 3600 finished with value: 0.9974516984417025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:55,760] Trial 3601 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00020747738008982658, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:57,613] Trial 3602 finished with value: 0.9973935242855151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:58,414] Trial 3603 finished with value: 0.9919758485952336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:36:00,006] Trial 3604 finished with value: 0.997301423226641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:36:02,358] Trial 3605 finished with value: 0.9971933561277727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:36:07,028] Trial 3606 finished with value: 0.997182432384352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:36:08,357] Trial 3607 finished with value: 0.9956349376234668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:36:12,139] Trial 3608 finished with value: 0.9973135621193249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:36:14,208] Trial 3609 finished with value: 0.9978520292982669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:16,024] Trial 3610 finished with value: 0.9972677880905377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:17,830] Trial 3611 finished with value: 0.9975534369700831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:19,872] Trial 3612 finished with value: 0.9972247763705272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:21,684] Trial 3613 finished with value: 0.9971039496807187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:23,642] Trial 3614 finished with value: 0.9972801795534894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:25,478] Trial 3615 finished with value: 0.9974202434776771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:27,081] Trial 3616 finished with value: 0.9971137546629009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:34,664] Trial 3617 finished with value: 0.9967643817779782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:36,679] Trial 3618 finished with value: 0.9973618025326395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:42,993] Trial 3619 finished with value: 0.9970398437413629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:44,741] Trial 3620 finished with value: 0.997567805768146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:47,133] Trial 3621 finished with value: 0.9972951661299211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:48,704] Trial 3622 finished with value: 0.997486024289886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:50,517] Trial 3623 finished with value: 0.9968115202828834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:55,093] Trial 3624 finished with value: 0.9929734471027934 and parameters: {'classifier': 'SVC', 'svc_c': 1316360.3243887892, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:57,117] Trial 3625 finished with value: 0.9971394334864563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:58,892] Trial 3626 finished with value: 0.9971366158267689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:15,986] Trial 3627 finished with value: 0.9952210374149909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:17,390] Trial 3628 finished with value: 0.9968312397112907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:19,351] Trial 3629 finished with value: 0.9973439770003845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:21,588] Trial 3630 finished with value: 0.9974332137448473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:22,704] Trial 3631 finished with value: 0.9970155662733742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:24,773] Trial 3632 finished with value: 0.9973378041043331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:26,346] Trial 3633 finished with value: 0.9972954473595191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:28,072] Trial 3634 finished with value: 0.9975477704206076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:30,034] Trial 3635 finished with value: 0.9974386698085205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:32,004] Trial 3636 finished with value: 0.9973975270386672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:33,825] Trial 3637 finished with value: 0.9974562843789045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:34,912] Trial 3638 finished with value: 0.9869872029547743 and parameters: {'classifier': 'SVC', 'svc_c': 258616.98572195307, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:36,730] Trial 3639 finished with value: 0.997373505600378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:38,405] Trial 3640 finished with value: 0.9973544403219815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:40,530] Trial 3641 finished with value: 0.9973170232968239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:42,330] Trial 3642 finished with value: 0.9970436058259629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:43,531] Trial 3643 finished with value: 0.9969683097986669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:45,220] Trial 3644 finished with value: 0.9974311445602319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:47,155] Trial 3645 finished with value: 0.997464465522789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:49,344] Trial 3646 finished with value: 0.9965617294624805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 66}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:56,038] Trial 3647 finished with value: 0.9966840377095476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:57,977] Trial 3648 finished with value: 0.9975466325848868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:59,832] Trial 3649 finished with value: 0.997314656918443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:01,290] Trial 3650 finished with value: 0.9970061821675827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:03,347] Trial 3651 finished with value: 0.9973013921552294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:05,160] Trial 3652 finished with value: 0.9972666480014255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:10,529] Trial 3653 finished with value: 0.9970333601311975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:21,608] Trial 3654 finished with value: 0.996702820076237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:22,877] Trial 3655 finished with value: 0.9971789858380283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:24,234] Trial 3656 finished with value: 0.9973112201473947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:40:50,896] Trial 3657 finished with value: 0.9896207807475371 and parameters: {'classifier': 'SVC', 'svc_c': 1941038190.8211007, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:40:53,088] Trial 3658 finished with value: 0.9973505164057913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:40:54,034] Trial 3659 finished with value: 0.9953819340699042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:40:59,292] Trial 3660 finished with value: 0.9969642811156443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:01,380] Trial 3661 finished with value: 0.9974732556853798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:02,269] Trial 3662 finished with value: 0.9969119588265741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:05,126] Trial 3663 finished with value: 0.99666793703735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:07,739] Trial 3664 finished with value: 0.9974052071679442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:08,794] Trial 3665 finished with value: 0.9969374918461824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:10,583] Trial 3666 finished with value: 0.9974514102297647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:19,925] Trial 3667 finished with value: 0.9965304205880433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:21,995] Trial 3668 finished with value: 0.9973856570295355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:31,765] Trial 3669 finished with value: 0.9961228277808706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 48, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:32,852] Trial 3670 finished with value: 0.9959634409299533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:34,660] Trial 3671 finished with value: 0.9975487621350023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:36,185] Trial 3672 finished with value: 0.9966180540603723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:45,407] Trial 3673 finished with value: 0.9964567102183425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:47,400] Trial 3674 finished with value: 0.9975463181891753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:48,448] Trial 3675 finished with value: 0.9974231396886855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:50,207] Trial 3676 finished with value: 0.9852066289686644 and parameters: {'classifier': 'SVC', 'svc_c': 1.0596184926584771e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:51,639] Trial 3677 finished with value: 0.9976542901060591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:53,425] Trial 3678 finished with value: 0.9975199066642882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:54,864] Trial 3679 finished with value: 0.997365487874979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:55,700] Trial 3680 finished with value: 0.9938995224902838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:10,493] Trial 3681 finished with value: 0.9963371107699399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:11,855] Trial 3682 finished with value: 0.99703680851832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:13,427] Trial 3683 finished with value: 0.9972890869876482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:15,450] Trial 3684 finished with value: 0.9972300671114406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:16,183] Trial 3685 finished with value: 0.9885772971919896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:27,739] Trial 3686 finished with value: 0.9960180120084572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:29,615] Trial 3687 finished with value: 0.997443585185202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:31,411] Trial 3688 finished with value: 0.9974957239339534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:33,446] Trial 3689 finished with value: 0.9974023187961993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:35,974] Trial 3690 finished with value: 0.9975645094056002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:38,195] Trial 3691 finished with value: 0.9971855462856678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:39,799] Trial 3692 finished with value: 0.9976754857914947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:41,822] Trial 3693 finished with value: 0.9968974434311167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:49,920] Trial 3694 finished with value: 0.9928473674401816 and parameters: {'classifier': 'SVC', 'svc_c': 3385150.0973284044, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:50,761] Trial 3695 finished with value: 0.9968674454592098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:52,643] Trial 3696 finished with value: 0.9973956417434877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:56,208] Trial 3697 finished with value: 0.9973104525661025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:13,531] Trial 3698 finished with value: 0.9957052536557015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:16,326] Trial 3699 finished with value: 0.9971519514567069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:17,849] Trial 3700 finished with value: 0.9970423080629264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:19,291] Trial 3701 finished with value: 0.9974272455900369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:24,338] Trial 3702 finished with value: 0.9971343961092582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:25,205] Trial 3703 finished with value: 0.9966454990032645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:26,865] Trial 3704 finished with value: 0.9974425120313368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:28,845] Trial 3705 finished with value: 0.9974859209512591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:30,559] Trial 3706 finished with value: 0.9975135322007865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:31,587] Trial 3707 finished with value: 0.9952922179878252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:33,755] Trial 3708 finished with value: 0.9974937090528976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:35,192] Trial 3709 finished with value: 0.9968304180803423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:37,487] Trial 3710 finished with value: 0.9973680521709513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:39,919] Trial 3711 finished with value: 0.9974985465764922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:41,645] Trial 3712 finished with value: 0.997402045818457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:43,332] Trial 3713 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.051605621892555e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:44,981] Trial 3714 finished with value: 0.9972608300303935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:46,384] Trial 3715 finished with value: 0.9973509322041171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:46,989] Trial 3716 finished with value: 0.9877017650886423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:51,162] Trial 3717 finished with value: 0.9975016255978474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:59,184] Trial 3718 finished with value: 0.9963256474820924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:02,858] Trial 3719 finished with value: 0.9973841780430472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:05,224] Trial 3720 finished with value: 0.9967875755868544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:07,267] Trial 3721 finished with value: 0.997249809137238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:11,015] Trial 3722 finished with value: 0.9972023328775217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:13,387] Trial 3723 finished with value: 0.9971054930634211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:15,248] Trial 3724 finished with value: 0.9973284273617363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:17,347] Trial 3725 finished with value: 0.9973041026360033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:19,332] Trial 3726 finished with value: 0.9975082702778933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:21,786] Trial 3727 finished with value: 0.9975138064163072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:25,065] Trial 3728 finished with value: 0.9957748234027801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:27,467] Trial 3729 finished with value: 0.9975134617743698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:29,283] Trial 3730 finished with value: 0.997335355461296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:30,913] Trial 3731 finished with value: 0.9974642124129768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:32,568] Trial 3732 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.087400018571498e-08, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:34,848] Trial 3733 finished with value: 0.9973882593792585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:35,549] Trial 3734 finished with value: 0.9973180305945314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 27}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:37,333] Trial 3735 finished with value: 0.9975083574619252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:39,391] Trial 3736 finished with value: 0.9973664173195993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:41,119] Trial 3737 finished with value: 0.9973564843066983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:42,114] Trial 3738 finished with value: 0.9968278656543478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:45,346] Trial 3739 finished with value: 0.9972962964754956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:47,624] Trial 3740 finished with value: 0.9973437054508482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:48,531] Trial 3741 finished with value: 0.9970708786859208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:51,461] Trial 3742 finished with value: 0.9971922559014724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:57,606] Trial 3743 finished with value: 0.9972050826815627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:59,989] Trial 3744 finished with value: 0.9974934701616679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:02,045] Trial 3745 finished with value: 0.997684593745753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:03,492] Trial 3746 finished with value: 0.9971797848715868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:05,665] Trial 3747 finished with value: 0.9974116273975087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:17,647] Trial 3748 finished with value: 0.9967955858538451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:18,833] Trial 3749 finished with value: 0.9918958267935154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:20,719] Trial 3750 finished with value: 0.9974575763021659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:22,474] Trial 3751 finished with value: 0.9853551793871446 and parameters: {'classifier': 'SVC', 'svc_c': 0.004246071660385861, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:23,957] Trial 3752 finished with value: 0.9974475603263748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:39,077] Trial 3753 finished with value: 0.9962088306864652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:40,931] Trial 3754 finished with value: 0.9974412108406062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:42,224] Trial 3755 finished with value: 0.9970584420599269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:44,545] Trial 3756 finished with value: 0.9974596237145769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:46,971] Trial 3757 finished with value: 0.9976129159985984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:48,345] Trial 3758 finished with value: 0.9966885899410919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:50,595] Trial 3759 finished with value: 0.9974324497499385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:53,060] Trial 3760 finished with value: 0.9973606657442696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:56,334] Trial 3761 finished with value: 0.9973243284744623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:58,405] Trial 3762 finished with value: 0.9975266126937093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:00,791] Trial 3763 finished with value: 0.9976071361447931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:02,327] Trial 3764 finished with value: 0.9976935364089893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:03,499] Trial 3765 finished with value: 0.9973728082550751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:05,783] Trial 3766 finished with value: 0.9972052776475285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:07,629] Trial 3767 finished with value: 0.9973850319831857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:16,494] Trial 3768 finished with value: 0.996538013374599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:18,546] Trial 3769 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.5956184953689826e-09, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:23,462] Trial 3770 finished with value: 0.9974111708477097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:24,377] Trial 3771 finished with value: 0.9969151455346495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:31,431] Trial 3772 finished with value: 0.9968456159994998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:33,316] Trial 3773 finished with value: 0.9974597446360042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:37,860] Trial 3774 finished with value: 0.9971651378907649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:40,836] Trial 3775 finished with value: 0.9975021782182923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:45,351] Trial 3776 finished with value: 0.9967534928827803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:48,141] Trial 3777 finished with value: 0.9971724708390722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:56,233] Trial 3778 finished with value: 0.9954799541850458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 57, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:58,755] Trial 3779 finished with value: 0.997102243165172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:04,808] Trial 3780 finished with value: 0.997117098568832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:06,497] Trial 3781 finished with value: 0.9970416061473647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:08,365] Trial 3782 finished with value: 0.9955912585504761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:09,700] Trial 3783 finished with value: 0.997192353368586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:22,781] Trial 3784 finished with value: 0.9969202285192204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:23,695] Trial 3785 finished with value: 0.9970208854514523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:26,114] Trial 3786 finished with value: 0.997177882469675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:27,359] Trial 3787 finished with value: 0.9972517431818435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:28,476] Trial 3788 finished with value: 0.9874789926219171 and parameters: {'classifier': 'SVC', 'svc_c': 73758.08739198472, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:31,759] Trial 3789 finished with value: 0.9974029840544777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:32,804] Trial 3790 finished with value: 0.9959555161331476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:34,626] Trial 3791 finished with value: 0.9975223119216059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:42,901] Trial 3792 finished with value: 0.9970134374214924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:45,126] Trial 3793 finished with value: 0.9967957129324266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:46,800] Trial 3794 finished with value: 0.9974328244159363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:49,235] Trial 3795 finished with value: 0.9970754987096354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:50,588] Trial 3796 finished with value: 0.9971907000775101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:52,545] Trial 3797 finished with value: 0.9973382035893744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:57,434] Trial 3798 finished with value: 0.9957100488091898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 43, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:59,760] Trial 3799 finished with value: 0.9973583919771025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:02,212] Trial 3800 finished with value: 0.9969000195018523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:07,866] Trial 3801 finished with value: 0.9972760607348095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:09,828] Trial 3802 finished with value: 0.9974441650050335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:12,020] Trial 3803 finished with value: 0.9973574414267738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:14,451] Trial 3804 finished with value: 0.9974308090905498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:16,247] Trial 3805 finished with value: 0.9974730246334135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:21,076] Trial 3806 finished with value: 0.997334599146961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:21,715] Trial 3807 finished with value: 0.9950176310068115 and parameters: {'classifier': 'SVC', 'svc_c': 858.0970805139816, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:24,370] Trial 3808 finished with value: 0.9974087346141943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:38,844] Trial 3809 finished with value: 0.9966011953917304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:47,731] Trial 3810 finished with value: 0.9969552097869311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:50,157] Trial 3811 finished with value: 0.9976735356240322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:51,051] Trial 3812 finished with value: 0.9928757946078344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:53,018] Trial 3813 finished with value: 0.9975625354664451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:54,916] Trial 3814 finished with value: 0.996966167109058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:56,253] Trial 3815 finished with value: 0.9974162675747946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:58,214] Trial 3816 finished with value: 0.9972367822496411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:59,217] Trial 3817 finished with value: 0.9972438819560664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:02,362] Trial 3818 finished with value: 0.997464251482341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:04,568] Trial 3819 finished with value: 0.9974478113097471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:06,411] Trial 3820 finished with value: 0.9965402277284032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:08,065] Trial 3821 finished with value: 0.9975642204954286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:10,224] Trial 3822 finished with value: 0.997466040548185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:11,185] Trial 3823 finished with value: 0.990339329606914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:13,094] Trial 3824 finished with value: 0.9974241606019549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:15,620] Trial 3825 finished with value: 0.9975165767547743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:16,829] Trial 3826 finished with value: 0.9866733153037949 and parameters: {'classifier': 'SVC', 'svc_c': 1.3618275639034323, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:18,637] Trial 3827 finished with value: 0.997423471889363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:20,716] Trial 3828 finished with value: 0.9974685458751248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:25,328] Trial 3829 finished with value: 0.9971231795836414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:25,688] Trial 3830 finished with value: 0.980330849516062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:27,368] Trial 3831 finished with value: 0.9956231262342502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:29,866] Trial 3832 finished with value: 0.9975643654107139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:31,502] Trial 3833 finished with value: 0.9973156041045536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:33,293] Trial 3834 finished with value: 0.9971257984370764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:41,321] Trial 3835 finished with value: 0.9963956048442348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:44,076] Trial 3836 finished with value: 0.9974012345023283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:44,870] Trial 3837 finished with value: 0.9958251747043204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:51,814] Trial 3838 finished with value: 0.9971065129610777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:50:01,892] Trial 3839 finished with value: 0.9970586382636709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:50:13,077] Trial 3840 finished with value: 0.9967682531996694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:50:17,918] Trial 3841 finished with value: 0.996753931659351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:50:19,342] Trial 3842 finished with value: 0.997584736386624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:50:21,668] Trial 3843 finished with value: 0.9974875305709744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:18,172] Trial 3844 finished with value: 0.9897320555649755 and parameters: {'classifier': 'SVC', 'svc_c': 570719378.2856226, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:19,833] Trial 3845 finished with value: 0.9974821071973459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:21,942] Trial 3846 finished with value: 0.9973438846748116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:24,653] Trial 3847 finished with value: 0.9973324853388476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:34,835] Trial 3848 finished with value: 0.9967613005984454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:39,989] Trial 3849 finished with value: 0.9971743591176151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:41,900] Trial 3850 finished with value: 0.9969122197756493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:43,912] Trial 3851 finished with value: 0.9975721572574255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:45,825] Trial 3852 finished with value: 0.99731305818483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:47,051] Trial 3853 finished with value: 0.9975460567005557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:50,196] Trial 3854 finished with value: 0.9971996036079066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:51,303] Trial 3855 finished with value: 0.9958718970617829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:54,041] Trial 3856 finished with value: 0.9973502505690783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:55,769] Trial 3857 finished with value: 0.9974140216100343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:00,298] Trial 3858 finished with value: 0.9975597746176121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:01,127] Trial 3859 finished with value: 0.989703187906905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:12,330] Trial 3860 finished with value: 0.9969774430480376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:14,875] Trial 3861 finished with value: 0.9976502315894035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:19,382] Trial 3862 finished with value: 0.9972598429497331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:21,622] Trial 3863 finished with value: 0.9973641703074883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:23,827] Trial 3864 finished with value: 0.9973808663193543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:25,528] Trial 3865 finished with value: 0.9852049898326953 and parameters: {'classifier': 'SVC', 'svc_c': 3.077253047652247e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:27,311] Trial 3866 finished with value: 0.9975931267150564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:29,440] Trial 3867 finished with value: 0.9974818245395419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:32,384] Trial 3868 finished with value: 0.9975576711243187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:33,312] Trial 3869 finished with value: 0.9966692540652962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:34,425] Trial 3870 finished with value: 0.9971919365546474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:35,994] Trial 3871 finished with value: 0.9975846271764843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:36,500] Trial 3872 finished with value: 0.9945924145204753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 10}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:43,630] Trial 3873 finished with value: 0.9969939048024087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:44,964] Trial 3874 finished with value: 0.9963521094067765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:48,041] Trial 3875 finished with value: 0.9974884947368655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:49,482] Trial 3876 finished with value: 0.9974772990313158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:52,185] Trial 3877 finished with value: 0.9974341374449063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:54,650] Trial 3878 finished with value: 0.9975527837087337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:56,721] Trial 3879 finished with value: 0.997476080263931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:57,775] Trial 3880 finished with value: 0.9939016798428062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:59,025] Trial 3881 finished with value: 0.9967425545081842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:01,091] Trial 3882 finished with value: 0.9975067404790153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:19,587] Trial 3883 finished with value: 0.9906790716238149 and parameters: {'classifier': 'SVC', 'svc_c': 9483374.721714305, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:21,437] Trial 3884 finished with value: 0.9969941424241219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:25,406] Trial 3885 finished with value: 0.997475868635564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:27,536] Trial 3886 finished with value: 0.9974322909651875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:29,752] Trial 3887 finished with value: 0.99760441169934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:32,618] Trial 3888 finished with value: 0.9974328874791584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:34,427] Trial 3889 finished with value: 0.9976069252146601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:35,935] Trial 3890 finished with value: 0.9972614221645332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:38,358] Trial 3891 finished with value: 0.9977675229302232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:40,524] Trial 3892 finished with value: 0.9973879913843677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:42,564] Trial 3893 finished with value: 0.9975005400661981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:48,265] Trial 3894 finished with value: 0.9973364895519437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:50,518] Trial 3895 finished with value: 0.9972672534654863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:52,965] Trial 3896 finished with value: 0.9973899905868974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:54,976] Trial 3897 finished with value: 0.9973895719638975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:57,169] Trial 3898 finished with value: 0.9974607966524234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:59,001] Trial 3899 finished with value: 0.9975324597049268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:01,206] Trial 3900 finished with value: 0.997204366737846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:02,929] Trial 3901 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 1.0090156545670163e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:05,439] Trial 3902 finished with value: 0.9973824369966572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:07,421] Trial 3903 finished with value: 0.9974787108921296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:22,864] Trial 3904 finished with value: 0.9963675370766464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:24,398] Trial 3905 finished with value: 0.9968377115784307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:25,643] Trial 3906 finished with value: 0.9961837684352384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:28,085] Trial 3907 finished with value: 0.9973569224802489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:37,814] Trial 3908 finished with value: 0.996405881419984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:39,111] Trial 3909 finished with value: 0.9975107269823589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:41,343] Trial 3910 finished with value: 0.9974380085492182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:50,919] Trial 3911 finished with value: 0.9968694794147478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:52,566] Trial 3912 finished with value: 0.9973893697616892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:53,554] Trial 3913 finished with value: 0.9932899632555316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:55,387] Trial 3914 finished with value: 0.9972099678754943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:57,289] Trial 3915 finished with value: 0.9974351383315563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:02,220] Trial 3916 finished with value: 0.996173122461984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:04,241] Trial 3917 finished with value: 0.9974094844857341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:06,680] Trial 3918 finished with value: 0.9975220607160682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:07,801] Trial 3919 finished with value: 0.9963784694210398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:08,550] Trial 3920 finished with value: 0.9934511650704253 and parameters: {'classifier': 'SVC', 'svc_c': 171.8480743364058, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:10,584] Trial 3921 finished with value: 0.9969570693109299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:25,861] Trial 3922 finished with value: 0.9965896718018584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:32,004] Trial 3923 finished with value: 0.9969820358406277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:34,238] Trial 3924 finished with value: 0.9974671822241925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:36,072] Trial 3925 finished with value: 0.997551530569195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:38,138] Trial 3926 finished with value: 0.9971842727386546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:40,804] Trial 3927 finished with value: 0.9975326815211621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:43,157] Trial 3928 finished with value: 0.9975858006538751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:44,744] Trial 3929 finished with value: 0.9973910981763922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:45,607] Trial 3930 finished with value: 0.9967819781942793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:46,768] Trial 3931 finished with value: 0.9968786631591292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:48,618] Trial 3932 finished with value: 0.9975911108501258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:50,750] Trial 3933 finished with value: 0.9969873530509558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:51,878] Trial 3934 finished with value: 0.9953908874605535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:58,865] Trial 3935 finished with value: 0.997039366593662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:04,394] Trial 3936 finished with value: 0.9972552139441908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:20,696] Trial 3937 finished with value: 0.9965117347680682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:34,923] Trial 3938 finished with value: 0.9967670474765647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:36,261] Trial 3939 finished with value: 0.9867343545361035 and parameters: {'classifier': 'SVC', 'svc_c': 58425690.805051334, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:42,790] Trial 3940 finished with value: 0.9961851836285325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 45, 'rf_n_estimators': 74}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:43,970] Trial 3941 finished with value: 0.9974077657828309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:44,925] Trial 3942 finished with value: 0.9971515477505241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:46,503] Trial 3943 finished with value: 0.9970015629055778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:48,442] Trial 3944 finished with value: 0.9973735416863788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:49,916] Trial 3945 finished with value: 0.9962919301130708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:51,963] Trial 3946 finished with value: 0.9974958432367474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:54,016] Trial 3947 finished with value: 0.9972879026558932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:56,628] Trial 3948 finished with value: 0.9974273447709977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:08,166] Trial 3949 finished with value: 0.9968686861257506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:13,116] Trial 3950 finished with value: 0.9970641008018771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:15,289] Trial 3951 finished with value: 0.9974221200766701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:17,106] Trial 3952 finished with value: 0.9973289717620633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:19,220] Trial 3953 finished with value: 0.9975750079562745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:21,630] Trial 3954 finished with value: 0.9973742856546677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:24,149] Trial 3955 finished with value: 0.9974531463567792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:25,763] Trial 3956 finished with value: 0.9973995980958192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:26,873] Trial 3957 finished with value: 0.9964658732061323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:28,670] Trial 3958 finished with value: 0.9972411126966878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:30,329] Trial 3959 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.383881933012701e-06, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:31,931] Trial 3960 finished with value: 0.997301103562437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:42,249] Trial 3961 finished with value: 0.9964976626877023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:44,237] Trial 3962 finished with value: 0.9974177603990103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:57,449] Trial 3963 finished with value: 0.9968930891489013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:59,618] Trial 3964 finished with value: 0.9972775504804482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:13,221] Trial 3965 finished with value: 0.9963061077854549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:14,044] Trial 3966 finished with value: 0.9976294423713489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 41}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:16,247] Trial 3967 finished with value: 0.997751933841356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:18,179] Trial 3968 finished with value: 0.9972419394374397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:20,150] Trial 3969 finished with value: 0.9972708066829172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:22,125] Trial 3970 finished with value: 0.9974449817166064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:23,927] Trial 3971 finished with value: 0.9977392650208308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:26,106] Trial 3972 finished with value: 0.9973815203106757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:27,410] Trial 3973 finished with value: 0.9970910012809666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:29,207] Trial 3974 finished with value: 0.9968529227005577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:33,265] Trial 3975 finished with value: 0.9973816445011076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:35,257] Trial 3976 finished with value: 0.9976557881670297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:36,988] Trial 3977 finished with value: 0.9853938530430103 and parameters: {'classifier': 'SVC', 'svc_c': 0.046844399953622974, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:39,202] Trial 3978 finished with value: 0.9972064498236649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:41,066] Trial 3979 finished with value: 0.9973256869203779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:42,723] Trial 3980 finished with value: 0.9971802944236913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:44,886] Trial 3981 finished with value: 0.9976196396108201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:46,899] Trial 3982 finished with value: 0.9972672822200305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:49,129] Trial 3983 finished with value: 0.9974917864022009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:50,166] Trial 3984 finished with value: 0.9968484070310827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:00,419] Trial 3985 finished with value: 0.996495637110972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:02,061] Trial 3986 finished with value: 0.9974414206599126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:04,291] Trial 3987 finished with value: 0.9973984401065272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:19,368] Trial 3988 finished with value: 0.9961951044223393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:28,682] Trial 3989 finished with value: 0.9963830480585232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:29,452] Trial 3990 finished with value: 0.9892546388535611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:31,523] Trial 3991 finished with value: 0.9974969076309502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:33,404] Trial 3992 finished with value: 0.9973589809057137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:35,730] Trial 3993 finished with value: 0.9973439797298446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:37,448] Trial 3994 finished with value: 0.9971744763574453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:38,311] Trial 3995 finished with value: 0.9903494346075356 and parameters: {'classifier': 'SVC', 'svc_c': 6.213862587750728, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:40,133] Trial 3996 finished with value: 0.9973608692159944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:41,456] Trial 3997 finished with value: 0.9972374142148546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:43,457] Trial 3998 finished with value: 0.9975498568389067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:45,580] Trial 3999 finished with value: 0.9973969566767321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:46,740] Trial 4000 finished with value: 0.9973121248364473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:48,465] Trial 4001 finished with value: 0.996769903856499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:49,432] Trial 4002 finished with value: 0.9934431378236542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:51,158] Trial 4003 finished with value: 0.9971585202831541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:53,333] Trial 4004 finished with value: 0.9975799333621348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:54,756] Trial 4005 finished with value: 0.9974409764561596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:56,518] Trial 4006 finished with value: 0.9974190677786329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:58,927] Trial 4007 finished with value: 0.9970416672428367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:01,044] Trial 4008 finished with value: 0.9975785222312928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:03,011] Trial 4009 finished with value: 0.9973571421383065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:05,192] Trial 4010 finished with value: 0.9975135085243076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:06,186] Trial 4011 finished with value: 0.9951695876962109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:13,412] Trial 4012 finished with value: 0.9961097906101916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:15,651] Trial 4013 finished with value: 0.9975669450995711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:17,366] Trial 4014 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.8552672675644956e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:19,316] Trial 4015 finished with value: 0.9974810917747342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:21,627] Trial 4016 finished with value: 0.9973361807421038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:25,696] Trial 4017 finished with value: 0.9970755775148596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:28,187] Trial 4018 finished with value: 0.9973235950114206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:31,989] Trial 4019 finished with value: 0.9962642478975825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:32,752] Trial 4020 finished with value: 0.9884985922595283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:33,484] Trial 4021 finished with value: 0.9936537005904237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:35,844] Trial 4022 finished with value: 0.9973199182383161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:37,579] Trial 4023 finished with value: 0.9974582911033179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:42,409] Trial 4024 finished with value: 0.9971269968604624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:44,236] Trial 4025 finished with value: 0.9974427666328305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:46,082] Trial 4026 finished with value: 0.9973390045906833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:48,717] Trial 4027 finished with value: 0.997041467484447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:51,487] Trial 4028 finished with value: 0.9971346646754314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:53,562] Trial 4029 finished with value: 0.9974446502776387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:59,209] Trial 4030 finished with value: 0.9971268577849518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:00,912] Trial 4031 finished with value: 0.9970818059839871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:02,831] Trial 4032 finished with value: 0.9973865715890771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:04,500] Trial 4033 finished with value: 0.9852270306033929 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006451768530372761, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:05,959] Trial 4034 finished with value: 0.9976140856991781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:07,007] Trial 4035 finished with value: 0.9971219321569261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:09,153] Trial 4036 finished with value: 0.9974054806852308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:11,457] Trial 4037 finished with value: 0.9970729835122064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:12,578] Trial 4038 finished with value: 0.9971879065068946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:14,306] Trial 4039 finished with value: 0.9972075155508601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:16,751] Trial 4040 finished with value: 0.9974264529675357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:18,022] Trial 4041 finished with value: 0.997597237091453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:18,805] Trial 4042 finished with value: 0.9950857910512537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:24,171] Trial 4043 finished with value: 0.9971938737413056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:30,271] Trial 4044 finished with value: 0.9967101091944941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:30,863] Trial 4045 finished with value: 0.9877660581547004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:33,468] Trial 4046 finished with value: 0.9973385297281115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:35,546] Trial 4047 finished with value: 0.9974555946824372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:37,258] Trial 4048 finished with value: 0.9973435924004216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:40,197] Trial 4049 finished with value: 0.9967341231426371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 64}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:42,730] Trial 4050 finished with value: 0.9975432914084158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:44,472] Trial 4051 finished with value: 0.9854040109507235 and parameters: {'classifier': 'SVC', 'svc_c': 0.19482390934982532, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:45,964] Trial 4052 finished with value: 0.9972607560810691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:47,962] Trial 4053 finished with value: 0.9976768098335186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:50,357] Trial 4054 finished with value: 0.9974538231993938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:52,666] Trial 4055 finished with value: 0.9970978206464555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:54,686] Trial 4056 finished with value: 0.9971911087665447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:56,761] Trial 4057 finished with value: 0.9974593619720539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:01,914] Trial 4058 finished with value: 0.9969711590375722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:03,701] Trial 4059 finished with value: 0.9975072650431501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:05,771] Trial 4060 finished with value: 0.9975574572425602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:08,285] Trial 4061 finished with value: 0.9973949965753045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:10,159] Trial 4062 finished with value: 0.9972568045846374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:16,370] Trial 4063 finished with value: 0.9964791643435471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:18,344] Trial 4064 finished with value: 0.9964024475053476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:20,392] Trial 4065 finished with value: 0.9972554743219836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:27,086] Trial 4066 finished with value: 0.9967764794431204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:29,427] Trial 4067 finished with value: 0.9969698587037653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:33,555] Trial 4068 finished with value: 0.9971491764845052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:35,381] Trial 4069 finished with value: 0.9973421675588038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:37,101] Trial 4070 finished with value: 0.9853823816302585 and parameters: {'classifier': 'SVC', 'svc_c': 0.010549173625759667, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:38,216] Trial 4071 finished with value: 0.9917144561731822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:39,773] Trial 4072 finished with value: 0.9974502322455909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:41,507] Trial 4073 finished with value: 0.9974799474327426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:45,003] Trial 4074 finished with value: 0.9965043719543901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:47,355] Trial 4075 finished with value: 0.9973936142624827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:49,475] Trial 4076 finished with value: 0.9976777715238526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:05,751] Trial 4077 finished with value: 0.9963619182609834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 71, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:07,376] Trial 4078 finished with value: 0.9973230215074326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:08,101] Trial 4079 finished with value: 0.9970806410440934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 31}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:10,188] Trial 4080 finished with value: 0.9975184765541777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:11,730] Trial 4081 finished with value: 0.9974804076324008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:14,258] Trial 4082 finished with value: 0.9970872956263664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:24,209] Trial 4083 finished with value: 0.9968468187392414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:25,065] Trial 4084 finished with value: 0.996607931127833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:27,125] Trial 4085 finished with value: 0.9974923569228257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:28,193] Trial 4086 finished with value: 0.9965124349063071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:30,385] Trial 4087 finished with value: 0.9975119954830447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:37,375] Trial 4088 finished with value: 0.9965098621363139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:39,245] Trial 4089 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 4198547988.3958297, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:40,771] Trial 4090 finished with value: 0.9974268674646073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:42,734] Trial 4091 finished with value: 0.9975585355697046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:49,356] Trial 4092 finished with value: 0.9969985230805382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:51,464] Trial 4093 finished with value: 0.9975613735416525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:06,581] Trial 4094 finished with value: 0.9957895411908734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:08,928] Trial 4095 finished with value: 0.997178899161803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:11,408] Trial 4096 finished with value: 0.9972154939847294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:13,503] Trial 4097 finished with value: 0.9975710635056583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:19,856] Trial 4098 finished with value: 0.9972545644913903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:21,575] Trial 4099 finished with value: 0.9974373756953434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:23,788] Trial 4100 finished with value: 0.9977323800213496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:26,454] Trial 4101 finished with value: 0.9972383672090022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:28,799] Trial 4102 finished with value: 0.9974076807887147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:40,595] Trial 4103 finished with value: 0.996699976581893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:43,039] Trial 4104 finished with value: 0.9975558953883957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:45,343] Trial 4105 finished with value: 0.9974031157985316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:47,255] Trial 4106 finished with value: 0.9967847900141916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:49,968] Trial 4107 finished with value: 0.9971937870650803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:51,655] Trial 4108 finished with value: 0.9853366605720387 and parameters: {'classifier': 'SVC', 'svc_c': 0.0024492968767929166, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:54,121] Trial 4109 finished with value: 0.9974790893032003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:55,293] Trial 4110 finished with value: 0.9955599518342165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:57,914] Trial 4111 finished with value: 0.9968502131084452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:00,090] Trial 4112 finished with value: 0.9971667716312899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:02,236] Trial 4113 finished with value: 0.9974855858306942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:04,415] Trial 4114 finished with value: 0.9975699759110451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:06,900] Trial 4115 finished with value: 0.9970589313949842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:09,020] Trial 4116 finished with value: 0.997366159861694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:11,281] Trial 4117 finished with value: 0.9978072973836715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:14,124] Trial 4118 finished with value: 0.9973026162545827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:16,567] Trial 4119 finished with value: 0.997450769758792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:19,142] Trial 4120 finished with value: 0.9975685458009345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:21,676] Trial 4121 finished with value: 0.9973452751760137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:24,081] Trial 4122 finished with value: 0.9974483683417611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:26,254] Trial 4123 finished with value: 0.9973602153833627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:28,771] Trial 4124 finished with value: 0.9973103070477968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:31,664] Trial 4125 finished with value: 0.9973211075211847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:34,450] Trial 4126 finished with value: 0.997494353713274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:36,031] Trial 4127 finished with value: 0.9868959411731253 and parameters: {'classifier': 'SVC', 'svc_c': 395228.09536311816, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:38,625] Trial 4128 finished with value: 0.9974688784249194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:41,047] Trial 4129 finished with value: 0.9973843367325846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:43,340] Trial 4130 finished with value: 0.9975809955346842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:45,609] Trial 4131 finished with value: 0.9973525836226566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:47,973] Trial 4132 finished with value: 0.9971997042170733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:50,147] Trial 4133 finished with value: 0.9972948700469821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:52,915] Trial 4134 finished with value: 0.9972301488365521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:55,302] Trial 4135 finished with value: 0.9974154772374227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:57,857] Trial 4136 finished with value: 0.9975588395236442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:58,665] Trial 4137 finished with value: 0.9968594487760433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 24}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:00,849] Trial 4138 finished with value: 0.9974037880074119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:04,104] Trial 4139 finished with value: 0.997299226550851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:05,810] Trial 4140 finished with value: 0.9966422500888904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:08,375] Trial 4141 finished with value: 0.9970311109609087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:12,342] Trial 4142 finished with value: 0.9973058865920441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:14,857] Trial 4143 finished with value: 0.9974249010790741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:17,435] Trial 4144 finished with value: 0.9969925547353006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:19,792] Trial 4145 finished with value: 0.9974210988777593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:20,610] Trial 4146 finished with value: 0.9960528591517708 and parameters: {'classifier': 'SVC', 'svc_c': 10079.41774140872, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:22,886] Trial 4147 finished with value: 0.9972640626949589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:26,327] Trial 4148 finished with value: 0.9970808891075782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:27,167] Trial 4149 finished with value: 0.9898830668773249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:29,558] Trial 4150 finished with value: 0.997275013320387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:44,462] Trial 4151 finished with value: 0.9964817877989786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:58,536] Trial 4152 finished with value: 0.9960877755154608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:00,986] Trial 4153 finished with value: 0.9974174012845872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:03,427] Trial 4154 finished with value: 0.9974097497511648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:04,617] Trial 4155 finished with value: 0.9946380709285775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 30, 'rf_n_estimators': 15}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:07,779] Trial 4156 finished with value: 0.9947496568727227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:10,792] Trial 4157 finished with value: 0.9974600465269802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:22,926] Trial 4158 finished with value: 0.9966057616514298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:24,648] Trial 4159 finished with value: 0.9964905550468002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:26,974] Trial 4160 finished with value: 0.9974802837593479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:27,970] Trial 4161 finished with value: 0.993919153528619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:30,100] Trial 4162 finished with value: 0.9972550966408846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:32,942] Trial 4163 finished with value: 0.9975554087510604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:33,733] Trial 4164 finished with value: 0.9915694791257043 and parameters: {'classifier': 'SVC', 'svc_c': 54.69010604680373, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:35,308] Trial 4165 finished with value: 0.9966242016930492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:38,754] Trial 4166 finished with value: 0.9968874959457299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:40,955] Trial 4167 finished with value: 0.9976090409587858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:48,184] Trial 4168 finished with value: 0.9968699116850476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:51,015] Trial 4169 finished with value: 0.9973538849403386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:53,208] Trial 4170 finished with value: 0.9973325758553596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:55,405] Trial 4171 finished with value: 0.9973989257599873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:01,649] Trial 4172 finished with value: 0.9960570529353882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:06,354] Trial 4173 finished with value: 0.9968429215146314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:08,846] Trial 4174 finished with value: 0.9974071377848558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:20,446] Trial 4175 finished with value: 0.9964672778307033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:22,644] Trial 4176 finished with value: 0.9974772946832223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:24,860] Trial 4177 finished with value: 0.9970967740572187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:28,046] Trial 4178 finished with value: 0.996694533467286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:30,361] Trial 4179 finished with value: 0.9973397604924253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:32,922] Trial 4180 finished with value: 0.9973199991382421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:33,811] Trial 4181 finished with value: 0.995900565818387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 36}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:35,050] Trial 4182 finished with value: 0.9970353453373098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:36,943] Trial 4183 finished with value: 0.9974712421373161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:39,053] Trial 4184 finished with value: 0.997258878434725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:40,316] Trial 4185 finished with value: 0.99749350031268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:10:55,291] Trial 4186 finished with value: 0.9899408348835106 and parameters: {'classifier': 'SVC', 'svc_c': 221628871.48924357, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:10:57,352] Trial 4187 finished with value: 0.9970463792112693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:10:59,290] Trial 4188 finished with value: 0.9975046202915826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:02,265] Trial 4189 finished with value: 0.9975482487743489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:04,983] Trial 4190 finished with value: 0.9971945464262545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:05,868] Trial 4191 finished with value: 0.997280888641818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:08,230] Trial 4192 finished with value: 0.9974365388619372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:09,361] Trial 4193 finished with value: 0.9973327141056846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:14,244] Trial 4194 finished with value: 0.9971774899352354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:16,264] Trial 4195 finished with value: 0.9977086829444747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:18,464] Trial 4196 finished with value: 0.9975659362784443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:21,167] Trial 4197 finished with value: 0.9973362616102922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:23,162] Trial 4198 finished with value: 0.995647692485459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:25,170] Trial 4199 finished with value: 0.9973397984192248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:27,188] Trial 4200 finished with value: 0.9975391918546457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:29,532] Trial 4201 finished with value: 0.9974017271063902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:31,281] Trial 4202 finished with value: 0.9971188006093339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:32,436] Trial 4203 finished with value: 0.9867876090309918 and parameters: {'classifier': 'SVC', 'svc_c': 1191209.8059981118, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:34,367] Trial 4204 finished with value: 0.9975988177661966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:36,283] Trial 4205 finished with value: 0.9974441081941793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:38,372] Trial 4206 finished with value: 0.9975915839671123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:38,766] Trial 4207 finished with value: 0.9932952819258033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 7}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:41,115] Trial 4208 finished with value: 0.9976277602622531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:43,028] Trial 4209 finished with value: 0.9973731997739015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:45,027] Trial 4210 finished with value: 0.9972883724403995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:47,581] Trial 4211 finished with value: 0.9976765143218621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:51,986] Trial 4212 finished with value: 0.997324198602945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:54,515] Trial 4213 finished with value: 0.9975539808943413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:57,949] Trial 4214 finished with value: 0.9973506133650987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:07,599] Trial 4215 finished with value: 0.9968944068750815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:09,132] Trial 4216 finished with value: 0.9963539949558594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:10,957] Trial 4217 finished with value: 0.9974157879832748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:12,838] Trial 4218 finished with value: 0.9974596555159602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:14,249] Trial 4219 finished with value: 0.9971603498465681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:16,476] Trial 4220 finished with value: 0.9973499048480523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:17,893] Trial 4221 finished with value: 0.9966853097014031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:18,606] Trial 4222 finished with value: 0.9955226154550819 and parameters: {'classifier': 'SVC', 'svc_c': 4825.380904278356, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:21,370] Trial 4223 finished with value: 0.9976098775065507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:22,367] Trial 4224 finished with value: 0.9970900034094181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:33,172] Trial 4225 finished with value: 0.9968135693456656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:34,289] Trial 4226 finished with value: 0.9943965864581039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:36,216] Trial 4227 finished with value: 0.997341885535758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:37,970] Trial 4228 finished with value: 0.9972253920541944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:41,003] Trial 4229 finished with value: 0.9971326941004944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:42,200] Trial 4230 finished with value: 0.997438120488818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:43,114] Trial 4231 finished with value: 0.9895266050768655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:49,728] Trial 4232 finished with value: 0.9972667368040907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:52,099] Trial 4233 finished with value: 0.9973575513668852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:54,475] Trial 4234 finished with value: 0.9974053245982021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:56,421] Trial 4235 finished with value: 0.9974375213723384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:00,405] Trial 4236 finished with value: 0.997286865143698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:02,386] Trial 4237 finished with value: 0.9963566126667295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:04,437] Trial 4238 finished with value: 0.9973811410426814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:05,532] Trial 4239 finished with value: 0.997248637119791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:07,040] Trial 4240 finished with value: 0.9874838176090383 and parameters: {'classifier': 'SVC', 'svc_c': 2.442542332944746, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:09,523] Trial 4241 finished with value: 0.9973351617331088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:10,410] Trial 4242 finished with value: 0.9969134047421626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:12,319] Trial 4243 finished with value: 0.9974969806916133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:14,390] Trial 4244 finished with value: 0.9972236473262068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:16,612] Trial 4245 finished with value: 0.9975266225959366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:18,114] Trial 4246 finished with value: 0.9975057480981245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:20,450] Trial 4247 finished with value: 0.9972021927229223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:26,011] Trial 4248 finished with value: 0.9972944228598659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:27,854] Trial 4249 finished with value: 0.9972175105796323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:29,813] Trial 4250 finished with value: 0.9975901323069626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:40,918] Trial 4251 finished with value: 0.9963036887856234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:42,425] Trial 4252 finished with value: 0.9976076725154294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:44,605] Trial 4253 finished with value: 0.9973011470751079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:45,559] Trial 4254 finished with value: 0.9970031322181506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:49,551] Trial 4255 finished with value: 0.9975498945435408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:50,840] Trial 4256 finished with value: 0.9942971990104329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:53,356] Trial 4257 finished with value: 0.9970971051153316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:55,012] Trial 4258 finished with value: 0.9850749531512558 and parameters: {'classifier': 'SVC', 'svc_c': 2.616940715361632e-10, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:56,914] Trial 4259 finished with value: 0.9975151236664188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:59,035] Trial 4260 finished with value: 0.9972231644656827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:01,661] Trial 4261 finished with value: 0.9972219913056709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:06,551] Trial 4262 finished with value: 0.9970450211144707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:08,371] Trial 4263 finished with value: 0.9973427642314642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:13,077] Trial 4264 finished with value: 0.9973846745826096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:14,876] Trial 4265 finished with value: 0.9970647345444136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:17,067] Trial 4266 finished with value: 0.9973068028654328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:21,264] Trial 4267 finished with value: 0.9975936673068345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:22,528] Trial 4268 finished with value: 0.9971013047704617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:24,188] Trial 4269 finished with value: 0.9974006746139027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:27,095] Trial 4270 finished with value: 0.9973360233855586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:29,043] Trial 4271 finished with value: 0.9973639168485593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:30,951] Trial 4272 finished with value: 0.9974726177534396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:32,781] Trial 4273 finished with value: 0.9974670549234457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:34,933] Trial 4274 finished with value: 0.9974331127548256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:37,150] Trial 4275 finished with value: 0.9973363387968831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:53,178] Trial 4276 finished with value: 0.9962639535284907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:54,887] Trial 4277 finished with value: 0.9852053998547218 and parameters: {'classifier': 'SVC', 'svc_c': 1.5522525014435046e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:57,171] Trial 4278 finished with value: 0.997363440494306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:59,662] Trial 4279 finished with value: 0.9973200072314086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:01,334] Trial 4280 finished with value: 0.9972728481920773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:03,385] Trial 4281 finished with value: 0.997229723612068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:05,493] Trial 4282 finished with value: 0.9975920118575808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:08,579] Trial 4283 finished with value: 0.9971017029859869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:09,489] Trial 4284 finished with value: 0.9962615756927251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:10,079] Trial 4285 finished with value: 0.987533697824818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:12,804] Trial 4286 finished with value: 0.9973636282557669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:25,762] Trial 4287 finished with value: 0.9967618750863084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:27,485] Trial 4288 finished with value: 0.9976600074044487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:40,891] Trial 4289 finished with value: 0.9964673927854042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:41,905] Trial 4290 finished with value: 0.9918814790376852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:44,008] Trial 4291 finished with value: 0.9977012514499647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:45,020] Trial 4292 finished with value: 0.9950791405949088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:46,987] Trial 4293 finished with value: 0.9974034023283602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:49,056] Trial 4294 finished with value: 0.9973801781145687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:50,703] Trial 4295 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 9.819483089960504e-05, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:52,972] Trial 4296 finished with value: 0.997432588857187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:01,804] Trial 4297 finished with value: 0.9967898375792578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:03,784] Trial 4298 finished with value: 0.9974535428901952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:06,752] Trial 4299 finished with value: 0.997487340016578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:08,503] Trial 4300 finished with value: 0.9974134652127787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:10,143] Trial 4301 finished with value: 0.9975477732770193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:13,754] Trial 4302 finished with value: 0.997309966373098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:15,730] Trial 4303 finished with value: 0.9975708310889618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:21,947] Trial 4304 finished with value: 0.9966068462944175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:23,792] Trial 4305 finished with value: 0.9973871210674691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:25,417] Trial 4306 finished with value: 0.9975150155671061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:27,088] Trial 4307 finished with value: 0.9972750009426031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:28,113] Trial 4308 finished with value: 0.9968454170345579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:30,605] Trial 4309 finished with value: 0.9972430577226093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:32,877] Trial 4310 finished with value: 0.9975923599906878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:35,440] Trial 4311 finished with value: 0.9974474423883106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:37,245] Trial 4312 finished with value: 0.9975385116478129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:39,074] Trial 4313 finished with value: 0.9975588639618332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:40,822] Trial 4314 finished with value: 0.9852043340957891 and parameters: {'classifier': 'SVC', 'svc_c': 4.180114943753457e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:43,568] Trial 4315 finished with value: 0.9975922121872528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:46,963] Trial 4316 finished with value: 0.9972147382734146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:49,087] Trial 4317 finished with value: 0.9974753451505182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:50,117] Trial 4318 finished with value: 0.9971191701655285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:51,818] Trial 4319 finished with value: 0.9971879894697849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:56,393] Trial 4320 finished with value: 0.996392485864854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:56,996] Trial 4321 finished with value: 0.9966869554071193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 18}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:58,731] Trial 4322 finished with value: 0.9973187783396315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:59,787] Trial 4323 finished with value: 0.997069068228727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:01,235] Trial 4324 finished with value: 0.9958266134154039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:02,923] Trial 4325 finished with value: 0.9971691680654692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 59}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:07,192] Trial 4326 finished with value: 0.9970048360042375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:09,495] Trial 4327 finished with value: 0.9976665732475324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:11,718] Trial 4328 finished with value: 0.9974979493642873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:13,566] Trial 4329 finished with value: 0.9972984037456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:14,687] Trial 4330 finished with value: 0.9940273689387288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:16,344] Trial 4331 finished with value: 0.997250439261653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:18,209] Trial 4332 finished with value: 0.9969600083363752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:19,008] Trial 4333 finished with value: 0.9912740282790778 and parameters: {'classifier': 'SVC', 'svc_c': 14.30493787779267, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:20,748] Trial 4334 finished with value: 0.9970387779189543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:31,794] Trial 4335 finished with value: 0.9968916910940773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:32,690] Trial 4336 finished with value: 0.9970848621223111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:33,797] Trial 4337 finished with value: 0.9965800165908617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 43}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:35,824] Trial 4338 finished with value: 0.9974090980767106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:37,526] Trial 4339 finished with value: 0.9976744664333825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:41,122] Trial 4340 finished with value: 0.997403035025557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:42,520] Trial 4341 finished with value: 0.9971528311362885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:44,210] Trial 4342 finished with value: 0.9975815229552305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:56,244] Trial 4343 finished with value: 0.9963936301751076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:58,280] Trial 4344 finished with value: 0.9977635279211201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:00,560] Trial 4345 finished with value: 0.9973790657643876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:03,224] Trial 4346 finished with value: 0.9973449614785362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:05,013] Trial 4347 finished with value: 0.9974830495592945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:19,689] Trial 4348 finished with value: 0.9962887846325373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:22,080] Trial 4349 finished with value: 0.9975284002678718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:31,852] Trial 4350 finished with value: 0.9967506047014624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:36,671] Trial 4351 finished with value: 0.9971522751833634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:37,470] Trial 4352 finished with value: 0.9898352927573469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:39,197] Trial 4353 finished with value: 0.9852070376894368 and parameters: {'classifier': 'SVC', 'svc_c': 0.00029740198773422637, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:40,571] Trial 4354 finished with value: 0.99743571189902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:42,549] Trial 4355 finished with value: 0.9975728638701975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:44,691] Trial 4356 finished with value: 0.9973949886090899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:46,468] Trial 4357 finished with value: 0.9974514472996406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:56,869] Trial 4358 finished with value: 0.9970681983244211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:04,971] Trial 4359 finished with value: 0.9971736126102934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:07,204] Trial 4360 finished with value: 0.9975257533263888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:15,099] Trial 4361 finished with value: 0.9972733397170503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:17,181] Trial 4362 finished with value: 0.9974501251301534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:19,369] Trial 4363 finished with value: 0.9971775208162196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:24,494] Trial 4364 finished with value: 0.9959181339562124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:26,086] Trial 4365 finished with value: 0.9973415454640794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:29,214] Trial 4366 finished with value: 0.9973859525411918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:30,712] Trial 4367 finished with value: 0.9957422963005024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:38,819] Trial 4368 finished with value: 0.9969866965523396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:45,515] Trial 4369 finished with value: 0.9972956348353385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:47,313] Trial 4370 finished with value: 0.9971445716949862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:48,434] Trial 4371 finished with value: 0.9963792724218368 and parameters: {'classifier': 'SVC', 'svc_c': 52778.408857977076, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:50,518] Trial 4372 finished with value: 0.9975543244889277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:52,950] Trial 4373 finished with value: 0.9974470997458617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:54,891] Trial 4374 finished with value: 0.9973885601276695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:57,265] Trial 4375 finished with value: 0.9972802669914245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:58,939] Trial 4376 finished with value: 0.9974188526908337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:01,196] Trial 4377 finished with value: 0.997257241710837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:02,975] Trial 4378 finished with value: 0.9973910178794861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:05,130] Trial 4379 finished with value: 0.9976433691873122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:07,135] Trial 4380 finished with value: 0.9976453575354775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:09,021] Trial 4381 finished with value: 0.9974147944280816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:10,297] Trial 4382 finished with value: 0.9974645689883674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:12,426] Trial 4383 finished with value: 0.9970145132730801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:14,814] Trial 4384 finished with value: 0.9975436532205609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:18,272] Trial 4385 finished with value: 0.99687000067814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:20,820] Trial 4386 finished with value: 0.997279394833727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:22,691] Trial 4387 finished with value: 0.9973839628600346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:28,513] Trial 4388 finished with value: 0.9973660229760991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:30,235] Trial 4389 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.9228906370797985e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:34,382] Trial 4390 finished with value: 0.9970905900846377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:36,101] Trial 4391 finished with value: 0.9967721689274794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:37,903] Trial 4392 finished with value: 0.9974316534141021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:44,650] Trial 4393 finished with value: 0.9924468425063129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 69, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:54,266] Trial 4394 finished with value: 0.9966746760424569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:55,351] Trial 4395 finished with value: 0.9968330892695866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:57,016] Trial 4396 finished with value: 0.9974699564664223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:59,313] Trial 4397 finished with value: 0.9971251830390505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:03,318] Trial 4398 finished with value: 0.9975830082258241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:05,201] Trial 4399 finished with value: 0.9975167942863922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:06,605] Trial 4400 finished with value: 0.9950933781567243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:10,791] Trial 4401 finished with value: 0.9970559042333699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:12,676] Trial 4402 finished with value: 0.9973979522631516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:14,068] Trial 4403 finished with value: 0.9973744641803973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:21,405] Trial 4404 finished with value: 0.9970865523563113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:34,530] Trial 4405 finished with value: 0.9965477154942232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:36,385] Trial 4406 finished with value: 0.9974379570385944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:38,930] Trial 4407 finished with value: 0.997540896846773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:40,660] Trial 4408 finished with value: 0.9958355624579597 and parameters: {'classifier': 'SVC', 'svc_c': 131867.84648482525, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:41,603] Trial 4409 finished with value: 0.9969062723139547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:55,389] Trial 4410 finished with value: 0.9961272741030175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:56,109] Trial 4411 finished with value: 0.9885279042800413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:57,703] Trial 4412 finished with value: 0.9976060886351571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:14,478] Trial 4413 finished with value: 0.9956499211213217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:15,713] Trial 4414 finished with value: 0.9975501695842469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:23,355] Trial 4415 finished with value: 0.9969161228400343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:26,141] Trial 4416 finished with value: 0.99734065483492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:29,626] Trial 4417 finished with value: 0.9970207705919654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:30,779] Trial 4418 finished with value: 0.9972377698063699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:33,075] Trial 4419 finished with value: 0.9976093788722865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:35,114] Trial 4420 finished with value: 0.9973973822820712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:36,060] Trial 4421 finished with value: 0.9937757150079435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:38,180] Trial 4422 finished with value: 0.9975189837259392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:42,549] Trial 4423 finished with value: 0.9968022438638121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:50,851] Trial 4424 finished with value: 0.9969636027178721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:57,624] Trial 4425 finished with value: 0.9969709047217196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:01,376] Trial 4426 finished with value: 0.9975590915543676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:02,845] Trial 4427 finished with value: 0.9859450950470882 and parameters: {'classifier': 'SVC', 'svc_c': 0.5916493286430946, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:12,248] Trial 4428 finished with value: 0.9970736608626276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:14,297] Trial 4429 finished with value: 0.9974751043550142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:17,141] Trial 4430 finished with value: 0.9974818386311729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:19,721] Trial 4431 finished with value: 0.9975069774024945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:21,751] Trial 4432 finished with value: 0.9974767363499542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:33,620] Trial 4433 finished with value: 0.9969983743567039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:34,305] Trial 4434 finished with value: 0.9965119347803612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 73}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:36,939] Trial 4435 finished with value: 0.9970346852205721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:39,120] Trial 4436 finished with value: 0.9972819147283666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:41,126] Trial 4437 finished with value: 0.9973687021315581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:42,328] Trial 4438 finished with value: 0.9960625918984759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:43,683] Trial 4439 finished with value: 0.9970623901286646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:46,201] Trial 4440 finished with value: 0.9973425822780406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:47,363] Trial 4441 finished with value: 0.9972138606885351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:49,739] Trial 4442 finished with value: 0.9975965074369603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:51,434] Trial 4443 finished with value: 0.9973822245748426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:54,056] Trial 4444 finished with value: 0.9971787475180811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:55,860] Trial 4445 finished with value: 0.9974663658617366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:34,362] Trial 4446 finished with value: 0.9896998723746632 and parameters: {'classifier': 'SVC', 'svc_c': 22499114.884105507, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:43,932] Trial 4447 finished with value: 0.9969995344406978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:45,266] Trial 4448 finished with value: 0.9953026065031741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:47,354] Trial 4449 finished with value: 0.9973976430407191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:49,418] Trial 4450 finished with value: 0.997387631476497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:50,568] Trial 4451 finished with value: 0.9973723222524981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:52,862] Trial 4452 finished with value: 0.9973864189297421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:55,379] Trial 4453 finished with value: 0.9975229515673929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:57,038] Trial 4454 finished with value: 0.9973200518549067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:59,329] Trial 4455 finished with value: 0.9974532884473909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:00,369] Trial 4456 finished with value: 0.9941731205498386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:02,343] Trial 4457 finished with value: 0.9965361618802909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:03,888] Trial 4458 finished with value: 0.9974865403165234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:05,727] Trial 4459 finished with value: 0.9974875655778864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:07,223] Trial 4460 finished with value: 0.9974643237495563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:09,319] Trial 4461 finished with value: 0.9973764014622692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:11,685] Trial 4462 finished with value: 0.9971738492163936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:13,893] Trial 4463 finished with value: 0.9975051959854863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:16,182] Trial 4464 finished with value: 0.9971622818916854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:18,128] Trial 4465 finished with value: 0.997416823749885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:32,360] Trial 4466 finished with value: 0.9966467754384271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:34,501] Trial 4467 finished with value: 0.9972437758562416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:37,521] Trial 4468 finished with value: 0.9971911561829785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:38,262] Trial 4469 finished with value: 0.9928288495137373 and parameters: {'classifier': 'SVC', 'svc_c': 570.5830892737323, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:40,996] Trial 4470 finished with value: 0.9974401688216282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:43,476] Trial 4471 finished with value: 0.9971557585773976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:45,293] Trial 4472 finished with value: 0.9973305153034552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:47,217] Trial 4473 finished with value: 0.9972791231255012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:49,262] Trial 4474 finished with value: 0.9971128026843664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:52,358] Trial 4475 finished with value: 0.9974289981255495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:54,265] Trial 4476 finished with value: 0.9972290613054148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:55,068] Trial 4477 finished with value: 0.9943126696216913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 12}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:56,895] Trial 4478 finished with value: 0.9975412615788056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:00,076] Trial 4479 finished with value: 0.9958816624985323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:01,556] Trial 4480 finished with value: 0.9971921461200504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:02,507] Trial 4481 finished with value: 0.9968572853933186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:12,325] Trial 4482 finished with value: 0.9966958873746807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:13,997] Trial 4483 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.9491665652827284e-07, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:16,415] Trial 4484 finished with value: 0.997295173715281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:17,511] Trial 4485 finished with value: 0.9962419604916057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 28}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:18,977] Trial 4486 finished with value: 0.9974905336752551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:20,829] Trial 4487 finished with value: 0.9973822990319733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:23,410] Trial 4488 finished with value: 0.9975333446530007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:25,518] Trial 4489 finished with value: 0.9973990323358807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:27,367] Trial 4490 finished with value: 0.9974338500264163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:28,269] Trial 4491 finished with value: 0.9974034822126733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:30,567] Trial 4492 finished with value: 0.9973974965385382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:31,880] Trial 4493 finished with value: 0.9966150990390213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:33,126] Trial 4494 finished with value: 0.988748258254741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:35,402] Trial 4495 finished with value: 0.997407390164696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:40,303] Trial 4496 finished with value: 0.9970640928991384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:42,274] Trial 4497 finished with value: 0.9976095735843487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:45,119] Trial 4498 finished with value: 0.99732577880162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:46,841] Trial 4499 finished with value: 0.9973750603452513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:49,280] Trial 4500 finished with value: 0.9973786507912475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:51,255] Trial 4501 finished with value: 0.997162712162497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:52,988] Trial 4502 finished with value: 0.9852050716847587 and parameters: {'classifier': 'SVC', 'svc_c': 1.0422340143091936e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:54,809] Trial 4503 finished with value: 0.9974611635426336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:56,122] Trial 4504 finished with value: 0.9973699949752189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:57,477] Trial 4505 finished with value: 0.9973578353894194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:59,776] Trial 4506 finished with value: 0.9969677694290544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:01,401] Trial 4507 finished with value: 0.9968536549892967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:02,547] Trial 4508 finished with value: 0.9966726072386964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:04,022] Trial 4509 finished with value: 0.9971586078480407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:13,315] Trial 4510 finished with value: 0.9968962416752505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:16,794] Trial 4511 finished with value: 0.9976461313373993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:18,735] Trial 4512 finished with value: 0.9973567494134395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:20,474] Trial 4513 finished with value: 0.9975399940302571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:25,863] Trial 4514 finished with value: 0.9970187800221467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:28,055] Trial 4515 finished with value: 0.9975120042109694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:29,603] Trial 4516 finished with value: 0.9975058291567404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:31,752] Trial 4517 finished with value: 0.9973515049781332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:34,790] Trial 4518 finished with value: 0.9973624932764577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:42,834] Trial 4519 finished with value: 0.9966766441735749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:44,556] Trial 4520 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.6357485704665286e-06, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:46,263] Trial 4521 finished with value: 0.9976594779526763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:51,244] Trial 4522 finished with value: 0.997189679703785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:53,791] Trial 4523 finished with value: 0.9975229737839283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:56,070] Trial 4524 finished with value: 0.996957342955168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:58,084] Trial 4525 finished with value: 0.9973920481554385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:00,483] Trial 4526 finished with value: 0.9970551349699686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:11,948] Trial 4527 finished with value: 0.996639770660083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:14,249] Trial 4528 finished with value: 0.9972212845024715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:28,229] Trial 4529 finished with value: 0.9966657473756378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:31,383] Trial 4530 finished with value: 0.9972441088503667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:32,932] Trial 4531 finished with value: 0.997371834789977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:34,609] Trial 4532 finished with value: 0.9976831071104293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:37,245] Trial 4533 finished with value: 0.9972638339915975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:39,313] Trial 4534 finished with value: 0.9975985431698212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:40,781] Trial 4535 finished with value: 0.997306985993159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:44,015] Trial 4536 finished with value: 0.9970529746023448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:46,236] Trial 4537 finished with value: 0.997420112177954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:56,520] Trial 4538 finished with value: 0.9968082260467775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:57,286] Trial 4539 finished with value: 0.9930834134297827 and parameters: {'classifier': 'SVC', 'svc_c': 2347.0327412114957, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:58,395] Trial 4540 finished with value: 0.993986753176829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:02,457] Trial 4541 finished with value: 0.9971239369453273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:04,158] Trial 4542 finished with value: 0.9973536017112523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:06,002] Trial 4543 finished with value: 0.9974708588068698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:07,721] Trial 4544 finished with value: 0.9975435586733346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:09,059] Trial 4545 finished with value: 0.9965553917197377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:19,415] Trial 4546 finished with value: 0.9966097936986706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:34,898] Trial 4547 finished with value: 0.9962491248164106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:36,259] Trial 4548 finished with value: 0.9969752495777765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:38,448] Trial 4549 finished with value: 0.9976098074292512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:40,725] Trial 4550 finished with value: 0.9973453977478123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:41,616] Trial 4551 finished with value: 0.9970700843495727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:43,143] Trial 4552 finished with value: 0.9972971365144305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:44,037] Trial 4553 finished with value: 0.990121562906431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:47,993] Trial 4554 finished with value: 0.9972806616205658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:50,550] Trial 4555 finished with value: 0.9973657794193972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:52,283] Trial 4556 finished with value: 0.9976027445705364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:04,179] Trial 4557 finished with value: 0.9967047646895656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:05,847] Trial 4558 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.276818907500599e-05, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:07,764] Trial 4559 finished with value: 0.9975177230327786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:10,681] Trial 4560 finished with value: 0.9973465200319586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:11,992] Trial 4561 finished with value: 0.9972904023017476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:13,109] Trial 4562 finished with value: 0.9972965367314551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:14,098] Trial 4563 finished with value: 0.9964727228813226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:16,167] Trial 4564 finished with value: 0.9969963732499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:18,096] Trial 4565 finished with value: 0.9963793746178989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:20,066] Trial 4566 finished with value: 0.9974352702025618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:21,926] Trial 4567 finished with value: 0.9975043178610624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:24,460] Trial 4568 finished with value: 0.9973766724087855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:36,908] Trial 4569 finished with value: 0.9965763451814634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:39,084] Trial 4570 finished with value: 0.9974282036622496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:41,262] Trial 4571 finished with value: 0.9974395887796312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:44,054] Trial 4572 finished with value: 0.9972282835362544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:57,456] Trial 4573 finished with value: 0.9960512873953792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 60, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:59,586] Trial 4574 finished with value: 0.9973278269757406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:01,374] Trial 4575 finished with value: 0.9975880687399568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:03,462] Trial 4576 finished with value: 0.9972704866061205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:19,234] Trial 4577 finished with value: 0.9965181262430886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:20,994] Trial 4578 finished with value: 0.9853891002913665 and parameters: {'classifier': 'SVC', 'svc_c': 0.020710339737364494, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:23,047] Trial 4579 finished with value: 0.997393434054644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:26,169] Trial 4580 finished with value: 0.9969443731958044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:33,825] Trial 4581 finished with value: 0.9972227626002983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:46,010] Trial 4582 finished with value: 0.9964054963122148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:50,164] Trial 4583 finished with value: 0.9974258848907299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:51,204] Trial 4584 finished with value: 0.9972821815172167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 63}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:53,427] Trial 4585 finished with value: 0.9972352239183842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:55,499] Trial 4586 finished with value: 0.9973126024284787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:56,761] Trial 4587 finished with value: 0.995474894496099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:03,152] Trial 4588 finished with value: 0.9974148606650943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:04,991] Trial 4589 finished with value: 0.9976651472950877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:05,813] Trial 4590 finished with value: 0.9963519017139101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 37}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:07,270] Trial 4591 finished with value: 0.9974642109847709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:08,792] Trial 4592 finished with value: 0.99726322195779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:09,924] Trial 4593 finished with value: 0.9973794946704694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:11,118] Trial 4594 finished with value: 0.9971545943040002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:12,842] Trial 4595 finished with value: 0.9853825452074334 and parameters: {'classifier': 'SVC', 'svc_c': 0.09805679673268534, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:15,397] Trial 4596 finished with value: 0.997309682001447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:17,230] Trial 4597 finished with value: 0.9975167258594637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:20,824] Trial 4598 finished with value: 0.997432443402357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:22,895] Trial 4599 finished with value: 0.997349125650686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:25,441] Trial 4600 finished with value: 0.997385379005466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:29,489] Trial 4601 finished with value: 0.9972736203436282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:30,940] Trial 4602 finished with value: 0.9957482598215782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:33,429] Trial 4603 finished with value: 0.997616172910925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:35,112] Trial 4604 finished with value: 0.9974015743201036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:37,130] Trial 4605 finished with value: 0.9974342354198266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:39,625] Trial 4606 finished with value: 0.9976893627154674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:42,196] Trial 4607 finished with value: 0.9975989321813531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:54,478] Trial 4608 finished with value: 0.9970698224166222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:57,042] Trial 4609 finished with value: 0.9971578067832562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:58,890] Trial 4610 finished with value: 0.9974357131367985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:01,248] Trial 4611 finished with value: 0.9975043504558934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:01,960] Trial 4612 finished with value: 0.9932669363245729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:04,459] Trial 4613 finished with value: 0.997210989106143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:05,433] Trial 4614 finished with value: 0.9893384866600251 and parameters: {'classifier': 'SVC', 'svc_c': 19984.520217218625, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:07,503] Trial 4615 finished with value: 0.9973115870058672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:13,873] Trial 4616 finished with value: 0.9969975548521951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:15,469] Trial 4617 finished with value: 0.9972921659455279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 53}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:16,952] Trial 4618 finished with value: 0.9968303341335769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:26,187] Trial 4619 finished with value: 0.9967974291280353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:28,728] Trial 4620 finished with value: 0.9973054118564243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:30,990] Trial 4621 finished with value: 0.9976213021058893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:33,007] Trial 4622 finished with value: 0.9974072002133197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:34,745] Trial 4623 finished with value: 0.9973657559016077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:36,721] Trial 4624 finished with value: 0.9956953278155677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 23}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:38,096] Trial 4625 finished with value: 0.997566881020736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:39,975] Trial 4626 finished with value: 0.9972455308038352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:48,332] Trial 4627 finished with value: 0.99679195519592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:50,798] Trial 4628 finished with value: 0.9973781979865217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:52,892] Trial 4629 finished with value: 0.997705418129409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:53,522] Trial 4630 finished with value: 0.9887008530244618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:54,393] Trial 4631 finished with value: 0.9898735961270463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:56,947] Trial 4632 finished with value: 0.9975668179892517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:58,640] Trial 4633 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 4.832611786771192e-10, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:59,876] Trial 4634 finished with value: 0.9971831919042158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:01,491] Trial 4635 finished with value: 0.9955352481261303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:03,223] Trial 4636 finished with value: 0.9973215016425198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:05,375] Trial 4637 finished with value: 0.9975325564420686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:07,520] Trial 4638 finished with value: 0.9974205807564198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:09,332] Trial 4639 finished with value: 0.9976915078488955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 69}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:11,194] Trial 4640 finished with value: 0.9974089832806995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:12,929] Trial 4641 finished with value: 0.9976091293805959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:14,556] Trial 4642 finished with value: 0.9974367078980322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:22,351] Trial 4643 finished with value: 0.9965939605135571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:24,560] Trial 4644 finished with value: 0.9974309066846153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:28,245] Trial 4645 finished with value: 0.9973659704816003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:30,597] Trial 4646 finished with value: 0.9974653217797945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:32,715] Trial 4647 finished with value: 0.997035732825422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:34,063] Trial 4648 finished with value: 0.9948861981748224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:35,822] Trial 4649 finished with value: 0.9973618615016715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:37,348] Trial 4650 finished with value: 0.9970951293036397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:39,112] Trial 4651 finished with value: 0.9852055637492761 and parameters: {'classifier': 'SVC', 'svc_c': 1.1865357220552617e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:40,469] Trial 4652 finished with value: 0.997213320191971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:42,200] Trial 4653 finished with value: 0.9972375299630031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:50,502] Trial 4654 finished with value: 0.9970090628904922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:53,199] Trial 4655 finished with value: 0.9973831701740575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:55,623] Trial 4656 finished with value: 0.9974644742189757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:57,077] Trial 4657 finished with value: 0.9966938281875062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:59,525] Trial 4658 finished with value: 0.9970317185196714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:00,763] Trial 4659 finished with value: 0.996160023211958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:03,333] Trial 4660 finished with value: 0.996149496763663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:05,580] Trial 4661 finished with value: 0.9974061554014059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:07,573] Trial 4662 finished with value: 0.9975088185819828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:10,157] Trial 4663 finished with value: 0.9974075211153023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:12,346] Trial 4664 finished with value: 0.9974925060275149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:14,522] Trial 4665 finished with value: 0.9973693874164563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:20,298] Trial 4666 finished with value: 0.995633720189074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:21,292] Trial 4667 finished with value: 0.9970155520547915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:23,182] Trial 4668 finished with value: 0.9972888597124929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:35,873] Trial 4669 finished with value: 0.9964183796492564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:58,498] Trial 4670 finished with value: 0.9906580902644685 and parameters: {'classifier': 'SVC', 'svc_c': 9034524.227942742, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:00,391] Trial 4671 finished with value: 0.997554387806053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:02,938] Trial 4672 finished with value: 0.9975374549024457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:04,428] Trial 4673 finished with value: 0.997491316490743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:09,103] Trial 4674 finished with value: 0.9971810308700961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 83}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:10,656] Trial 4675 finished with value: 0.9972919253721892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:11,633] Trial 4676 finished with value: 0.9970464065058698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:12,450] Trial 4677 finished with value: 0.9975527207724632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 32}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:15,036] Trial 4678 finished with value: 0.9973329104998561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:18,241] Trial 4679 finished with value: 0.9974273142391308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:25,283] Trial 4680 finished with value: 0.9971904119607862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:27,390] Trial 4681 finished with value: 0.9972156252527148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:30,506] Trial 4682 finished with value: 0.9973421654958399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:31,720] Trial 4683 finished with value: 0.9973521722676377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:33,611] Trial 4684 finished with value: 0.9974305436029538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:35,159] Trial 4685 finished with value: 0.9974544351379877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:36,264] Trial 4686 finished with value: 0.9972664906131423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:38,787] Trial 4687 finished with value: 0.9974904993031014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:41,030] Trial 4688 finished with value: 0.9969774990654443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:42,752] Trial 4689 finished with value: 0.9852035151308245 and parameters: {'classifier': 'SVC', 'svc_c': 8.664828078099922e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:44,624] Trial 4690 finished with value: 0.9976747904139419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:46,652] Trial 4691 finished with value: 0.9974938328307368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:47,532] Trial 4692 finished with value: 0.9964024909862806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:49,050] Trial 4693 finished with value: 0.9917020757550223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:51,995] Trial 4694 finished with value: 0.997536232009133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:54,184] Trial 4695 finished with value: 0.9972370090487278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:55,860] Trial 4696 finished with value: 0.9973405100465861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:05,550] Trial 4697 finished with value: 0.9950719077479615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:07,058] Trial 4698 finished with value: 0.9972353411264766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:09,085] Trial 4699 finished with value: 0.9973990871472468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:20,199] Trial 4700 finished with value: 0.9968790743237205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:21,308] Trial 4701 finished with value: 0.9967913685524383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:24,633] Trial 4702 finished with value: 0.9970191129845339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:33,949] Trial 4703 finished with value: 0.997086937717984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:35,887] Trial 4704 finished with value: 0.9972893130567632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:37,159] Trial 4705 finished with value: 0.9968631658245527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 40}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:39,505] Trial 4706 finished with value: 0.9972739583840807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:28,099] Trial 4707 finished with value: 0.9897315702288946 and parameters: {'classifier': 'SVC', 'svc_c': 1080367234.085386, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:30,986] Trial 4708 finished with value: 0.9972985719247717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:33,525] Trial 4709 finished with value: 0.9974648036267171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:35,384] Trial 4710 finished with value: 0.9972006302022617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:37,279] Trial 4711 finished with value: 0.9974112361325854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:39,016] Trial 4712 finished with value: 0.9973099013103877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:40,995] Trial 4713 finished with value: 0.9973444867111784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:41,665] Trial 4714 finished with value: 0.9891689346016758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:43,330] Trial 4715 finished with value: 0.9975783149827571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:44,837] Trial 4716 finished with value: 0.997388556192169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 93}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:46,401] Trial 4717 finished with value: 0.9968738815577276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:54,550] Trial 4718 finished with value: 0.9965111906533827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:56,451] Trial 4719 finished with value: 0.9972753002310707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:58,413] Trial 4720 finished with value: 0.9974629763484325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:00,596] Trial 4721 finished with value: 0.9974941809321058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:02,887] Trial 4722 finished with value: 0.9972663039625086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:06,771] Trial 4723 finished with value: 0.9973787071577712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:19,910] Trial 4724 finished with value: 0.9966975117525231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:21,971] Trial 4725 finished with value: 0.9975072160715589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:22,693] Trial 4726 finished with value: 0.9919370444013546 and parameters: {'classifier': 'SVC', 'svc_c': 111.1965412270473, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:24,735] Trial 4727 finished with value: 0.9972552071205406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:26,509] Trial 4728 finished with value: 0.9970757589604767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:30,029] Trial 4729 finished with value: 0.9976616903387302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:30,580] Trial 4730 finished with value: 0.993599993512975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 9}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:33,125] Trial 4731 finished with value: 0.9974663497388795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:34,673] Trial 4732 finished with value: 0.9961944348159674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:36,524] Trial 4733 finished with value: 0.9974331256721539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:38,126] Trial 4734 finished with value: 0.9972706051472047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:40,091] Trial 4735 finished with value: 0.9972152525544672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:42,509] Trial 4736 finished with value: 0.9975158657304334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:45,090] Trial 4737 finished with value: 0.9974814025523243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:47,793] Trial 4738 finished with value: 0.9972828214169072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:49,286] Trial 4739 finished with value: 0.9972783147927359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:51,055] Trial 4740 finished with value: 0.9974251348605007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:02,289] Trial 4741 finished with value: 0.9966400544604516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:04,363] Trial 4742 finished with value: 0.9972593698644845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:09,233] Trial 4743 finished with value: 0.9973107871153853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:10,964] Trial 4744 finished with value: 0.9974732470526689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:12,457] Trial 4745 finished with value: 0.985896591463045 and parameters: {'classifier': 'SVC', 'svc_c': 0.2809997000356584, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:17,781] Trial 4746 finished with value: 0.996370974387239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:19,282] Trial 4747 finished with value: 0.9953452892280357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:20,072] Trial 4748 finished with value: 0.9952688947835003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:21,842] Trial 4749 finished with value: 0.9974944820931096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:24,066] Trial 4750 finished with value: 0.9974658201918936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:26,065] Trial 4751 finished with value: 0.9973014966681588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:27,924] Trial 4752 finished with value: 0.9974813193355309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:30,410] Trial 4753 finished with value: 0.9975790083608215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:33,099] Trial 4754 finished with value: 0.997390480810616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:34,854] Trial 4755 finished with value: 0.9974638888450101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:36,735] Trial 4756 finished with value: 0.9971997206255715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:38,477] Trial 4757 finished with value: 0.9974806609009025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:41,434] Trial 4758 finished with value: 0.9973098221243085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:44,629] Trial 4759 finished with value: 0.9972412065774181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:46,550] Trial 4760 finished with value: 0.9973672097516731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:48,832] Trial 4761 finished with value: 0.9975804230463092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:49,742] Trial 4762 finished with value: 0.9902496393912292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:51,813] Trial 4763 finished with value: 0.9974571794513709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:53,155] Trial 4764 finished with value: 0.9867188171165497 and parameters: {'classifier': 'SVC', 'svc_c': 723122.2169002962, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:55,070] Trial 4765 finished with value: 0.9972451741332312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:58,550] Trial 4766 finished with value: 0.9974463620299403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:05,752] Trial 4767 finished with value: 0.9970196092384551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:07,117] Trial 4768 finished with value: 0.9970364241405226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 57}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:09,237] Trial 4769 finished with value: 0.9974668382487515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:18,507] Trial 4770 finished with value: 0.9967622654308324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:21,029] Trial 4771 finished with value: 0.9973482011254413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:22,529] Trial 4772 finished with value: 0.9973757395682089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:25,624] Trial 4773 finished with value: 0.9973518121376017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:28,411] Trial 4774 finished with value: 0.9963879988864474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:31,192] Trial 4775 finished with value: 0.9970793232226992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:46,350] Trial 4776 finished with value: 0.9965885247621449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:52,887] Trial 4777 finished with value: 0.9971650261733306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:54,226] Trial 4778 finished with value: 0.9971316241204199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:55,988] Trial 4779 finished with value: 0.997542451655122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:57,683] Trial 4780 finished with value: 0.9971777979833654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:59,869] Trial 4781 finished with value: 0.9975159301266476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:01,958] Trial 4782 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001354569485997071, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:03,663] Trial 4783 finished with value: 0.9975929136267457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:04,625] Trial 4784 finished with value: 0.9936185531430296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:18,831] Trial 4785 finished with value: 0.9962184358467822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:19,842] Trial 4786 finished with value: 0.9971442940517715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:20,797] Trial 4787 finished with value: 0.9971649546360872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:23,056] Trial 4788 finished with value: 0.997253870986374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:30,179] Trial 4789 finished with value: 0.9968036398239345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:31,726] Trial 4790 finished with value: 0.9953952488203223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:36,325] Trial 4791 finished with value: 0.9974008478076638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:44,468] Trial 4792 finished with value: 0.9970329595670672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:58,686] Trial 4793 finished with value: 0.9963231689736842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:00,998] Trial 4794 finished with value: 0.9974020730813197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:03,554] Trial 4795 finished with value: 0.996737112790045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:11,627] Trial 4796 finished with value: 0.9970116355335339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:15,057] Trial 4797 finished with value: 0.9974635707994395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:16,797] Trial 4798 finished with value: 0.9975996248929215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:18,731] Trial 4799 finished with value: 0.9975726628740293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:20,933] Trial 4800 finished with value: 0.996308530720787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:22,237] Trial 4801 finished with value: 0.9867061789548434 and parameters: {'classifier': 'SVC', 'svc_c': 3168777.1012231074, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:23,764] Trial 4802 finished with value: 0.9975382182308582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:26,194] Trial 4803 finished with value: 0.9973838261013913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:28,569] Trial 4804 finished with value: 0.9975162927957163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:30,745] Trial 4805 finished with value: 0.9975829864218819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:33,592] Trial 4806 finished with value: 0.9975900596271545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:34,774] Trial 4807 finished with value: 0.9971170893331008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:36,435] Trial 4808 finished with value: 0.9976087739795081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:38,429] Trial 4809 finished with value: 0.9974616077463866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:40,555] Trial 4810 finished with value: 0.9976369960568027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:43,348] Trial 4811 finished with value: 0.9977153996060948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:44,887] Trial 4812 finished with value: 0.9968979574265283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:47,215] Trial 4813 finished with value: 0.9973976061930084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:48,123] Trial 4814 finished with value: 0.9966424388659639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:50,185] Trial 4815 finished with value: 0.9973180797565501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:54,233] Trial 4816 finished with value: 0.9975242227658011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:55,719] Trial 4817 finished with value: 0.9971666450605149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:59,285] Trial 4818 finished with value: 0.9973677191768259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:01,911] Trial 4819 finished with value: 0.9973858682453095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:03,594] Trial 4820 finished with value: 0.9853682883489704 and parameters: {'classifier': 'SVC', 'svc_c': 0.005462501023515979, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:05,415] Trial 4821 finished with value: 0.9974810906004317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:06,583] Trial 4822 finished with value: 0.9974765792790502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:08,651] Trial 4823 finished with value: 0.9974219350764074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:10,147] Trial 4824 finished with value: 0.9976780166674502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:12,538] Trial 4825 finished with value: 0.9975273466962954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:14,327] Trial 4826 finished with value: 0.9972633438630926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:16,369] Trial 4827 finished with value: 0.9967601935484948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:18,598] Trial 4828 finished with value: 0.9971136345031834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:29,115] Trial 4829 finished with value: 0.9969214805161942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:30,161] Trial 4830 finished with value: 0.9969692159159252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:32,007] Trial 4831 finished with value: 0.9973389412418198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:40,582] Trial 4832 finished with value: 0.9963530925519363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:43,457] Trial 4833 finished with value: 0.9974605024102831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:45,480] Trial 4834 finished with value: 0.9974087918693794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:48,194] Trial 4835 finished with value: 0.9971422903741972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:52,170] Trial 4836 finished with value: 0.9968569283735974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:54,366] Trial 4837 finished with value: 0.9974627983622474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:55,901] Trial 4838 finished with value: 0.9866085323948727 and parameters: {'classifier': 'SVC', 'svc_c': 80370581.82532647, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:57,858] Trial 4839 finished with value: 0.9975818080251154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:59,625] Trial 4840 finished with value: 0.9974009739975839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:02,390] Trial 4841 finished with value: 0.9974062373804209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:04,544] Trial 4842 finished with value: 0.9972744414032945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:05,552] Trial 4843 finished with value: 0.9939050154334055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:15,840] Trial 4844 finished with value: 0.9970009899411344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:17,459] Trial 4845 finished with value: 0.9974797999149486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:20,425] Trial 4846 finished with value: 0.997200561108837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:22,308] Trial 4847 finished with value: 0.9975598337770717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:27,764] Trial 4848 finished with value: 0.9970721997128434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:30,501] Trial 4849 finished with value: 0.9973083333308072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:44,533] Trial 4850 finished with value: 0.9964641992536788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:47,447] Trial 4851 finished with value: 0.9895089000217072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:49,338] Trial 4852 finished with value: 0.9972396380582932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:54,648] Trial 4853 finished with value: 0.997028806598399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:56,165] Trial 4854 finished with value: 0.997537584488322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:57,499] Trial 4855 finished with value: 0.9950606831291782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:59,411] Trial 4856 finished with value: 0.9975702116919597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:01,103] Trial 4857 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.577939437808702e-05, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:05,971] Trial 4858 finished with value: 0.9967997805895997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:08,269] Trial 4859 finished with value: 0.9970893408805996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:14,460] Trial 4860 finished with value: 0.9968667533823994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:16,411] Trial 4861 finished with value: 0.9974497454813042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:19,179] Trial 4862 finished with value: 0.9974875927772731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:21,095] Trial 4863 finished with value: 0.9963881890917268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:22,981] Trial 4864 finished with value: 0.9972318283748777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:25,082] Trial 4865 finished with value: 0.9976039252841701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:27,232] Trial 4866 finished with value: 0.9975366184181563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:29,752] Trial 4867 finished with value: 0.9972776913650194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:36,632] Trial 4868 finished with value: 0.9972648154229105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:38,655] Trial 4869 finished with value: 0.9976108482739267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:40,894] Trial 4870 finished with value: 0.9972031770741224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:43,117] Trial 4871 finished with value: 0.9974833338992074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:44,049] Trial 4872 finished with value: 0.9952368013479903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:46,049] Trial 4873 finished with value: 0.9970976526577111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:47,584] Trial 4874 finished with value: 0.997224258185712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:48,886] Trial 4875 finished with value: 0.9973433039663187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:50,634] Trial 4876 finished with value: 0.9852260486960117 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007813903772809891, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:53,123] Trial 4877 finished with value: 0.9975661357194547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:54,674] Trial 4878 finished with value: 0.9973710474677064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:56,469] Trial 4879 finished with value: 0.9975837881531624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:57,366] Trial 4880 finished with value: 0.9968369536454622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:59,674] Trial 4881 finished with value: 0.9971500401681812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:07,034] Trial 4882 finished with value: 0.9969140142051999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:07,501] Trial 4883 finished with value: 0.9923928887935851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 5}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:10,153] Trial 4884 finished with value: 0.9976216778827137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:12,522] Trial 4885 finished with value: 0.9976706451575851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:14,515] Trial 4886 finished with value: 0.9974457189247213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:16,943] Trial 4887 finished with value: 0.9972766201789044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:18,612] Trial 4888 finished with value: 0.9973045185930186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:20,446] Trial 4889 finished with value: 0.9974190830763042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:22,800] Trial 4890 finished with value: 0.9970696619180242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:26,070] Trial 4891 finished with value: 0.9976721076403613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:27,839] Trial 4892 finished with value: 0.9974015513101208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:28,940] Trial 4893 finished with value: 0.997035661066013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:30,952] Trial 4894 finished with value: 0.9969747514513188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 60}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:33,115] Trial 4895 finished with value: 0.9971823725583965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:33,940] Trial 4896 finished with value: 0.9904184256456093 and parameters: {'classifier': 'SVC', 'svc_c': 6.468682607898602, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:35,778] Trial 4897 finished with value: 0.9973111248701966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:38,062] Trial 4898 finished with value: 0.9975277212036037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:49,471] Trial 4899 finished with value: 0.9971182288191929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:51,749] Trial 4900 finished with value: 0.9975782451910985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:53,883] Trial 4901 finished with value: 0.9974594873367885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:56,830] Trial 4902 finished with value: 0.9973193631105765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:59,784] Trial 4903 finished with value: 0.9939915124982196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 44, 'rf_n_estimators': 71}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:03,098] Trial 4904 finished with value: 0.9973218647241812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 91}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:04,230] Trial 4905 finished with value: 0.9916164221885753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:06,595] Trial 4906 finished with value: 0.9943600076310828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:15,898] Trial 4907 finished with value: 0.99663228946401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:17,827] Trial 4908 finished with value: 0.9975113263210037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:19,451] Trial 4909 finished with value: 0.9971894452558625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:20,579] Trial 4910 finished with value: 0.9966372822811856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:23,396] Trial 4911 finished with value: 0.9971954694280796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:24,451] Trial 4912 finished with value: 0.9954672692416637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 80}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:25,236] Trial 4913 finished with value: 0.9925882690023443 and parameters: {'classifier': 'SVC', 'svc_c': 287.9799270909664, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:40,165] Trial 4914 finished with value: 0.9958581093213299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:41,094] Trial 4915 finished with value: 0.9970232515124543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:42,853] Trial 4916 finished with value: 0.9973617867906374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:46,064] Trial 4917 finished with value: 0.9974265351052404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:56,327] Trial 4918 finished with value: 0.9960217301995312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 48, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:00,825] Trial 4919 finished with value: 0.9975659855356768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:18,482] Trial 4920 finished with value: 0.9951899510867609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:20,871] Trial 4921 finished with value: 0.9972205460883163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:22,759] Trial 4922 finished with value: 0.9972971923096718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:24,380] Trial 4923 finished with value: 0.9974505754593225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:25,994] Trial 4924 finished with value: 0.9975986378439993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:28,174] Trial 4925 finished with value: 0.997477944516878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:30,626] Trial 4926 finished with value: 0.9975758011817959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:32,939] Trial 4927 finished with value: 0.9971744848949425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:45,880] Trial 4928 finished with value: 0.9965107967859509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:47,763] Trial 4929 finished with value: 0.9974742473045608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:50,542] Trial 4930 finished with value: 0.9972945457173058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:52,644] Trial 4931 finished with value: 0.9973563853479028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:54,341] Trial 4932 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.739163588864084e-07, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:02,358] Trial 4933 finished with value: 0.9971577785682566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:05,716] Trial 4934 finished with value: 0.9973183423242585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:07,521] Trial 4935 finished with value: 0.9974091347657317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:09,231] Trial 4936 finished with value: 0.9974860769113366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:11,873] Trial 4937 finished with value: 0.9975081344713873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:23,036] Trial 4938 finished with value: 0.996542669643004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:24,924] Trial 4939 finished with value: 0.9969399329673356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:27,553] Trial 4940 finished with value: 0.9967791627245074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:29,099] Trial 4941 finished with value: 0.9974559304377603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:31,395] Trial 4942 finished with value: 0.997474227722272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:32,606] Trial 4943 finished with value: 0.9972574278854022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:38,045] Trial 4944 finished with value: 0.9973097306873971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:39,970] Trial 4945 finished with value: 0.9975429055706746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:42,213] Trial 4946 finished with value: 0.9974623763115539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:44,268] Trial 4947 finished with value: 0.9974276958874682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:46,664] Trial 4948 finished with value: 0.9976843525376564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:49,307] Trial 4949 finished with value: 0.9975572077508698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:51,469] Trial 4950 finished with value: 0.9973174379208474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:52,284] Trial 4951 finished with value: 0.989375739219346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:53,019] Trial 4952 finished with value: 0.9930532869193502 and parameters: {'classifier': 'SVC', 'svc_c': 1195.310359473907, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:55,356] Trial 4953 finished with value: 0.9976766085199714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:58,683] Trial 4954 finished with value: 0.997289726792125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:00,402] Trial 4955 finished with value: 0.997168805237711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:01,087] Trial 4956 finished with value: 0.9971307156862944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:02,534] Trial 4957 finished with value: 0.9970242226606851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:05,090] Trial 4958 finished with value: 0.9973463177662741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:07,238] Trial 4959 finished with value: 0.9970296824059556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:09,881] Trial 4960 finished with value: 0.9972856066404531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:12,753] Trial 4961 finished with value: 0.9972407530744584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:15,871] Trial 4962 finished with value: 0.997422306981207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:17,636] Trial 4963 finished with value: 0.9969750189066651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:19,650] Trial 4964 finished with value: 0.9973754043524302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:26,321] Trial 4965 finished with value: 0.995036616400895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:27,988] Trial 4966 finished with value: 0.9975491639686487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:31,616] Trial 4967 finished with value: 0.9955336697047782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 41, 'rf_n_estimators': 96}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:41,492] Trial 4968 finished with value: 0.9965901044530132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:43,164] Trial 4969 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.704439966755363e-06, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:45,270] Trial 4970 finished with value: 0.997363294753835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:47,198] Trial 4971 finished with value: 0.9974630659128074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:49,070] Trial 4972 finished with value: 0.9972664239635366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:50,610] Trial 4973 finished with value: 0.9974733476300978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:52,123] Trial 4974 finished with value: 0.997404867350169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:57,911] Trial 4975 finished with value: 0.9972611974284105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:59,072] Trial 4976 finished with value: 0.9973513525727015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:01,939] Trial 4977 finished with value: 0.9973952483521246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:03,817] Trial 4978 finished with value: 0.9976292106211485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:05,820] Trial 4979 finished with value: 0.9972211789421913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:07,035] Trial 4980 finished with value: 0.9970490225981066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:08,765] Trial 4981 finished with value: 0.9968354504112128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:12,600] Trial 4982 finished with value: 0.9971632326641795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:14,521] Trial 4983 finished with value: 0.9973770816056264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:16,053] Trial 4984 finished with value: 0.9970315669711632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:17,038] Trial 4985 finished with value: 0.9969340665959945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:18,016] Trial 4986 finished with value: 0.9948309385741538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:20,280] Trial 4987 finished with value: 0.9974646311946659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:22,413] Trial 4988 finished with value: 0.9853173245058157 and parameters: {'classifier': 'SVC', 'svc_c': 0.0017533349641003265, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:24,260] Trial 4989 finished with value: 0.997482337011534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:25,304] Trial 4990 finished with value: 0.9956523228874694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:27,576] Trial 4991 finished with value: 0.9973975249757032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:28,515] Trial 4992 finished with value: 0.9971600218035567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:40,953] Trial 4993 finished with value: 0.9968192799790946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:43,937] Trial 4994 finished with value: 0.9976835271616347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:56,099] Trial 4995 finished with value: 0.9966847437192993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:57,112] Trial 4996 finished with value: 0.9938297870713284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:59,649] Trial 4997 finished with value: 0.9973755042951008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:01,747] Trial 4998 finished with value: 0.9974926641140319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:03,389] Trial 4999 finished with value: 0.9974472322198874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:05,611] Trial 5000 finished with value: 0.9975314281277203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:08,184] Trial 5001 finished with value: 0.997377454240398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:09,927] Trial 5002 finished with value: 0.9974757346698566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:13,027] Trial 5003 finished with value: 0.9972641599081694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:16,148] Trial 5004 finished with value: 0.9966201970673604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:18,633] Trial 5005 finished with value: 0.9972509331352312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:20,724] Trial 5006 finished with value: 0.9973622060801328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:21,503] Trial 5007 finished with value: 0.9917532010489123 and parameters: {'classifier': 'SVC', 'svc_c': 24.08553504082176, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:36,030] Trial 5008 finished with value: 0.9964275712011631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:38,244] Trial 5009 finished with value: 0.9975169824287077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:40,469] Trial 5010 finished with value: 0.9976187190845519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:42,985] Trial 5011 finished with value: 0.9972652825731704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:45,051] Trial 5012 finished with value: 0.99746779638444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:46,746] Trial 5013 finished with value: 0.996538435298341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:48,494] Trial 5014 finished with value: 0.9969493012041731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:50,261] Trial 5015 finished with value: 0.9974555385698167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:51,517] Trial 5016 finished with value: 0.9973541607110167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:54,255] Trial 5017 finished with value: 0.9973695910151327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:58,993] Trial 5018 finished with value: 0.9968905842662922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:00,051] Trial 5019 finished with value: 0.9969896393863341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:04,665] Trial 5020 finished with value: 0.9972692244212782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:05,995] Trial 5021 finished with value: 0.9973335571914587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:08,086] Trial 5022 finished with value: 0.9975471842849325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:17,471] Trial 5023 finished with value: 0.9967780397103896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:20,052] Trial 5024 finished with value: 0.9970207736070664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:21,581] Trial 5025 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4636824408.2675085, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:23,264] Trial 5026 finished with value: 0.9973803779046962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:24,128] Trial 5027 finished with value: 0.9973809405543199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 43}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:29,598] Trial 5028 finished with value: 0.9972473462756183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:31,997] Trial 5029 finished with value: 0.9972243222962852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:34,643] Trial 5030 finished with value: 0.9973024877795332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:36,590] Trial 5031 finished with value: 0.9975387072802745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:39,374] Trial 5032 finished with value: 0.997272605079706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:40,392] Trial 5033 finished with value: 0.9970530544866579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:42,339] Trial 5034 finished with value: 0.9974474222664772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:53,284] Trial 5035 finished with value: 0.9969818733425413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:55,882] Trial 5036 finished with value: 0.997560639062998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:57,825] Trial 5037 finished with value: 0.9975676060097562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:05,041] Trial 5038 finished with value: 0.9970864890074481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:07,338] Trial 5039 finished with value: 0.9970879721198641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:09,098] Trial 5040 finished with value: 0.9971767764353375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:11,716] Trial 5041 finished with value: 0.9974584119930077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:16,057] Trial 5042 finished with value: 0.9975511732320949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:18,213] Trial 5043 finished with value: 0.9975417909353643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:19,921] Trial 5044 finished with value: 0.997352456893192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:21,017] Trial 5045 finished with value: 0.987322728749357 and parameters: {'classifier': 'SVC', 'svc_c': 1.0675038924161222, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:22,502] Trial 5046 finished with value: 0.9970817955104776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:25,978] Trial 5047 finished with value: 0.9973862573520552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:27,840] Trial 5048 finished with value: 0.9974349981769569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:29,665] Trial 5049 finished with value: 0.997259566861676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:31,046] Trial 5050 finished with value: 0.9969745696565848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 29}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:35,203] Trial 5051 finished with value: 0.9968966047251738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:37,246] Trial 5052 finished with value: 0.9968986343960946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:40,018] Trial 5053 finished with value: 0.9973126877082361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:41,147] Trial 5054 finished with value: 0.9954850871568209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:47,786] Trial 5055 finished with value: 0.9967164738192444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:03,052] Trial 5056 finished with value: 0.9966961399449484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:05,813] Trial 5057 finished with value: 0.9973398040050966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:06,890] Trial 5058 finished with value: 0.9936555752851423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:08,921] Trial 5059 finished with value: 0.9974948918612331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:14,557] Trial 5060 finished with value: 0.9972397257818693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:17,495] Trial 5061 finished with value: 0.9974042969564959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:19,166] Trial 5062 finished with value: 0.9975174199992379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:20,933] Trial 5063 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.997056555706636e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:23,129] Trial 5064 finished with value: 0.9975938778561128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:25,615] Trial 5065 finished with value: 0.9971671305870234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:26,452] Trial 5066 finished with value: 0.9887296043948391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:28,601] Trial 5067 finished with value: 0.99734120570978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:29,460] Trial 5068 finished with value: 0.9967950899173029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:31,171] Trial 5069 finished with value: 0.9969020124837519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:33,422] Trial 5070 finished with value: 0.9974860660569721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:42,174] Trial 5071 finished with value: 0.9967284037812836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:44,858] Trial 5072 finished with value: 0.9973514920925428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:45,917] Trial 5073 finished with value: 0.9963030507902073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:48,077] Trial 5074 finished with value: 0.9974253843521913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:50,448] Trial 5075 finished with value: 0.9974776864242143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:54,261] Trial 5076 finished with value: 0.9972069743877996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:56,539] Trial 5077 finished with value: 0.9976660314497141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:58,196] Trial 5078 finished with value: 0.9972624209564812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:59:00,146] Trial 5079 finished with value: 0.9973776873235906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:59:02,346] Trial 5080 finished with value: 0.9975684907356649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:12,006] Trial 5081 finished with value: 0.9900757848469297 and parameters: {'classifier': 'SVC', 'svc_c': 157728041.42329764, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:15,764] Trial 5082 finished with value: 0.9973197277156576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:18,925] Trial 5083 finished with value: 0.9974148522228109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:30,324] Trial 5084 finished with value: 0.9965122151212981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:31,690] Trial 5085 finished with value: 0.9972363601989476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:34,160] Trial 5086 finished with value: 0.9974314474985587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:47,575] Trial 5087 finished with value: 0.996016562220844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 58, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:49,515] Trial 5088 finished with value: 0.9975198577561729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:51,541] Trial 5089 finished with value: 0.9975301277304375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:53,251] Trial 5090 finished with value: 0.9966280538180925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:54,679] Trial 5091 finished with value: 0.9973637221999728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:56,614] Trial 5092 finished with value: 0.9971515455923464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:04,711] Trial 5093 finished with value: 0.996826584045906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:06,783] Trial 5094 finished with value: 0.9971259671240545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:07,610] Trial 5095 finished with value: 0.9966221711334672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 34}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:10,551] Trial 5096 finished with value: 0.9964706961302895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:12,393] Trial 5097 finished with value: 0.9963659292977297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:14,680] Trial 5098 finished with value: 0.9975489888706132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:23,425] Trial 5099 finished with value: 0.9970820299266622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:24,820] Trial 5100 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9284842536.612278, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:26,609] Trial 5101 finished with value: 0.997310427366204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:28,556] Trial 5102 finished with value: 0.9975532360691289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:35,312] Trial 5103 finished with value: 0.9969569151916512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:37,319] Trial 5104 finished with value: 0.9974992776909287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:44,809] Trial 5105 finished with value: 0.9964397178061586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 82}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:46,920] Trial 5106 finished with value: 0.9976112133233382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:48,113] Trial 5107 finished with value: 0.9942021995823728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:50,910] Trial 5108 finished with value: 0.9974138651421507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:56,902] Trial 5109 finished with value: 0.9918922186060287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:59,606] Trial 5110 finished with value: 0.9974404787740325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:01,017] Trial 5111 finished with value: 0.9971199769431364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:03,103] Trial 5112 finished with value: 0.9974995412425122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:08,138] Trial 5113 finished with value: 0.9970456182949375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:09,358] Trial 5114 finished with value: 0.9971451796980796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:11,192] Trial 5115 finished with value: 0.9974205735519147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:13,325] Trial 5116 finished with value: 0.9974154450551845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:14,264] Trial 5117 finished with value: 0.9971517640443635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:16,321] Trial 5118 finished with value: 0.9968903068769809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:18,318] Trial 5119 finished with value: 0.995192847678624 and parameters: {'classifier': 'SVC', 'svc_c': 237161.81533738904, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:21,082] Trial 5120 finished with value: 0.9974312244445448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:22,257] Trial 5121 finished with value: 0.9970112828301682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:24,384] Trial 5122 finished with value: 0.997266980582958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:25,815] Trial 5123 finished with value: 0.9969585546449995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:27,998] Trial 5124 finished with value: 0.9975243431159462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:34,137] Trial 5125 finished with value: 0.9967104455845753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:38,313] Trial 5126 finished with value: 0.9974519241617004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:40,377] Trial 5127 finished with value: 0.9972795548245186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:42,377] Trial 5128 finished with value: 0.9973091694659794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:44,335] Trial 5129 finished with value: 0.9973405339769683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:46,889] Trial 5130 finished with value: 0.9974663446608144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:49,671] Trial 5131 finished with value: 0.9973788081477927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:50,077] Trial 5132 finished with value: 0.9801902698508779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:56,466] Trial 5133 finished with value: 0.9972712248615861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:58,462] Trial 5134 finished with value: 0.9972755344885655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:00,063] Trial 5135 finished with value: 0.9975600686375871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:01,804] Trial 5136 finished with value: 0.9976196909310165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:03,292] Trial 5137 finished with value: 0.9866106627701737 and parameters: {'classifier': 'SVC', 'svc_c': 30145266.6697005, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:05,894] Trial 5138 finished with value: 0.9966916972409227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:07,428] Trial 5139 finished with value: 0.9973324620114856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:08,423] Trial 5140 finished with value: 0.9969142930861928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:11,358] Trial 5141 finished with value: 0.9972125955838055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:13,346] Trial 5142 finished with value: 0.9976241575336865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:16,162] Trial 5143 finished with value: 0.9973467309938294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:23,049] Trial 5144 finished with value: 0.997128891772228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:27,347] Trial 5145 finished with value: 0.9972211997939965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:29,657] Trial 5146 finished with value: 0.9969108545378216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:31,703] Trial 5147 finished with value: 0.997611178094261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:32,497] Trial 5148 finished with value: 0.9899114324416992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:42,293] Trial 5149 finished with value: 0.9969836353676883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:47,009] Trial 5150 finished with value: 0.9968216276955859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:49,011] Trial 5151 finished with value: 0.9972622472549136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:52,076] Trial 5152 finished with value: 0.9967805664286792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:54,765] Trial 5153 finished with value: 0.9974189202925766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:55,837] Trial 5154 finished with value: 0.996521339007986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 54}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:57,971] Trial 5155 finished with value: 0.9974700140707246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:59,683] Trial 5156 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.235601243174354e-09, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:00,756] Trial 5157 finished with value: 0.997313592302075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:02,937] Trial 5158 finished with value: 0.997478361267341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:05,079] Trial 5159 finished with value: 0.9974145666451196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:06,391] Trial 5160 finished with value: 0.9971043722709566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:07,782] Trial 5161 finished with value: 0.9975117961372479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:10,024] Trial 5162 finished with value: 0.9973008825396493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:11,883] Trial 5163 finished with value: 0.997266669741892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:13,271] Trial 5164 finished with value: 0.9958621942121867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:18,634] Trial 5165 finished with value: 0.9970342687874884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:21,793] Trial 5166 finished with value: 0.9966886443716033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:23,963] Trial 5167 finished with value: 0.9974775852755032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:25,722] Trial 5168 finished with value: 0.997644690182497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:30,026] Trial 5169 finished with value: 0.9973702711902277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:38,023] Trial 5170 finished with value: 0.9966918986179457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:40,859] Trial 5171 finished with value: 0.9974000211938637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:46,382] Trial 5172 finished with value: 0.9972211088966295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:50,902] Trial 5173 finished with value: 0.9969671972263207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:52,978] Trial 5174 finished with value: 0.9973224024278097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:54,748] Trial 5175 finished with value: 0.997508298207252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:56,502] Trial 5176 finished with value: 0.9852063831268332 and parameters: {'classifier': 'SVC', 'svc_c': 2.2806781420363744e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:01,708] Trial 5177 finished with value: 0.9961089470800867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:04,140] Trial 5178 finished with value: 0.9973668005548321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:11,039] Trial 5179 finished with value: 0.9970786615190664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:12,005] Trial 5180 finished with value: 0.9968634959305281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:19,767] Trial 5181 finished with value: 0.9969471294743787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:21,889] Trial 5182 finished with value: 0.9977043509422704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:22,993] Trial 5183 finished with value: 0.9937280934203488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 27, 'rf_n_estimators': 15}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:25,861] Trial 5184 finished with value: 0.9974757706289057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:28,084] Trial 5185 finished with value: 0.9975315653941702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:28,967] Trial 5186 finished with value: 0.9905975721051248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:30,747] Trial 5187 finished with value: 0.9974704227914969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:33,880] Trial 5188 finished with value: 0.9970363527937064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:35,971] Trial 5189 finished with value: 0.996813207343093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:47,045] Trial 5190 finished with value: 0.9964473776549129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:49,569] Trial 5191 finished with value: 0.9976509627038399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:51,756] Trial 5192 finished with value: 0.9974521872054775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:53,163] Trial 5193 finished with value: 0.9970905822136366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:05,326] Trial 5194 finished with value: 0.989726315573982 and parameters: {'classifier': 'SVC', 'svc_c': 474660628.14292485, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:14,095] Trial 5195 finished with value: 0.9968352618880424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:29,277] Trial 5196 finished with value: 0.9957245029822235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:31,606] Trial 5197 finished with value: 0.9974187509391025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:33,547] Trial 5198 finished with value: 0.9973741122704792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:46,684] Trial 5199 finished with value: 0.996782353241132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:47,992] Trial 5200 finished with value: 0.9954513677883113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:51,414] Trial 5201 finished with value: 0.9975101141233657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:52,437] Trial 5202 finished with value: 0.9967429764001882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:53,493] Trial 5203 finished with value: 0.9972504317715067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:55,738] Trial 5204 finished with value: 0.9975967040215593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:57,946] Trial 5205 finished with value: 0.9976865362961176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:59,496] Trial 5206 finished with value: 0.9974759239864746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:01,509] Trial 5207 finished with value: 0.9973723944562374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:15,745] Trial 5208 finished with value: 0.9967138089141058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:18,682] Trial 5209 finished with value: 0.9973696849593386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:21,363] Trial 5210 finished with value: 0.9973873970920505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:23,719] Trial 5211 finished with value: 0.9973815676001578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:25,498] Trial 5212 finished with value: 0.9853889367141916 and parameters: {'classifier': 'SVC', 'svc_c': 0.030015550217548922, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:27,437] Trial 5213 finished with value: 0.9973634746760324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:29,735] Trial 5214 finished with value: 0.9975399164945492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:31,272] Trial 5215 finished with value: 0.9973390341069371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:32,241] Trial 5216 finished with value: 0.9934810372332672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:37,926] Trial 5217 finished with value: 0.9972793113947684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:40,325] Trial 5218 finished with value: 0.9972779883683575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:41,917] Trial 5219 finished with value: 0.9972274207095019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:44,711] Trial 5220 finished with value: 0.9972822388676156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:46,695] Trial 5221 finished with value: 0.9974103751466316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:48,411] Trial 5222 finished with value: 0.9977398001854265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:50,333] Trial 5223 finished with value: 0.9973109368548326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:51,874] Trial 5224 finished with value: 0.9974268640369134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:53,287] Trial 5225 finished with value: 0.9973373016932578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:03,499] Trial 5226 finished with value: 0.9966803481143284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:05,027] Trial 5227 finished with value: 0.9975775196307959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:11,867] Trial 5228 finished with value: 0.9971537179886368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:17,234] Trial 5229 finished with value: 0.9971753053833264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:19,127] Trial 5230 finished with value: 0.9973533838939933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:20,542] Trial 5231 finished with value: 0.9973646519619721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:21,747] Trial 5232 finished with value: 0.9971089093317813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:22,531] Trial 5233 finished with value: 0.9958527831926499 and parameters: {'classifier': 'SVC', 'svc_c': 7790.114993426195, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:24,132] Trial 5234 finished with value: 0.9973251862231497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:25,936] Trial 5235 finished with value: 0.9974575964239992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:40,558] Trial 5236 finished with value: 0.9962950263998479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:42,279] Trial 5237 finished with value: 0.9972767773767601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:43,872] Trial 5238 finished with value: 0.9975204943551209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:45,614] Trial 5239 finished with value: 0.9974241918637938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:46,993] Trial 5240 finished with value: 0.9973010795368409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:48,709] Trial 5241 finished with value: 0.9974656973027157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:59,504] Trial 5242 finished with value: 0.9965605535095329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:01,451] Trial 5243 finished with value: 0.9971900360570102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:02,656] Trial 5244 finished with value: 0.9961157513700692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:04,410] Trial 5245 finished with value: 0.9975321634632985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:05,997] Trial 5246 finished with value: 0.997393454652546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:09,825] Trial 5247 finished with value: 0.9969627291002311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 19, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:11,129] Trial 5248 finished with value: 0.9971354397468697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:13,112] Trial 5249 finished with value: 0.9974220360664289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:14,845] Trial 5250 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.791756273702101e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:16,270] Trial 5251 finished with value: 0.9973864178823911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:17,960] Trial 5252 finished with value: 0.9973534694911299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:19,674] Trial 5253 finished with value: 0.9977125365611998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:22,364] Trial 5254 finished with value: 0.9964061089807806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:24,243] Trial 5255 finished with value: 0.9976379149326998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:31,006] Trial 5256 finished with value: 0.9964889883049981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:31,898] Trial 5257 finished with value: 0.9970906201086981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:32,873] Trial 5258 finished with value: 0.9968038617988592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:34,483] Trial 5259 finished with value: 0.9976885282941422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:36,927] Trial 5260 finished with value: 0.9975008807726349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:38,685] Trial 5261 finished with value: 0.9974601077176658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:41,039] Trial 5262 finished with value: 0.9977032004431247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:46,992] Trial 5263 finished with value: 0.9969362512431174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:54,411] Trial 5264 finished with value: 0.9967211407198485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:01,614] Trial 5265 finished with value: 0.9966709013896455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 34, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:03,225] Trial 5266 finished with value: 0.9912527468378163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:04,968] Trial 5267 finished with value: 0.9970915488233465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:06,396] Trial 5268 finished with value: 0.9974236891988154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:07,759] Trial 5269 finished with value: 0.9888444434745001 and parameters: {'classifier': 'SVC', 'svc_c': 2.4257315632059298, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:08,641] Trial 5270 finished with value: 0.9928670115862723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:18,583] Trial 5271 finished with value: 0.9964873256512393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:21,884] Trial 5272 finished with value: 0.9971964065850113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:24,286] Trial 5273 finished with value: 0.9974289608017703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:27,216] Trial 5274 finished with value: 0.9973882934975089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:29,570] Trial 5275 finished with value: 0.9973019981270967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:31,346] Trial 5276 finished with value: 0.9974224556733037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:34,087] Trial 5277 finished with value: 0.9974153284501126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:45,310] Trial 5278 finished with value: 0.9969649703360429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:49,865] Trial 5279 finished with value: 0.9971918517826964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:51,869] Trial 5280 finished with value: 0.9973391773083756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:53,146] Trial 5281 finished with value: 0.9957085522399006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:55,386] Trial 5282 finished with value: 0.9970521278349734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:57,883] Trial 5283 finished with value: 0.9970835878453261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:00,653] Trial 5284 finished with value: 0.9965828450414375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:02,446] Trial 5285 finished with value: 0.9974037660447799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:03,655] Trial 5286 finished with value: 0.9972142738526145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:05,816] Trial 5287 finished with value: 0.997550664854293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:08,173] Trial 5288 finished with value: 0.9976909291081527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:09,270] Trial 5289 finished with value: 0.9883680103843142 and parameters: {'classifier': 'SVC', 'svc_c': 36468.11271029639, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:11,239] Trial 5290 finished with value: 0.9973374660638806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:11,992] Trial 5291 finished with value: 0.9947967752875324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:15,675] Trial 5292 finished with value: 0.9972443641818324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:22,163] Trial 5293 finished with value: 0.9971528752519797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:23,803] Trial 5294 finished with value: 0.9975930970718511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:26,372] Trial 5295 finished with value: 0.996952313512447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:36,229] Trial 5296 finished with value: 0.9971427111871124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:37,927] Trial 5297 finished with value: 0.9973854759647732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:51,084] Trial 5298 finished with value: 0.9968006175499576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:52,538] Trial 5299 finished with value: 0.9972251322476838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:55,015] Trial 5300 finished with value: 0.9972759014739898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:56,659] Trial 5301 finished with value: 0.9973891601645484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:00,024] Trial 5302 finished with value: 0.9973440885908671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:02,128] Trial 5303 finished with value: 0.9969902859509853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:03,785] Trial 5304 finished with value: 0.9969532547635688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:08,830] Trial 5305 finished with value: 0.9971270487836791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:15,184] Trial 5306 finished with value: 0.992767362903885 and parameters: {'classifier': 'SVC', 'svc_c': 2505439.329569806, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:17,012] Trial 5307 finished with value: 0.9970669206514801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:26,754] Trial 5308 finished with value: 0.9966480031876396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:29,328] Trial 5309 finished with value: 0.9973260300706336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:31,609] Trial 5310 finished with value: 0.9970816189524984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:33,097] Trial 5311 finished with value: 0.9966327866383304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:35,230] Trial 5312 finished with value: 0.9975672088733202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:36,991] Trial 5313 finished with value: 0.9975085793416363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:48,076] Trial 5314 finished with value: 0.9953799526088652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 78}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:52,247] Trial 5315 finished with value: 0.9971408725466567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:54,054] Trial 5316 finished with value: 0.997359534763937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:56,743] Trial 5317 finished with value: 0.9939032663573247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:58,925] Trial 5318 finished with value: 0.997495823146652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:00,932] Trial 5319 finished with value: 0.9974228604268376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:01,660] Trial 5320 finished with value: 0.9930541975433913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:04,445] Trial 5321 finished with value: 0.9897311199314632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 51, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:06,692] Trial 5322 finished with value: 0.997431828734303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:08,410] Trial 5323 finished with value: 0.9970028582882714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:09,855] Trial 5324 finished with value: 0.9975486994843729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:11,562] Trial 5325 finished with value: 0.997439189580231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:14,458] Trial 5326 finished with value: 0.9973820312909861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:16,116] Trial 5327 finished with value: 0.9973880955164421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:18,247] Trial 5328 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.3449753269273853e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:19,175] Trial 5329 finished with value: 0.997183649723531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:20,813] Trial 5330 finished with value: 0.99722569394517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:22,868] Trial 5331 finished with value: 0.9976073624678113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:25,243] Trial 5332 finished with value: 0.9970212460575572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:32,951] Trial 5333 finished with value: 0.9949899679292811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:35,119] Trial 5334 finished with value: 0.9972349870266428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:37,064] Trial 5335 finished with value: 0.9970405820920424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:40,474] Trial 5336 finished with value: 0.9971061705090559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:47,110] Trial 5337 finished with value: 0.9972177734012438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:49,148] Trial 5338 finished with value: 0.9974691415956483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:50,235] Trial 5339 finished with value: 0.997429158782837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:51,890] Trial 5340 finished with value: 0.9975545688708151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:54,374] Trial 5341 finished with value: 0.9974995003958252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:56,213] Trial 5342 finished with value: 0.9972466684173907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:57,541] Trial 5343 finished with value: 0.9972534912423111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:59,514] Trial 5344 finished with value: 0.9973197965551788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:14,940] Trial 5345 finished with value: 0.9897228866104588 and parameters: {'classifier': 'SVC', 'svc_c': 1707994721.811161, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:17,573] Trial 5346 finished with value: 0.9973413803952228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:18,633] Trial 5347 finished with value: 0.9967460965221336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 38}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:20,338] Trial 5348 finished with value: 0.9971891186727947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:22,246] Trial 5349 finished with value: 0.9969369479536621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:23,744] Trial 5350 finished with value: 0.9971967520521341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:25,891] Trial 5351 finished with value: 0.9976699322289697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:27,609] Trial 5352 finished with value: 0.9972991433975334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:34,751] Trial 5353 finished with value: 0.9949541841368422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:36,665] Trial 5354 finished with value: 0.9973572503328331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:43,966] Trial 5355 finished with value: 0.9969682116015813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:46,209] Trial 5356 finished with value: 0.9974052074853234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:55,441] Trial 5357 finished with value: 0.9970847946792576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:57,132] Trial 5358 finished with value: 0.9958632588602928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:58,878] Trial 5359 finished with value: 0.9975412537078046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 88}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:02,874] Trial 5360 finished with value: 0.9974622851602838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:05,499] Trial 5361 finished with value: 0.9973153495347976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:07,933] Trial 5362 finished with value: 0.9974437227690309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:09,688] Trial 5363 finished with value: 0.9852119533200216 and parameters: {'classifier': 'SVC', 'svc_c': 0.00036924811120221424, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:18,557] Trial 5364 finished with value: 0.9963621174480908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:24,871] Trial 5365 finished with value: 0.9971388095826712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:26,284] Trial 5366 finished with value: 0.9969009710043184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:28,092] Trial 5367 finished with value: 0.9975068211250382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:29,164] Trial 5368 finished with value: 0.9954157718208089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:31,156] Trial 5369 finished with value: 0.9974391726639263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:32,237] Trial 5370 finished with value: 0.9966019819840293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:33,978] Trial 5371 finished with value: 0.9973830204346101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:36,767] Trial 5372 finished with value: 0.9976398962667874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:38,469] Trial 5373 finished with value: 0.9974793778007793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:41,281] Trial 5374 finished with value: 0.9972272543711288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:43,208] Trial 5375 finished with value: 0.99744880775309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:48,279] Trial 5376 finished with value: 0.9972321979945481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:50,371] Trial 5377 finished with value: 0.9969254298227105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:52,211] Trial 5378 finished with value: 0.9975897170481812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:54,534] Trial 5379 finished with value: 0.9969208877790345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:57,423] Trial 5380 finished with value: 0.9971201402981461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:58,172] Trial 5381 finished with value: 0.9926846785456332 and parameters: {'classifier': 'SVC', 'svc_c': 64.40455952128117, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:00,220] Trial 5382 finished with value: 0.9974898613394232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:01,739] Trial 5383 finished with value: 0.9971995128057533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:04,179] Trial 5384 finished with value: 0.9974616690322858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:05,832] Trial 5385 finished with value: 0.9969303908385031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:09,120] Trial 5386 finished with value: 0.9967787628586113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:10,859] Trial 5387 finished with value: 0.9973824749234566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:12,303] Trial 5388 finished with value: 0.9972061434576442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:13,936] Trial 5389 finished with value: 0.9974125695690299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:16,385] Trial 5390 finished with value: 0.99757292813946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:18,944] Trial 5391 finished with value: 0.9975111187550888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:20,764] Trial 5392 finished with value: 0.9973481020079563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:25,671] Trial 5393 finished with value: 0.9970933597883468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:29,800] Trial 5394 finished with value: 0.9969367465449013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:30,662] Trial 5395 finished with value: 0.9899746056039543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:33,038] Trial 5396 finished with value: 0.9972046838947555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:34,784] Trial 5397 finished with value: 0.997522271773153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:36,245] Trial 5398 finished with value: 0.9938623270274585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:37,426] Trial 5399 finished with value: 0.9972943991199111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:39,785] Trial 5400 finished with value: 0.9973176394882975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:41,554] Trial 5401 finished with value: 0.9853902475532458 and parameters: {'classifier': 'SVC', 'svc_c': 0.010850896290115876, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:43,222] Trial 5402 finished with value: 0.9971354113414427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:44,272] Trial 5403 finished with value: 0.9971131119385369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:54,665] Trial 5404 finished with value: 0.9956655758759192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:56,684] Trial 5405 finished with value: 0.997382924141799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:59,507] Trial 5406 finished with value: 0.9970332440974078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:00,475] Trial 5407 finished with value: 0.9976113440517792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 66}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:02,755] Trial 5408 finished with value: 0.9974745681430676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:05,985] Trial 5409 finished with value: 0.9974074996287389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:08,195] Trial 5410 finished with value: 0.9973973638423471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:09,280] Trial 5411 finished with value: 0.9953019094752503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:11,663] Trial 5412 finished with value: 0.9974437414943963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:16,563] Trial 5413 finished with value: 0.9970692113984277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:17,267] Trial 5414 finished with value: 0.9913867140686685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:18,881] Trial 5415 finished with value: 0.9973870524818511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:20,843] Trial 5416 finished with value: 0.9973312381977735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:29,236] Trial 5417 finished with value: 0.9964662101357581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:35,525] Trial 5418 finished with value: 0.9972030346026558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:37,222] Trial 5419 finished with value: 0.9853866420634813 and parameters: {'classifier': 'SVC', 'svc_c': 0.11743401819867694, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:51,829] Trial 5420 finished with value: 0.9967283664257666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:54,352] Trial 5421 finished with value: 0.9972516784999881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:56,504] Trial 5422 finished with value: 0.9973410434338591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:58,979] Trial 5423 finished with value: 0.9972583128334763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:00,238] Trial 5424 finished with value: 0.997492152022895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:03,023] Trial 5425 finished with value: 0.9971965899349028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:04,981] Trial 5426 finished with value: 0.9975511515233663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:06,617] Trial 5427 finished with value: 0.9964890144570338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:08,702] Trial 5428 finished with value: 0.9936567637745632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:11,650] Trial 5429 finished with value: 0.9971169512732034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:13,333] Trial 5430 finished with value: 0.9975996964619028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:15,322] Trial 5431 finished with value: 0.9976106405810601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:26,843] Trial 5432 finished with value: 0.996746152603016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:32,207] Trial 5433 finished with value: 0.9971825221708923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:34,742] Trial 5434 finished with value: 0.9975795919257262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:44,332] Trial 5435 finished with value: 0.9967475901397972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:46,807] Trial 5436 finished with value: 0.9972438469491545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:48,537] Trial 5437 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 5.66338411069122e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:50,387] Trial 5438 finished with value: 0.9973965421796605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:52,278] Trial 5439 finished with value: 0.9972911207844969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:53,944] Trial 5440 finished with value: 0.99681733393756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:56,372] Trial 5441 finished with value: 0.9974929530876796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:58,879] Trial 5442 finished with value: 0.9972719851114217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:00,437] Trial 5443 finished with value: 0.9973376347191211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:02,100] Trial 5444 finished with value: 0.9971288862815698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:03,057] Trial 5445 finished with value: 0.9970451695844017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:05,149] Trial 5446 finished with value: 0.997427636220202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:06,264] Trial 5447 finished with value: 0.9960085882302817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:08,997] Trial 5448 finished with value: 0.9967285669776037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:10,366] Trial 5449 finished with value: 0.9973301711375865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:21,128] Trial 5450 finished with value: 0.9968243441748242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:29,405] Trial 5451 finished with value: 0.9963959146696876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:34,099] Trial 5452 finished with value: 0.99726412061664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:37,113] Trial 5453 finished with value: 0.9973604607173874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:38,434] Trial 5454 finished with value: 0.9906172762358607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:40,091] Trial 5455 finished with value: 0.9975358220505822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:41,803] Trial 5456 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.1614878679865514e-07, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:43,938] Trial 5457 finished with value: 0.9974239725548534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:45,537] Trial 5458 finished with value: 0.9975433303190903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:52,055] Trial 5459 finished with value: 0.9970953710830189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:53,529] Trial 5460 finished with value: 0.9973606810736789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:56,074] Trial 5461 finished with value: 0.9975719196674501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:58,658] Trial 5462 finished with value: 0.9974184989718551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:00,441] Trial 5463 finished with value: 0.9972947453487437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:02,418] Trial 5464 finished with value: 0.9972279374661114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:04,636] Trial 5465 finished with value: 0.9975935561289447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:06,293] Trial 5466 finished with value: 0.9972998624198274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:09,058] Trial 5467 finished with value: 0.9973696994635625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:10,807] Trial 5468 finished with value: 0.997605908903387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:13,283] Trial 5469 finished with value: 0.9975356778017926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:18,321] Trial 5470 finished with value: 0.9972754142971101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:20,042] Trial 5471 finished with value: 0.9974502350385269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:35,323] Trial 5472 finished with value: 0.9965113103052938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:38,050] Trial 5473 finished with value: 0.9973790751270704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:40,055] Trial 5474 finished with value: 0.9973242331337883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:41,525] Trial 5475 finished with value: 0.9972015474912634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 51}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:42,338] Trial 5476 finished with value: 0.9928364613430376 and parameters: {'classifier': 'SVC', 'svc_c': 3387.2954759945997, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:54,488] Trial 5477 finished with value: 0.996349688978739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:56,826] Trial 5478 finished with value: 0.997272161320284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:59,507] Trial 5479 finished with value: 0.9976059200116546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:06,078] Trial 5480 finished with value: 0.9968166652515875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:07,962] Trial 5481 finished with value: 0.9976544006491909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:09,593] Trial 5482 finished with value: 0.997445337974618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:11,503] Trial 5483 finished with value: 0.9970302539739312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:14,480] Trial 5484 finished with value: 0.9974128852342575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:15,988] Trial 5485 finished with value: 0.9936644970965732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:18,001] Trial 5486 finished with value: 0.9973491350133686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:20,440] Trial 5487 finished with value: 0.997450719327257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:23,773] Trial 5488 finished with value: 0.9974887849800292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:26,442] Trial 5489 finished with value: 0.9974096304801084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:28,221] Trial 5490 finished with value: 0.9973794280208637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:29,240] Trial 5491 finished with value: 0.9971382400776596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:31,736] Trial 5492 finished with value: 0.9975974167914851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:33,409] Trial 5493 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.0869831068280396e-05, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:34,762] Trial 5494 finished with value: 0.997037466413404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:36,219] Trial 5495 finished with value: 0.9973749619577381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:38,173] Trial 5496 finished with value: 0.9974640097981756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:40,261] Trial 5497 finished with value: 0.997073448377337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:43,207] Trial 5498 finished with value: 0.9976119407879156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:54,347] Trial 5499 finished with value: 0.9958975437665757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 51, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:57,651] Trial 5500 finished with value: 0.9973746949784604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:59,433] Trial 5501 finished with value: 0.9973230510871623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:01,471] Trial 5502 finished with value: 0.9973453642643201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:03,196] Trial 5503 finished with value: 0.9973866713730581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:05,572] Trial 5504 finished with value: 0.9971897641900948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:14,659] Trial 5505 finished with value: 0.9971982808036612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:15,873] Trial 5506 finished with value: 0.9973892533470444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:17,698] Trial 5507 finished with value: 0.9975200102885563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:19,415] Trial 5508 finished with value: 0.9974148994170792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:20,728] Trial 5509 finished with value: 0.9973465564353384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:23,432] Trial 5510 finished with value: 0.997607761095929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:25,601] Trial 5511 finished with value: 0.9973605828448554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:26,743] Trial 5512 finished with value: 0.987322840276364 and parameters: {'classifier': 'SVC', 'svc_c': 98639.94694195106, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:28,254] Trial 5513 finished with value: 0.9956789807619945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:30,103] Trial 5514 finished with value: 0.9968634529256635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:32,600] Trial 5515 finished with value: 0.9973042915717665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:34,815] Trial 5516 finished with value: 0.9905291150573444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:43,397] Trial 5517 finished with value: 0.9968406354014183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:44,804] Trial 5518 finished with value: 0.9962470188158224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:47,102] Trial 5519 finished with value: 0.9969053064024788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:48,407] Trial 5520 finished with value: 0.9975109523532398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:50,706] Trial 5521 finished with value: 0.9976875822823342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:54,845] Trial 5522 finished with value: 0.9974670148067307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:56,672] Trial 5523 finished with value: 0.997196561370786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:57,397] Trial 5524 finished with value: 0.993201041033732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:00,900] Trial 5525 finished with value: 0.9969356903073407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:02,432] Trial 5526 finished with value: 0.9972447998798262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:04,523] Trial 5527 finished with value: 0.9973628653716848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:06,373] Trial 5528 finished with value: 0.9975527917066863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:11,266] Trial 5529 finished with value: 0.9976653482595178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:13,999] Trial 5530 finished with value: 0.997205254447118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:16,805] Trial 5531 finished with value: 0.9943424779913391 and parameters: {'classifier': 'SVC', 'svc_c': 539715.314586131, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:19,626] Trial 5532 finished with value: 0.9977076620946809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:31,663] Trial 5533 finished with value: 0.996381484998318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:33,242] Trial 5534 finished with value: 0.9975026384179505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:35,889] Trial 5535 finished with value: 0.9973782599071791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:43,130] Trial 5536 finished with value: 0.9967894326035585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:45,166] Trial 5537 finished with value: 0.9973740181675835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:47,101] Trial 5538 finished with value: 0.997315741910548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:49,629] Trial 5539 finished with value: 0.9971327703349481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:51,954] Trial 5540 finished with value: 0.9972222729478618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:54,219] Trial 5541 finished with value: 0.9974691527673917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:55,687] Trial 5542 finished with value: 0.9972820585010873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:05,558] Trial 5543 finished with value: 0.9969169179698301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:07,748] Trial 5544 finished with value: 0.9974572951677816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:10,166] Trial 5545 finished with value: 0.9974936470687643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:12,185] Trial 5546 finished with value: 0.9973309558890865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:14,398] Trial 5547 finished with value: 0.9974770714387814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:17,277] Trial 5548 finished with value: 0.9972338415738244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:18,927] Trial 5549 finished with value: 0.9973730320073226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:20,424] Trial 5550 finished with value: 0.9866224611468485 and parameters: {'classifier': 'SVC', 'svc_c': 6991845.375416963, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:23,438] Trial 5551 finished with value: 0.9974505864406383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:25,672] Trial 5552 finished with value: 0.9974194803714299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:28,830] Trial 5553 finished with value: 0.9953848159036406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 41}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:44,915] Trial 5554 finished with value: 0.9961292466457047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:47,893] Trial 5555 finished with value: 0.9969479704971888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:49,599] Trial 5556 finished with value: 0.9976104482810788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:02,857] Trial 5557 finished with value: 0.996330393060969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 99}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:04,097] Trial 5558 finished with value: 0.9968063536689263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:05,018] Trial 5559 finished with value: 0.997084247835112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 90}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:07,236] Trial 5560 finished with value: 0.9970005981049287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:12,065] Trial 5561 finished with value: 0.9973309580155266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:13,250] Trial 5562 finished with value: 0.9961844956459123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:15,494] Trial 5563 finished with value: 0.9973691174855532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:16,768] Trial 5564 finished with value: 0.9975592266309018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:18,850] Trial 5565 finished with value: 0.9973060459163398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:21,820] Trial 5566 finished with value: 0.9973959068502287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:24,347] Trial 5567 finished with value: 0.9963301088480074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:26,059] Trial 5568 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 5.520566023216402e-05, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:37,909] Trial 5569 finished with value: 0.9961911617490458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:40,067] Trial 5570 finished with value: 0.9971192283728508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:42,903] Trial 5571 finished with value: 0.997166617956342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:45,329] Trial 5572 finished with value: 0.9973723013689549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:47,693] Trial 5573 finished with value: 0.9939989779840285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:49,618] Trial 5574 finished with value: 0.9972697831036633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:51,268] Trial 5575 finished with value: 0.9975198429028321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:52,002] Trial 5576 finished with value: 0.9959752492088553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 20}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:55,140] Trial 5577 finished with value: 0.9951291168495966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:56,348] Trial 5578 finished with value: 0.9886150516863172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:03,567] Trial 5579 finished with value: 0.9969202142054242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:05,255] Trial 5580 finished with value: 0.9972010755168413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:06,741] Trial 5581 finished with value: 0.9973868490418641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:08,759] Trial 5582 finished with value: 0.997121154197338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:10,885] Trial 5583 finished with value: 0.9973722005376228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:14,395] Trial 5584 finished with value: 0.9975718715845203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:17,151] Trial 5585 finished with value: 0.9972539403654398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:19,492] Trial 5586 finished with value: 0.9975792686751387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:20,985] Trial 5587 finished with value: 0.985915108754731 and parameters: {'classifier': 'SVC', 'svc_c': 0.5524030056107432, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:22,602] Trial 5588 finished with value: 0.9973663561923897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:24,238] Trial 5589 finished with value: 0.9973833196278639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:32,150] Trial 5590 finished with value: 0.9970028003983281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:36,516] Trial 5591 finished with value: 0.9973549546347721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:38,829] Trial 5592 finished with value: 0.9973874555532758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:40,621] Trial 5593 finished with value: 0.997234100269508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:42,297] Trial 5594 finished with value: 0.9974746229861716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:44,245] Trial 5595 finished with value: 0.997393991435775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:45,526] Trial 5596 finished with value: 0.9963587421216312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:46,803] Trial 5597 finished with value: 0.9973280135311607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:52,510] Trial 5598 finished with value: 0.9971693481146183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:54,263] Trial 5599 finished with value: 0.9965311275181942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 60}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:56,683] Trial 5600 finished with value: 0.9974442984311965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:58,570] Trial 5601 finished with value: 0.9974312184143425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:02,805] Trial 5602 finished with value: 0.9957159392061264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:05,078] Trial 5603 finished with value: 0.9970445743399473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:15,834] Trial 5604 finished with value: 0.9962502393882451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 62, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:18,562] Trial 5605 finished with value: 0.9976039787942822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:20,272] Trial 5606 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.46874749170222e-08, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:22,640] Trial 5607 finished with value: 0.9974035554637638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:24,853] Trial 5608 finished with value: 0.9976043162317142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:26,798] Trial 5609 finished with value: 0.9972646207425858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:36,093] Trial 5610 finished with value: 0.9966594489879003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:37,807] Trial 5611 finished with value: 0.9973855073535637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:39,146] Trial 5612 finished with value: 0.9962659302605816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:40,605] Trial 5613 finished with value: 0.9972509204083302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:42,915] Trial 5614 finished with value: 0.9975644084155787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:43,848] Trial 5615 finished with value: 0.9964994902198905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:46,902] Trial 5616 finished with value: 0.9974256939237408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:49,597] Trial 5617 finished with value: 0.9976552788053525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:51,862] Trial 5618 finished with value: 0.997383363807031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:55,788] Trial 5619 finished with value: 0.9974486977495026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:57,213] Trial 5620 finished with value: 0.9970769569077942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:01,228] Trial 5621 finished with value: 0.9971673543075331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:03,525] Trial 5622 finished with value: 0.9975921271613987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:05,171] Trial 5623 finished with value: 0.9973459157104623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:06,133] Trial 5624 finished with value: 0.9893080244894833 and parameters: {'classifier': 'SVC', 'svc_c': 7.2293007284643, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:15,717] Trial 5625 finished with value: 0.9967754702728765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:21,314] Trial 5626 finished with value: 0.9972361128654347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:23,922] Trial 5627 finished with value: 0.997641348688647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:25,914] Trial 5628 finished with value: 0.9976635523065478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:29,870] Trial 5629 finished with value: 0.9970544447974325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:32,064] Trial 5630 finished with value: 0.997482086948561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:34,124] Trial 5631 finished with value: 0.9972732798910947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:47,465] Trial 5632 finished with value: 0.9964392447843857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:50,963] Trial 5633 finished with value: 0.9972227336553265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:52,780] Trial 5634 finished with value: 0.9966183197383957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:54,283] Trial 5635 finished with value: 0.9972470638082419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:55,603] Trial 5636 finished with value: 0.9967378474591272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:56,248] Trial 5637 finished with value: 0.9972318557964296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 17}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:04,984] Trial 5638 finished with value: 0.9955597007238927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 66, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:07,478] Trial 5639 finished with value: 0.9964184859395085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:08,210] Trial 5640 finished with value: 0.9970017837062001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 30}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:09,536] Trial 5641 finished with value: 0.997485816057475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:10,511] Trial 5642 finished with value: 0.9950927035357631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:11,225] Trial 5643 finished with value: 0.9934369073867767 and parameters: {'classifier': 'SVC', 'svc_c': 168.94919349727974, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:13,411] Trial 5644 finished with value: 0.9973291414011786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:18,736] Trial 5645 finished with value: 0.9974245857629634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:21,336] Trial 5646 finished with value: 0.9972961985323131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:23,472] Trial 5647 finished with value: 0.997488671548748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:23,942] Trial 5648 finished with value: 0.9935567495984334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 9}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:26,005] Trial 5649 finished with value: 0.997625619223015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:29,220] Trial 5650 finished with value: 0.9971824417787727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:31,380] Trial 5651 finished with value: 0.9972770403570616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:33,090] Trial 5652 finished with value: 0.9973720640328828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:34,699] Trial 5653 finished with value: 0.9975782993042307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:37,274] Trial 5654 finished with value: 0.9975655682774072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:39,638] Trial 5655 finished with value: 0.9973335444645578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:41,524] Trial 5656 finished with value: 0.9971029478101935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:44,925] Trial 5657 finished with value: 0.9975411054600388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:47,876] Trial 5658 finished with value: 0.9956186591555115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:49,685] Trial 5659 finished with value: 0.9973840753709166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:50,750] Trial 5660 finished with value: 0.9973247199298131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:52,914] Trial 5661 finished with value: 0.9973232329771102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:55,858] Trial 5662 finished with value: 0.9975305849149946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:01,608] Trial 5663 finished with value: 0.9970397704902725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:03,557] Trial 5664 finished with value: 0.9972336209953675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:07,867] Trial 5665 finished with value: 0.9972656029356083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:09,594] Trial 5666 finished with value: 0.997460432809052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:10,624] Trial 5667 finished with value: 0.9895825238738722 and parameters: {'classifier': 'SVC', 'svc_c': 17628.195240333083, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:13,306] Trial 5668 finished with value: 0.9976255364188145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:15,439] Trial 5669 finished with value: 0.9905753999077521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:27,728] Trial 5670 finished with value: 0.9965363516412397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:28,882] Trial 5671 finished with value: 0.9952920645667803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:31,729] Trial 5672 finished with value: 0.9972089584513473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:33,927] Trial 5673 finished with value: 0.9971872755890322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:36,737] Trial 5674 finished with value: 0.9974200846294501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:41,615] Trial 5675 finished with value: 0.9970591524495099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:43,111] Trial 5676 finished with value: 0.9973993111851357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:46,160] Trial 5677 finished with value: 0.997500670794639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:47,234] Trial 5678 finished with value: 0.9939517016096534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:49,190] Trial 5679 finished with value: 0.9969087625971264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:06,129] Trial 5680 finished with value: 0.9902149309425713 and parameters: {'classifier': 'SVC', 'svc_c': 83843723.9970942, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:07,839] Trial 5681 finished with value: 0.9976041546222895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:09,873] Trial 5682 finished with value: 0.9975900495979757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:12,217] Trial 5683 finished with value: 0.9973715263609924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:13,806] Trial 5684 finished with value: 0.9971221778718057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:16,222] Trial 5685 finished with value: 0.9972726633187664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:17,649] Trial 5686 finished with value: 0.9972720524275234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 79}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:19,718] Trial 5687 finished with value: 0.9975961472117104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:22,020] Trial 5688 finished with value: 0.9974785717531433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:24,261] Trial 5689 finished with value: 0.9975557285739541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:25,893] Trial 5690 finished with value: 0.9975697464459742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:32,820] Trial 5691 finished with value: 0.9970222493245501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:35,140] Trial 5692 finished with value: 0.9975794410754522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:37,856] Trial 5693 finished with value: 0.9973612228397594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:40,018] Trial 5694 finished with value: 0.9973056788991778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:41,574] Trial 5695 finished with value: 0.997441981659165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:45,003] Trial 5696 finished with value: 0.9970298274481927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:46,096] Trial 5697 finished with value: 0.9972150484479844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:49,209] Trial 5698 finished with value: 0.9973953589269943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:54,369] Trial 5699 finished with value: 0.9955783079290706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 50, 'rf_n_estimators': 49}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:56,112] Trial 5700 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 2.066453406339363e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:59,182] Trial 5701 finished with value: 0.996901805298692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:59,742] Trial 5702 finished with value: 0.996821273373587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 13}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:01,287] Trial 5703 finished with value: 0.9977393913377027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:03,031] Trial 5704 finished with value: 0.997520228867525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:04,352] Trial 5705 finished with value: 0.9973947279773938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:05,861] Trial 5706 finished with value: 0.9975574323283031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:10,730] Trial 5707 finished with value: 0.99706506858589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:12,219] Trial 5708 finished with value: 0.997247660956971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:13,535] Trial 5709 finished with value: 0.9973112441095148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:15,497] Trial 5710 finished with value: 0.9975359785819418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:16,700] Trial 5711 finished with value: 0.9974422381014575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:18,204] Trial 5712 finished with value: 0.9975136822258751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:19,483] Trial 5713 finished with value: 0.9973682623393744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:20,846] Trial 5714 finished with value: 0.9974607629467656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:28,684] Trial 5715 finished with value: 0.9969830850323728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:30,488] Trial 5716 finished with value: 0.9973708965222187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:34,656] Trial 5717 finished with value: 0.9970048937037532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:36,150] Trial 5718 finished with value: 0.9973859899284467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:04,570] Trial 5719 finished with value: 0.9900308230864083 and parameters: {'classifier': 'SVC', 'svc_c': 308123268.30814767, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:06,068] Trial 5720 finished with value: 0.9973783465199286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:07,423] Trial 5721 finished with value: 0.997416823749885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:19,605] Trial 5722 finished with value: 0.9966190189244971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:21,161] Trial 5723 finished with value: 0.9972743623759048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:22,720] Trial 5724 finished with value: 0.9975672767607042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:25,511] Trial 5725 finished with value: 0.9974929046556328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:26,310] Trial 5726 finished with value: 0.9938304743239766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:28,395] Trial 5727 finished with value: 0.9908064330535579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 49, 'rf_n_estimators': 97}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:30,059] Trial 5728 finished with value: 0.9973692971538474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:35,229] Trial 5729 finished with value: 0.9972002592813372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:36,426] Trial 5730 finished with value: 0.9966400932124365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:41,674] Trial 5731 finished with value: 0.9969806135380423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:42,622] Trial 5732 finished with value: 0.996983879051342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:50,455] Trial 5733 finished with value: 0.9961357907800599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:58,227] Trial 5734 finished with value: 0.9951587904600894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 64, 'rf_n_estimators': 99}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:00,993] Trial 5735 finished with value: 0.9974848448457685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:01,887] Trial 5736 finished with value: 0.9971353065428721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:03,651] Trial 5737 finished with value: 0.9853959831009323 and parameters: {'classifier': 'SVC', 'svc_c': 0.04464323835947595, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:06,078] Trial 5738 finished with value: 0.997074418065624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:08,596] Trial 5739 finished with value: 0.997346154220837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:10,125] Trial 5740 finished with value: 0.9974809272771599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:12,462] Trial 5741 finished with value: 0.9965029418442795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:26,650] Trial 5742 finished with value: 0.9965452995412307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:34,551] Trial 5743 finished with value: 0.9965339863736854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 40, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:35,367] Trial 5744 finished with value: 0.992679739048142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:38,011] Trial 5745 finished with value: 0.9964624590324741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:39,338] Trial 5746 finished with value: 0.9970872840102922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:41,893] Trial 5747 finished with value: 0.9972866006399771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:44,308] Trial 5748 finished with value: 0.9973595252425648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:46,033] Trial 5749 finished with value: 0.9976802526665072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:48,028] Trial 5750 finished with value: 0.9973410766951861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:50,112] Trial 5751 finished with value: 0.9976982469174782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:52,371] Trial 5752 finished with value: 0.9973959748010888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:54,403] Trial 5753 finished with value: 0.997476411290306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:56,652] Trial 5754 finished with value: 0.9969323552562859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:07,437] Trial 5755 finished with value: 0.9964662034073218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 49, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:15,922] Trial 5756 finished with value: 0.9961360791506871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 57, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:18,575] Trial 5757 finished with value: 0.9976154681072139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:19,352] Trial 5758 finished with value: 0.9917191139650069 and parameters: {'classifier': 'SVC', 'svc_c': 23.19522742018279, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:23,489] Trial 5759 finished with value: 0.997238110703234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:25,075] Trial 5760 finished with value: 0.9960841252752468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:26,103] Trial 5761 finished with value: 0.9970808319476068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:27,745] Trial 5762 finished with value: 0.9973257068200457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:31,462] Trial 5763 finished with value: 0.9971388319896338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:44,073] Trial 5764 finished with value: 0.9963628849341691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:53,716] Trial 5765 finished with value: 0.9966549983493979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:54,578] Trial 5766 finished with value: 0.9969013704576217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:56,488] Trial 5767 finished with value: 0.9973445477114367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:58,257] Trial 5768 finished with value: 0.9974978844602665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:00,233] Trial 5769 finished with value: 0.9974104423675195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:01,911] Trial 5770 finished with value: 0.9971358797612188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:03,335] Trial 5771 finished with value: 0.9972519962599176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:05,814] Trial 5772 finished with value: 0.9974718494104376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:07,955] Trial 5773 finished with value: 0.9973383506628376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:13,316] Trial 5774 finished with value: 0.997130395799925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:14,455] Trial 5775 finished with value: 0.9930347804820284 and parameters: {'classifier': 'SVC', 'svc_c': 1114.0901855036564, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:16,349] Trial 5776 finished with value: 0.9974641380193218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:18,584] Trial 5777 finished with value: 0.9973050736572824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:20,707] Trial 5778 finished with value: 0.9970795047000544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:31,056] Trial 5779 finished with value: 0.9966402665331494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:32,207] Trial 5780 finished with value: 0.9962291429789842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:34,538] Trial 5781 finished with value: 0.9975097334271655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:36,122] Trial 5782 finished with value: 0.9974391983398937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:38,454] Trial 5783 finished with value: 0.9975089686388093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:40,910] Trial 5784 finished with value: 0.997178338352978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:42,648] Trial 5785 finished with value: 0.9971267847877646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:45,122] Trial 5786 finished with value: 0.9975774924314091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:46,649] Trial 5787 finished with value: 0.9970475623687217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:48,245] Trial 5788 finished with value: 0.9975386859206629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:49,560] Trial 5789 finished with value: 0.9945563391518805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:51,839] Trial 5790 finished with value: 0.9974763588592829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:54,226] Trial 5791 finished with value: 0.9974923137910094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:55,845] Trial 5792 finished with value: 0.9954886589409276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:56,936] Trial 5793 finished with value: 0.997158122131105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:58,663] Trial 5794 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014880932008895428, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:00,617] Trial 5795 finished with value: 0.9976110780563768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:02,009] Trial 5796 finished with value: 0.9974038923299137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:03,690] Trial 5797 finished with value: 0.9975643536359504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:07,604] Trial 5798 finished with value: 0.9972228854894759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 94}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:11,255] Trial 5799 finished with value: 0.9974373361816485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:13,314] Trial 5800 finished with value: 0.9971412766654327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:15,786] Trial 5801 finished with value: 0.9974037383058487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:17,601] Trial 5802 finished with value: 0.9974876742484816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:19,688] Trial 5803 finished with value: 0.9972127936918239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:29,132] Trial 5804 finished with value: 0.9961852517698199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:32,087] Trial 5805 finished with value: 0.9973454472589481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:34,040] Trial 5806 finished with value: 0.9973263484653212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:35,255] Trial 5807 finished with value: 0.9963769696462222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:37,389] Trial 5808 finished with value: 0.9971306493540677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:39,782] Trial 5809 finished with value: 0.9973223355243007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:42,184] Trial 5810 finished with value: 0.997251467569855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:49,745] Trial 5811 finished with value: 0.9960542589839179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:51,512] Trial 5812 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.930287051840694e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:52,337] Trial 5813 finished with value: 0.9893568352964709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:53,442] Trial 5814 finished with value: 0.9974499349883498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 96}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:55,418] Trial 5815 finished with value: 0.9975830006722023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:02,839] Trial 5816 finished with value: 0.996636219886471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:03,604] Trial 5817 finished with value: 0.9964010648434085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 25}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:05,689] Trial 5818 finished with value: 0.9974269757860856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:07,331] Trial 5819 finished with value: 0.9974655770477844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:09,715] Trial 5820 finished with value: 0.9976461379388842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:12,453] Trial 5821 finished with value: 0.9974216221089017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:14,283] Trial 5822 finished with value: 0.997221430115991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:16,949] Trial 5823 finished with value: 0.9971312387270094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:18,090] Trial 5824 finished with value: 0.9973334253839291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:19,307] Trial 5825 finished with value: 0.9970775951253755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:21,335] Trial 5826 finished with value: 0.9976022396204286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:23,963] Trial 5827 finished with value: 0.9974501937157713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:25,540] Trial 5828 finished with value: 0.9974065877351815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:27,551] Trial 5829 finished with value: 0.9970310140650772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:40,115] Trial 5830 finished with value: 0.9960954737670832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:41,872] Trial 5831 finished with value: 0.9972610103334457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:43,568] Trial 5832 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.9019658626126095e-07, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:47,869] Trial 5833 finished with value: 0.9974124752439688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:49,794] Trial 5834 finished with value: 0.9972215119363165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:52,427] Trial 5835 finished with value: 0.997298453510639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:53,827] Trial 5836 finished with value: 0.9974839443778577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:54,703] Trial 5837 finished with value: 0.9964454365962299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:57,068] Trial 5838 finished with value: 0.9972312491263283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:02,147] Trial 5839 finished with value: 0.9968959651428625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 25, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:04,951] Trial 5840 finished with value: 0.9973573716985912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:06,512] Trial 5841 finished with value: 0.997364944585479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:08,934] Trial 5842 finished with value: 0.9972798738539647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:10,727] Trial 5843 finished with value: 0.9977163658032119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:13,360] Trial 5844 finished with value: 0.9971305616304914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:15,786] Trial 5845 finished with value: 0.9974759727676384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:16,870] Trial 5846 finished with value: 0.9966783827761461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:18,399] Trial 5847 finished with value: 0.9955772416623313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:20,372] Trial 5848 finished with value: 0.9975972456289502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:22,102] Trial 5849 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1037394414942817e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:24,872] Trial 5850 finished with value: 0.997337874435536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:26,619] Trial 5851 finished with value: 0.997395440271251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:27,850] Trial 5852 finished with value: 0.9971688997849374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 55}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:29,085] Trial 5853 finished with value: 0.9945048105644004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:30,809] Trial 5854 finished with value: 0.9973903253583453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:31,920] Trial 5855 finished with value: 0.9972024070807494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:34,297] Trial 5856 finished with value: 0.997251652125787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:39,418] Trial 5857 finished with value: 0.9960371635822242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:41,687] Trial 5858 finished with value: 0.9974019087106968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:42,951] Trial 5859 finished with value: 0.9975435836193297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:45,044] Trial 5860 finished with value: 0.997210019100477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:47,482] Trial 5861 finished with value: 0.9975259035419048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:49,232] Trial 5862 finished with value: 0.9975317862582681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:51,806] Trial 5863 finished with value: 0.996956890213918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:52,667] Trial 5864 finished with value: 0.9899013869496541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:53,277] Trial 5865 finished with value: 0.9970118130436504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 35}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:58,336] Trial 5866 finished with value: 0.9975714673387929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:00,782] Trial 5867 finished with value: 0.997210628658728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:02,472] Trial 5868 finished with value: 0.9850769194415753 and parameters: {'classifier': 'SVC', 'svc_c': 1.1550166078581731e-10, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:14,506] Trial 5869 finished with value: 0.9962808859242914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:16,233] Trial 5870 finished with value: 0.997221474390372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:17,355] Trial 5871 finished with value: 0.9962296207297054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:19,811] Trial 5872 finished with value: 0.997359358808978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:23,769] Trial 5873 finished with value: 0.996854394419065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:26,496] Trial 5874 finished with value: 0.9972934508547118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:28,566] Trial 5875 finished with value: 0.9973949165005641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:30,700] Trial 5876 finished with value: 0.9973733774427077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:33,817] Trial 5877 finished with value: 0.9972782248792439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:36,321] Trial 5878 finished with value: 0.9971869136499353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:38,525] Trial 5879 finished with value: 0.9974975966926594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:40,225] Trial 5880 finished with value: 0.9965425896000014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:42,309] Trial 5881 finished with value: 0.9972914382270476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:44,189] Trial 5882 finished with value: 0.9974681325206181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:46,465] Trial 5883 finished with value: 0.997195030588033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:48,521] Trial 5884 finished with value: 0.997322122753369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:49,868] Trial 5885 finished with value: 0.9970237459573149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:57,496] Trial 5886 finished with value: 0.9971433209357906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:58,807] Trial 5887 finished with value: 0.9867404174920434 and parameters: {'classifier': 'SVC', 'svc_c': 15138303.301507886, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:00,667] Trial 5888 finished with value: 0.9973146714226667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:01,317] Trial 5889 finished with value: 0.9879558202460307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:03,235] Trial 5890 finished with value: 0.9970298224336034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:05,746] Trial 5891 finished with value: 0.9970936717719772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:07,882] Trial 5892 finished with value: 0.9967643833966117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:09,842] Trial 5893 finished with value: 0.9975926077367935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:11,511] Trial 5894 finished with value: 0.9974045921825114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:13,253] Trial 5895 finished with value: 0.9973071704221393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:15,101] Trial 5896 finished with value: 0.9973134077778808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:26,139] Trial 5897 finished with value: 0.9966679092984188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:28,677] Trial 5898 finished with value: 0.9975371978571331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:29,733] Trial 5899 finished with value: 0.9975947887657949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:31,055] Trial 5900 finished with value: 0.9973461392088067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:42,764] Trial 5901 finished with value: 0.9968514844972808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:49,031] Trial 5902 finished with value: 0.9968915440840899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:51,215] Trial 5903 finished with value: 0.997331694239766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:52,751] Trial 5904 finished with value: 0.9970101485173553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:54,578] Trial 5905 finished with value: 0.997519725313885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:56,285] Trial 5906 finished with value: 0.9852784856858795 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010268152992049015, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:59,033] Trial 5907 finished with value: 0.9973831395787148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:01,207] Trial 5908 finished with value: 0.9975751778810311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:07,091] Trial 5909 finished with value: 0.9971650509606365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:11,364] Trial 5910 finished with value: 0.9936800914539331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 54, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:15,960] Trial 5911 finished with value: 0.9974328573281465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:18,788] Trial 5912 finished with value: 0.997516461990501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:20,331] Trial 5913 finished with value: 0.9972389731808695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:21,138] Trial 5914 finished with value: 0.988654206964929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:24,915] Trial 5915 finished with value: 0.9973207154628138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:26,881] Trial 5916 finished with value: 0.9974073948936443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:28,281] Trial 5917 finished with value: 0.9962938199467711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:30,488] Trial 5918 finished with value: 0.997325620746841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:37,285] Trial 5919 finished with value: 0.9965320058013076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:39,751] Trial 5920 finished with value: 0.9975808146920873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:42,738] Trial 5921 finished with value: 0.9973765836061202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:45,060] Trial 5922 finished with value: 0.9975487489320328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:46,606] Trial 5923 finished with value: 0.9973050238922435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:48,453] Trial 5924 finished with value: 0.9973367886499834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:50,239] Trial 5925 finished with value: 0.9853695996323554 and parameters: {'classifier': 'SVC', 'svc_c': 0.005944800163548346, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:52,864] Trial 5926 finished with value: 0.9973552814400052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:54,829] Trial 5927 finished with value: 0.9973323136367682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:56,337] Trial 5928 finished with value: 0.9967547866151024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:58,692] Trial 5929 finished with value: 0.9969997429587498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 45}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:01,188] Trial 5930 finished with value: 0.9971300392562724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:03,198] Trial 5931 finished with value: 0.9975058217618078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:09,975] Trial 5932 finished with value: 0.9969567999195713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:22,925] Trial 5933 finished with value: 0.9961060743868678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:24,545] Trial 5934 finished with value: 0.9973417326542577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:26,199] Trial 5935 finished with value: 0.9971504475559616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:28,915] Trial 5936 finished with value: 0.9969817211910131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:31,679] Trial 5937 finished with value: 0.9974499149934678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:34,100] Trial 5938 finished with value: 0.9973868985212619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:43,098] Trial 5939 finished with value: 0.9972423100092472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:45,271] Trial 5940 finished with value: 0.9974495326151588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:56,056] Trial 5941 finished with value: 0.996626068040698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:58,317] Trial 5942 finished with value: 0.9972420335720731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:59,816] Trial 5943 finished with value: 0.9858031847701333 and parameters: {'classifier': 'SVC', 'svc_c': 0.2469785773556794, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:01,665] Trial 5944 finished with value: 0.9976219329602761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:03,785] Trial 5945 finished with value: 0.9975198428076185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:06,344] Trial 5946 finished with value: 0.9973155001311689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:16,290] Trial 5947 finished with value: 0.996925710544502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:17,328] Trial 5948 finished with value: 0.9968464907914435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 58}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:18,524] Trial 5949 finished with value: 0.9967815358313249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:20,069] Trial 5950 finished with value: 0.9974058783929495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:21,045] Trial 5951 finished with value: 0.9968401711710458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:24,266] Trial 5952 finished with value: 0.9974040430214983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:26,791] Trial 5953 finished with value: 0.9975915621631698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:28,664] Trial 5954 finished with value: 0.9973053686611323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:30,822] Trial 5955 finished with value: 0.9975462418912459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:42,076] Trial 5956 finished with value: 0.9964139348822668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:44,319] Trial 5957 finished with value: 0.9974492789023265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:45,829] Trial 5958 finished with value: 0.9971488492666793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:47,404] Trial 5959 finished with value: 0.9976724800529677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:50,050] Trial 5960 finished with value: 0.9971761027030378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:52,356] Trial 5961 finished with value: 0.9972584800287727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:54,068] Trial 5962 finished with value: 0.9971045159484637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:54,841] Trial 5963 finished with value: 0.9926908549963303 and parameters: {'classifier': 'SVC', 'svc_c': 357.94621111359965, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:58,010] Trial 5964 finished with value: 0.9974545816084307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:00,134] Trial 5965 finished with value: 0.9976038980530454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:02,512] Trial 5966 finished with value: 0.9974576731027839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:04,385] Trial 5967 finished with value: 0.99746947024168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:06,485] Trial 5968 finished with value: 0.9960266043804088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:08,561] Trial 5969 finished with value: 0.9975369485876079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:11,447] Trial 5970 finished with value: 0.9972985370130734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:13,091] Trial 5971 finished with value: 0.9969750522632058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:14,915] Trial 5972 finished with value: 0.9969635566979064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:19,664] Trial 5973 finished with value: 0.9973310102561221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:21,147] Trial 5974 finished with value: 0.997435444411936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:23,189] Trial 5975 finished with value: 0.997401588284783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:29,401] Trial 5976 finished with value: 0.9960018638246121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 43, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:31,581] Trial 5977 finished with value: 0.9976146186738584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:34,131] Trial 5978 finished with value: 0.9976936906869577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:37,339] Trial 5979 finished with value: 0.9972977758428386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:41,572] Trial 5980 finished with value: 0.9929745944281486 and parameters: {'classifier': 'SVC', 'svc_c': 1315905.4990601614, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:42,705] Trial 5981 finished with value: 0.9958485917258998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 62}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:45,227] Trial 5982 finished with value: 0.9970934433225193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:51,155] Trial 5983 finished with value: 0.9974339326401894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:52,790] Trial 5984 finished with value: 0.9971967772202949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:58,480] Trial 5985 finished with value: 0.997478195182871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:12,111] Trial 5986 finished with value: 0.9963014180018196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:16,455] Trial 5987 finished with value: 0.9971674852264014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:18,345] Trial 5988 finished with value: 0.9972254892356669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:21,916] Trial 5989 finished with value: 0.9971985129981924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:22,568] Trial 5990 finished with value: 0.9939849572873349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 33}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:24,613] Trial 5991 finished with value: 0.9977310625490726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:25,697] Trial 5992 finished with value: 0.9949743331060894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:27,700] Trial 5993 finished with value: 0.997459159960273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:30,005] Trial 5994 finished with value: 0.9977140145638127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:31,539] Trial 5995 finished with value: 0.9973959469034678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:32,631] Trial 5996 finished with value: 0.9974179686948971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:39,297] Trial 5997 finished with value: 0.9969139601555433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:41,638] Trial 5998 finished with value: 0.9975597217422582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:44,084] Trial 5999 finished with value: 0.9976474333850535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:45,862] Trial 6000 finished with value: 0.9852049080441078 and parameters: {'classifier': 'SVC', 'svc_c': 1.1495543614381741e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:50,353] Trial 6001 finished with value: 0.9966097907470454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:53,014] Trial 6002 finished with value: 0.9975871673199088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:05,556] Trial 6003 finished with value: 0.9968248743248306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:06,747] Trial 6004 finished with value: 0.9901592337713724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 6}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:08,916] Trial 6005 finished with value: 0.9974956659170583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:10,651] Trial 6006 finished with value: 0.9973077894065489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:12,910] Trial 6007 finished with value: 0.9977821136397349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:16,452] Trial 6008 finished with value: 0.9972877128949444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:18,234] Trial 6009 finished with value: 0.9973168047178552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:21,124] Trial 6010 finished with value: 0.9977431887148557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:24,127] Trial 6011 finished with value: 0.9975229070391088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:31,072] Trial 6012 finished with value: 0.9971177522745123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:34,516] Trial 6013 finished with value: 0.9973758275774265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:35,579] Trial 6014 finished with value: 0.9905390332486426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:38,755] Trial 6015 finished with value: 0.9974611200617004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:41,618] Trial 6016 finished with value: 0.997125069004749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:44,357] Trial 6017 finished with value: 0.9975248964028872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:47,366] Trial 6018 finished with value: 0.9974413845739117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:56:59,057] Trial 6019 finished with value: 0.9893799887982047 and parameters: {'classifier': 'SVC', 'svc_c': 738672207.0561258, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:02,145] Trial 6020 finished with value: 0.9974764512165936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:05,277] Trial 6021 finished with value: 0.9974610343693501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:08,126] Trial 6022 finished with value: 0.9975709985381617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:10,881] Trial 6023 finished with value: 0.9974029330833982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:14,133] Trial 6024 finished with value: 0.997358274229466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:16,656] Trial 6025 finished with value: 0.9975075687431866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:19,159] Trial 6026 finished with value: 0.99744469379031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:22,342] Trial 6027 finished with value: 0.9973674628614851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:25,021] Trial 6028 finished with value: 0.9976508744089814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:27,886] Trial 6029 finished with value: 0.9970260705368718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:30,338] Trial 6030 finished with value: 0.9973887907353053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:32,824] Trial 6031 finished with value: 0.9976156596772233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:35,735] Trial 6032 finished with value: 0.9974850395260928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:39,046] Trial 6033 finished with value: 0.9972832027161275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:41,759] Trial 6034 finished with value: 0.9974165764163722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:44,343] Trial 6035 finished with value: 0.997210849871943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:46,885] Trial 6036 finished with value: 0.9976847360267923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:49,419] Trial 6037 finished with value: 0.9975812871108402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:50,937] Trial 6038 finished with value: 0.9874820150863212 and parameters: {'classifier': 'SVC', 'svc_c': 2.437570899101512, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:53,371] Trial 6039 finished with value: 0.9976118619192155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:54,583] Trial 6040 finished with value: 0.9972545007934098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:57,544] Trial 6041 finished with value: 0.997396405516231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:00,648] Trial 6042 finished with value: 0.9966157536651008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:02,859] Trial 6043 finished with value: 0.9971857408073026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:03,967] Trial 6044 finished with value: 0.9914793745716376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:07,612] Trial 6045 finished with value: 0.9961242430059025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 39}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:10,345] Trial 6046 finished with value: 0.9974753897422781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:11,205] Trial 6047 finished with value: 0.9947497457706014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:14,095] Trial 6048 finished with value: 0.9971495598784275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:16,264] Trial 6049 finished with value: 0.997559004275122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:19,598] Trial 6050 finished with value: 0.9973224297224098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:21,905] Trial 6051 finished with value: 0.9975166683186375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:25,296] Trial 6052 finished with value: 0.9973552328175309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:27,404] Trial 6053 finished with value: 0.996906072904682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:37,129] Trial 6054 finished with value: 0.9969564136692374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:39,941] Trial 6055 finished with value: 0.9973866378260899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:41,682] Trial 6056 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.669914558757102e-07, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:44,249] Trial 6057 finished with value: 0.9974629283607165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:50,192] Trial 6058 finished with value: 0.9971917554264094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:52,786] Trial 6059 finished with value: 0.9973025838501792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:55,359] Trial 6060 finished with value: 0.9975402651354627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:56,986] Trial 6061 finished with value: 0.9971542820029905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:59,035] Trial 6062 finished with value: 0.9972636487691696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 71}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:01,511] Trial 6063 finished with value: 0.9974559661746442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:03,783] Trial 6064 finished with value: 0.997321056359678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:06,159] Trial 6065 finished with value: 0.9975657417250715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:07,884] Trial 6066 finished with value: 0.9955363390532238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:11,090] Trial 6067 finished with value: 0.9973868101629275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:13,424] Trial 6068 finished with value: 0.9975728597125316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:16,126] Trial 6069 finished with value: 0.9974587624429817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:17,115] Trial 6070 finished with value: 0.9898600238235092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:20,765] Trial 6071 finished with value: 0.997145200073816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:22,996] Trial 6072 finished with value: 0.9974908612104603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:25,530] Trial 6073 finished with value: 0.9972444727572137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:37,159] Trial 6074 finished with value: 0.9968526853010098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:38,907] Trial 6075 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.3457194601069964e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:46,566] Trial 6076 finished with value: 0.9970017840553173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:49,754] Trial 6077 finished with value: 0.9947920998811691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:50,764] Trial 6078 finished with value: 0.9940446593381257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:52,358] Trial 6079 finished with value: 0.9975711618931715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:53,783] Trial 6080 finished with value: 0.99731081631426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:58,442] Trial 6081 finished with value: 0.9974482017812226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:04,144] Trial 6082 finished with value: 0.9972757460534568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:07,190] Trial 6083 finished with value: 0.9974870873193588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:08,587] Trial 6084 finished with value: 0.9971059248893902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:10,923] Trial 6085 finished with value: 0.9976173976132986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:13,189] Trial 6086 finished with value: 0.9971225935431799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:15,696] Trial 6087 finished with value: 0.9973911535273028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:18,108] Trial 6088 finished with value: 0.9973999435312041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:19,769] Trial 6089 finished with value: 0.995999109545526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:22,180] Trial 6090 finished with value: 0.9974794510836077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:24,174] Trial 6091 finished with value: 0.9974328061983774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:26,000] Trial 6092 finished with value: 0.9968501609948013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:29,242] Trial 6093 finished with value: 0.9970156536160953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:31,244] Trial 6094 finished with value: 0.9956269326884447 and parameters: {'classifier': 'SVC', 'svc_c': 143661.61373437173, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:38,701] Trial 6095 finished with value: 0.9966022833354605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:41,402] Trial 6096 finished with value: 0.9973048569825879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:44,514] Trial 6097 finished with value: 0.9975984557318863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:45,436] Trial 6098 finished with value: 0.9966018933400536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:47,345] Trial 6099 finished with value: 0.9974504972571183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:49,538] Trial 6100 finished with value: 0.9971006490335554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:51,303] Trial 6101 finished with value: 0.9970939121548884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:53,822] Trial 6102 finished with value: 0.9972207732047821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:58,889] Trial 6103 finished with value: 0.9971623805965777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:00,888] Trial 6104 finished with value: 0.9975400480799136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:06,556] Trial 6105 finished with value: 0.9965093906062226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:18,390] Trial 6106 finished with value: 0.996733146948079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:21,021] Trial 6107 finished with value: 0.99647774873766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:22,349] Trial 6108 finished with value: 0.9973961933483194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:23,777] Trial 6109 finished with value: 0.9970554473661917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:26,386] Trial 6110 finished with value: 0.9975451303662505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:29,355] Trial 6111 finished with value: 0.9975363956497839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:30,793] Trial 6112 finished with value: 0.9867037216156195 and parameters: {'classifier': 'SVC', 'svc_c': 5221589.43078703, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:32,028] Trial 6113 finished with value: 0.9971099595708773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:34,025] Trial 6114 finished with value: 0.9974619943775753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:36,543] Trial 6115 finished with value: 0.9973683064550657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:39,015] Trial 6116 finished with value: 0.9975468248848682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:41,351] Trial 6117 finished with value: 0.9973262396042987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:42,630] Trial 6118 finished with value: 0.9974704058751923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:57,892] Trial 6119 finished with value: 0.9961006322878738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 69, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:58,402] Trial 6120 finished with value: 0.9917916328619233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 22}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:00,692] Trial 6121 finished with value: 0.9970733088257578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:03,455] Trial 6122 finished with value: 0.9972947862271685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:06,734] Trial 6123 finished with value: 0.9973068467272211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:08,731] Trial 6124 finished with value: 0.9972511748828722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:14,753] Trial 6125 finished with value: 0.9970840182113516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:15,606] Trial 6126 finished with value: 0.9892291383018322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:17,524] Trial 6127 finished with value: 0.9972324879520706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:21,749] Trial 6128 finished with value: 0.9974847456330697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:24,624] Trial 6129 finished with value: 0.9973589670045101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:25,577] Trial 6130 finished with value: 0.9969836984626483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:27,274] Trial 6131 finished with value: 0.9853515726913397 and parameters: {'classifier': 'SVC', 'svc_c': 0.003402783475942776, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:29,532] Trial 6132 finished with value: 0.9974269357011084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:31,505] Trial 6133 finished with value: 0.9973509097971544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:34,525] Trial 6134 finished with value: 0.9934343989812596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:36,426] Trial 6135 finished with value: 0.9975728446370254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:38,424] Trial 6136 finished with value: 0.9976891872365771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:42,586] Trial 6137 finished with value: 0.995965582064405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:44,237] Trial 6138 finished with value: 0.9971319340410864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:47,859] Trial 6139 finished with value: 0.9973709349568245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:50,929] Trial 6140 finished with value: 0.9972099400096116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:53,456] Trial 6141 finished with value: 0.997494060835864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:55,610] Trial 6142 finished with value: 0.997424878481684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:57,307] Trial 6143 finished with value: 0.9972752867107221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:13,273] Trial 6144 finished with value: 0.9956435171415658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:15,533] Trial 6145 finished with value: 0.9970680148158403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:17,692] Trial 6146 finished with value: 0.9973797550165243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:19,614] Trial 6147 finished with value: 0.9972813450329273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:21,150] Trial 6148 finished with value: 0.9973593365289669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:24,141] Trial 6149 finished with value: 0.9972506324502958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:25,563] Trial 6150 finished with value: 0.9867366486155311 and parameters: {'classifier': 'SVC', 'svc_c': 35873191.25301925, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:26,618] Trial 6151 finished with value: 0.9971837275131423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:30,645] Trial 6152 finished with value: 0.9974742205812427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:34,594] Trial 6153 finished with value: 0.9964247734094057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:41,434] Trial 6154 finished with value: 0.9968505201092243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:43,985] Trial 6155 finished with value: 0.9975702881485787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:44,727] Trial 6156 finished with value: 0.9911683967154908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:50,493] Trial 6157 finished with value: 0.9973574080384952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:52,423] Trial 6158 finished with value: 0.9976040765787751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:54,735] Trial 6159 finished with value: 0.997453592972613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:56,817] Trial 6160 finished with value: 0.9970447486445351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:06,143] Trial 6161 finished with value: 0.9969015465395324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 92}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:12,972] Trial 6162 finished with value: 0.9970839887585732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:26,494] Trial 6163 finished with value: 0.9967489826087496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:28,536] Trial 6164 finished with value: 0.9970032809102473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:30,083] Trial 6165 finished with value: 0.9957733944987098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:32,804] Trial 6166 finished with value: 0.9974795686408168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:38,679] Trial 6167 finished with value: 0.996392259446622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:39,724] Trial 6168 finished with value: 0.9976853310173436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:41,512] Trial 6169 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 2.847186082267102e-10, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:42,739] Trial 6170 finished with value: 0.9973077005086699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:45,097] Trial 6171 finished with value: 0.9973764041599914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:47,868] Trial 6172 finished with value: 0.9971449293177276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:49,387] Trial 6173 finished with value: 0.9973381115177048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:51,198] Trial 6174 finished with value: 0.9974438455947329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:54,431] Trial 6175 finished with value: 0.9970750691370579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:57,000] Trial 6176 finished with value: 0.997512316162862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:59,442] Trial 6177 finished with value: 0.997407941356935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:00,986] Trial 6178 finished with value: 0.9971192940068434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:02,740] Trial 6179 finished with value: 0.9974697780359066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:04,267] Trial 6180 finished with value: 0.9973667661192024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:06,327] Trial 6181 finished with value: 0.9973920761165349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:08,976] Trial 6182 finished with value: 0.9973682832546554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:15,511] Trial 6183 finished with value: 0.9973596356904828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:18,495] Trial 6184 finished with value: 0.9975172176700778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:20,807] Trial 6185 finished with value: 0.9974294983149713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:21,887] Trial 6186 finished with value: 0.9969157046931034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:23,694] Trial 6187 finished with value: 0.985203678961903 and parameters: {'classifier': 'SVC', 'svc_c': 4.907596614378028e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:26,685] Trial 6188 finished with value: 0.9962911664038034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:28,914] Trial 6189 finished with value: 0.9975489582752705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:30,709] Trial 6190 finished with value: 0.997541169538874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:33,339] Trial 6191 finished with value: 0.996846431568508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:34,334] Trial 6192 finished with value: 0.9969950950374146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:36,827] Trial 6193 finished with value: 0.9975423917022148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:38,507] Trial 6194 finished with value: 0.9974970959319553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:40,563] Trial 6195 finished with value: 0.9974255520870322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:43,700] Trial 6196 finished with value: 0.9974593773332012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:45,692] Trial 6197 finished with value: 0.9975454622812867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:47,705] Trial 6198 finished with value: 0.9973033524470843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:50,979] Trial 6199 finished with value: 0.9970037798301528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:53,258] Trial 6200 finished with value: 0.9977116279366468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:54,736] Trial 6201 finished with value: 0.9975586927992981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:57,466] Trial 6202 finished with value: 0.9973602363621193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:58,687] Trial 6203 finished with value: 0.9974096718028641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 66}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:06:01,398] Trial 6204 finished with value: 0.9974110922646507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:06:03,349] Trial 6205 finished with value: 0.9973629168823086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:08:46,804] Trial 6206 finished with value: 0.9896076701353401 and parameters: {'classifier': 'SVC', 'svc_c': 2507764095.8644185, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:08:50,108] Trial 6207 finished with value: 0.9974752966549955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:08:51,836] Trial 6208 finished with value: 0.9973175880728874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:02,019] Trial 6209 finished with value: 0.9950880194649511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 70, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:03,802] Trial 6210 finished with value: 0.9972476058282257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:06,453] Trial 6211 finished with value: 0.9975724334724342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:08,118] Trial 6212 finished with value: 0.9974171672492576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:08,978] Trial 6213 finished with value: 0.989102007130608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:11,194] Trial 6214 finished with value: 0.9974509488240658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:14,274] Trial 6215 finished with value: 0.9974971682943844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:23,437] Trial 6216 finished with value: 0.9970105333394833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:25,731] Trial 6217 finished with value: 0.997142822142837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:27,537] Trial 6218 finished with value: 0.9969925017647331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:29,329] Trial 6219 finished with value: 0.997454925869513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:33,811] Trial 6220 finished with value: 0.9971812749346047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:35,794] Trial 6221 finished with value: 0.9974405425989645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:36,966] Trial 6222 finished with value: 0.9963060991210061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:41,765] Trial 6223 finished with value: 0.9972821018868068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 97}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:51,683] Trial 6224 finished with value: 0.9968313787233255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:52,987] Trial 6225 finished with value: 0.9863573779552753 and parameters: {'classifier': 'SVC', 'svc_c': 1.0066865234195033, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:55,987] Trial 6226 finished with value: 0.9975368521995828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:03,398] Trial 6227 finished with value: 0.996907117780072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:05,468] Trial 6228 finished with value: 0.9970304404341377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:07,793] Trial 6229 finished with value: 0.9971535730416133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:09,453] Trial 6230 finished with value: 0.9973254715469378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:11,904] Trial 6231 finished with value: 0.9975247703399187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:13,855] Trial 6232 finished with value: 0.9968906174324054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:15,365] Trial 6233 finished with value: 0.9973360234490344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:18,324] Trial 6234 finished with value: 0.997788516064333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:21,028] Trial 6235 finished with value: 0.9970005379615942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:23,850] Trial 6236 finished with value: 0.9972936918089053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:29,719] Trial 6237 finished with value: 0.997218677233373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:32,771] Trial 6238 finished with value: 0.9973682057189475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:35,467] Trial 6239 finished with value: 0.9973108868358903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:38,116] Trial 6240 finished with value: 0.9973711300180038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:40,914] Trial 6241 finished with value: 0.9972492046570524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:44,525] Trial 6242 finished with value: 0.9972586899750308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:56,570] Trial 6243 finished with value: 0.9961409135639667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:59,550] Trial 6244 finished with value: 0.9975059078667509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:00,300] Trial 6245 finished with value: 0.9953748268733329 and parameters: {'classifier': 'SVC', 'svc_c': 3811.9356263756335, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:03,198] Trial 6246 finished with value: 0.9972544921606991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:05,950] Trial 6247 finished with value: 0.9973822986828563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:09,385] Trial 6248 finished with value: 0.9973038536521192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:11,976] Trial 6249 finished with value: 0.9974318494908946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:15,241] Trial 6250 finished with value: 0.997342210722358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:18,081] Trial 6251 finished with value: 0.9972789417750979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:21,017] Trial 6252 finished with value: 0.9973084050902158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:24,562] Trial 6253 finished with value: 0.9969230511300213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:27,248] Trial 6254 finished with value: 0.9969618098434792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:31,255] Trial 6255 finished with value: 0.9973059300412396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:34,501] Trial 6256 finished with value: 0.9973165298041007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:38,060] Trial 6257 finished with value: 0.9971800899680913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:41,298] Trial 6258 finished with value: 0.9972512354070618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:43,930] Trial 6259 finished with value: 0.9972480197540149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:47,321] Trial 6260 finished with value: 0.9973919621457092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:51,038] Trial 6261 finished with value: 0.9975007660718372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:53,902] Trial 6262 finished with value: 0.997073014171025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:56,774] Trial 6263 finished with value: 0.9974068022516981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:58,899] Trial 6264 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.869352346770787e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:00,200] Trial 6265 finished with value: 0.9944546293145682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:03,010] Trial 6266 finished with value: 0.9973605804645125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:05,017] Trial 6267 finished with value: 0.9969686004544235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:08,026] Trial 6268 finished with value: 0.9969025702457378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:11,704] Trial 6269 finished with value: 0.9967253415492813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:13,571] Trial 6270 finished with value: 0.9961782939001029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:16,449] Trial 6271 finished with value: 0.9974878308115791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:17,994] Trial 6272 finished with value: 0.9969658522055399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 43}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:21,111] Trial 6273 finished with value: 0.9970166380625094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:24,779] Trial 6274 finished with value: 0.9973837784310544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:28,234] Trial 6275 finished with value: 0.9972530009868544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:30,686] Trial 6276 finished with value: 0.9900533341811569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:33,497] Trial 6277 finished with value: 0.9971615677252914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:36,488] Trial 6278 finished with value: 0.9976773649929961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:39,180] Trial 6279 finished with value: 0.9970448408431563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:42,210] Trial 6280 finished with value: 0.996296737961722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:45,005] Trial 6281 finished with value: 0.9973678406377977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:49,708] Trial 6282 finished with value: 0.9973408366931298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:59,865] Trial 6283 finished with value: 0.9965240337150197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:01,638] Trial 6284 finished with value: 0.9851600053478323 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004918926449392243, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:03,389] Trial 6285 finished with value: 0.9942886572287056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:06,191] Trial 6286 finished with value: 0.9973902172590323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:10,437] Trial 6287 finished with value: 0.9976390607663732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:13,931] Trial 6288 finished with value: 0.9974168486958804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:18,431] Trial 6289 finished with value: 0.99727895342291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:21,181] Trial 6290 finished with value: 0.9970824501048191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:23,714] Trial 6291 finished with value: 0.9972431740737782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:26,915] Trial 6292 finished with value: 0.9976626010262472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:29,790] Trial 6293 finished with value: 0.9973504745752293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:31,842] Trial 6294 finished with value: 0.9962140506518448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:34,722] Trial 6295 finished with value: 0.9974575833479814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:47,858] Trial 6296 finished with value: 0.9968643509814933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:49,064] Trial 6297 finished with value: 0.995436571798014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 17, 'rf_n_estimators': 27}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:51,594] Trial 6298 finished with value: 0.9972664111731601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:54,184] Trial 6299 finished with value: 0.9970075357258606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:54,951] Trial 6300 finished with value: 0.9917115537415441 and parameters: {'classifier': 'SVC', 'svc_c': 75.00262423968009, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:56,864] Trial 6301 finished with value: 0.99731577752048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:58,527] Trial 6302 finished with value: 0.9954819794443974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:01,820] Trial 6303 finished with value: 0.9974536617486587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:06,981] Trial 6304 finished with value: 0.9922415907609796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 68, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:10,818] Trial 6305 finished with value: 0.9973127807955189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:12,429] Trial 6306 finished with value: 0.9972073394689493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:24,951] Trial 6307 finished with value: 0.9960634711654645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:25,986] Trial 6308 finished with value: 0.9969629002310282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:27,636] Trial 6309 finished with value: 0.9970121267093899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:41,640] Trial 6310 finished with value: 0.9956705891323075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:43,515] Trial 6311 finished with value: 0.9968647278056687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:46,448] Trial 6312 finished with value: 0.9974928155038505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:49,092] Trial 6313 finished with value: 0.9973928810850822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:50,699] Trial 6314 finished with value: 0.9972238759660924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:59,199] Trial 6315 finished with value: 0.9964626520941654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:03,574] Trial 6316 finished with value: 0.9973454265658325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:19,653] Trial 6317 finished with value: 0.9964278697596587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:22,153] Trial 6318 finished with value: 0.9972790156292087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:23,829] Trial 6319 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.602944477322319e-08, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:26,824] Trial 6320 finished with value: 0.9973249345098054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:27,823] Trial 6321 finished with value: 0.9964670851498671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:29,188] Trial 6322 finished with value: 0.9967443151051252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:31,749] Trial 6323 finished with value: 0.997173544532482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:34,495] Trial 6324 finished with value: 0.9977157464379477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:36,156] Trial 6325 finished with value: 0.9974806715331015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:37,248] Trial 6326 finished with value: 0.9969528833030997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:44,879] Trial 6327 finished with value: 0.9972884132236106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:46,832] Trial 6328 finished with value: 0.9975193827983876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:51,995] Trial 6329 finished with value: 0.9971990785677033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:53,348] Trial 6330 finished with value: 0.9970923533793008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:03,969] Trial 6331 finished with value: 0.9964284199997605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:07,070] Trial 6332 finished with value: 0.9971577110934652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:11,196] Trial 6333 finished with value: 0.9974938132801857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:12,130] Trial 6334 finished with value: 0.9966966902485263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:14,668] Trial 6335 finished with value: 0.9974749539808085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:28,712] Trial 6336 finished with value: 0.9962444829252778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 65, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:30,606] Trial 6337 finished with value: 0.9973493477843003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:34,393] Trial 6338 finished with value: 0.9974955288092983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:35,945] Trial 6339 finished with value: 0.9974571260682107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:37,699] Trial 6340 finished with value: 0.9853935253173778 and parameters: {'classifier': 'SVC', 'svc_c': 0.07955730920218827, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:39,083] Trial 6341 finished with value: 0.9972580853678932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:40,795] Trial 6342 finished with value: 0.9973810406874181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:43,296] Trial 6343 finished with value: 0.9972730526794152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:47,741] Trial 6344 finished with value: 0.9966424342322296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:49,640] Trial 6345 finished with value: 0.9971543096784458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:52,737] Trial 6346 finished with value: 0.9974486794049922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:53,479] Trial 6347 finished with value: 0.9876692571243226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:02,838] Trial 6348 finished with value: 0.9968690079481323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:06,714] Trial 6349 finished with value: 0.9974753684461423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:08,670] Trial 6350 finished with value: 0.9972843005303469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:11,043] Trial 6351 finished with value: 0.9972522621283685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:18,351] Trial 6352 finished with value: 0.9968295206275327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:26,581] Trial 6353 finished with value: 0.9969338835317442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:30,787] Trial 6354 finished with value: 0.9969537806606956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:32,470] Trial 6355 finished with value: 0.9970478506758732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:33,312] Trial 6356 finished with value: 0.9959288162376331 and parameters: {'classifier': 'SVC', 'svc_c': 8837.938882226625, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:37,417] Trial 6357 finished with value: 0.9972696511691822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:44,960] Trial 6358 finished with value: 0.9972388311219956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:47,761] Trial 6359 finished with value: 0.993384601030136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:49,653] Trial 6360 finished with value: 0.997595977604333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:52,122] Trial 6361 finished with value: 0.9974876883083746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:55,529] Trial 6362 finished with value: 0.9971875924285625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:00,368] Trial 6363 finished with value: 0.9970370311597408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:03,009] Trial 6364 finished with value: 0.9973717995291619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:04,808] Trial 6365 finished with value: 0.9973991365631688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:09,177] Trial 6366 finished with value: 0.9970338633357204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:17,751] Trial 6367 finished with value: 0.9970240004318569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:23,902] Trial 6368 finished with value: 0.9964153560740253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:25,538] Trial 6369 finished with value: 0.997556370695298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:26,998] Trial 6370 finished with value: 0.9972185819561746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 70}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:34,893] Trial 6371 finished with value: 0.9954643093326752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 66, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:37,646] Trial 6372 finished with value: 0.9974888452820535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:38,948] Trial 6373 finished with value: 0.997509716764764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:40,015] Trial 6374 finished with value: 0.9967909041951142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:41,366] Trial 6375 finished with value: 0.9899762877130504 and parameters: {'classifier': 'SVC', 'svc_c': 11.078172006851382, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:43,747] Trial 6376 finished with value: 0.9976765526295163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:46,995] Trial 6377 finished with value: 0.9966770117620193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:51,318] Trial 6378 finished with value: 0.9973624366560306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:54,748] Trial 6379 finished with value: 0.9968116073399637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:57,066] Trial 6380 finished with value: 0.997542619707342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:59,025] Trial 6381 finished with value: 0.9971184628545227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:00,810] Trial 6382 finished with value: 0.9973347090235966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:04,345] Trial 6383 finished with value: 0.9966149084528869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 73}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:07,028] Trial 6384 finished with value: 0.9971726072803365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:07,913] Trial 6385 finished with value: 0.9871549373196867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 4}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:16,078] Trial 6386 finished with value: 0.9964037300341883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 80}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:26,893] Trial 6387 finished with value: 0.9964084170883636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:28,241] Trial 6388 finished with value: 0.9956204592026717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:30,186] Trial 6389 finished with value: 0.9975277697626019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:35,481] Trial 6390 finished with value: 0.9973143947315894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 94}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:37,389] Trial 6391 finished with value: 0.9969947974310562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:39,615] Trial 6392 finished with value: 0.9976444250757558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:50,762] Trial 6393 finished with value: 0.9965945936530733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:53,287] Trial 6394 finished with value: 0.9949893229515255 and parameters: {'classifier': 'SVC', 'svc_c': 374253.7732281096, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:55,170] Trial 6395 finished with value: 0.9973832119411439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:55,655] Trial 6396 finished with value: 0.9876671647075591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 11}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:58,487] Trial 6397 finished with value: 0.9973193960227865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:01,269] Trial 6398 finished with value: 0.9971627929672096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:02,436] Trial 6399 finished with value: 0.9972586288160828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:04,031] Trial 6400 finished with value: 0.997540773671954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:06,547] Trial 6401 finished with value: 0.9975591403990071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:08,896] Trial 6402 finished with value: 0.9974375943377879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:10,683] Trial 6403 finished with value: 0.9972671426367136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:13,673] Trial 6404 finished with value: 0.9971147552639098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:14,655] Trial 6405 finished with value: 0.9971654480335967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:16,268] Trial 6406 finished with value: 0.9974094732187769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:18,476] Trial 6407 finished with value: 0.997440821321268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:20,097] Trial 6408 finished with value: 0.9960794904934053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:22,155] Trial 6409 finished with value: 0.9973300233024133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:24,649] Trial 6410 finished with value: 0.9974631449084591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:26,553] Trial 6411 finished with value: 0.9972133118449014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:28,291] Trial 6412 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.053481347166287e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:31,049] Trial 6413 finished with value: 0.9974734793424137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:33,721] Trial 6414 finished with value: 0.9974209639281767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:35,959] Trial 6415 finished with value: 0.9973088735099922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:39,435] Trial 6416 finished with value: 0.9974379158427906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:41,274] Trial 6417 finished with value: 0.9973989858081082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:42,904] Trial 6418 finished with value: 0.9973676973728836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:45,322] Trial 6419 finished with value: 0.997477098257313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:47,648] Trial 6420 finished with value: 0.9967790381214826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:50,330] Trial 6421 finished with value: 0.9970835314470645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:52,873] Trial 6422 finished with value: 0.9973141351472444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:58,075] Trial 6423 finished with value: 0.997504395460246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:59,872] Trial 6424 finished with value: 0.9974596159387895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:02,672] Trial 6425 finished with value: 0.9975033345572131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:04,688] Trial 6426 finished with value: 0.9975271281173267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:06,661] Trial 6427 finished with value: 0.9969346779950441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:10,253] Trial 6428 finished with value: 0.9972882014048161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:16,886] Trial 6429 finished with value: 0.9972179690337056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:18,960] Trial 6430 finished with value: 0.9975130483246492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:21,078] Trial 6431 finished with value: 0.9853843470319165 and parameters: {'classifier': 'SVC', 'svc_c': 0.013348201234122793, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:25,746] Trial 6432 finished with value: 0.997173330428558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:34,429] Trial 6433 finished with value: 0.9968765869286983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:39,782] Trial 6434 finished with value: 0.9971809544769528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:41,375] Trial 6435 finished with value: 0.9972490235288144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:43,081] Trial 6436 finished with value: 0.997495254435088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:44,558] Trial 6437 finished with value: 0.997283732136162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:46,931] Trial 6438 finished with value: 0.997748423501838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:49,540] Trial 6439 finished with value: 0.9973212083207791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:52,138] Trial 6440 finished with value: 0.9977312252693243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:03,721] Trial 6441 finished with value: 0.9970639414458438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 127}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:06,545] Trial 6442 finished with value: 0.9974129329998084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:09,352] Trial 6443 finished with value: 0.9974567130628206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:11,945] Trial 6444 finished with value: 0.997679692270275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:14,521] Trial 6445 finished with value: 0.9975071255550468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:17,358] Trial 6446 finished with value: 0.9975325510466245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:20,099] Trial 6447 finished with value: 0.997379435066679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:27,726] Trial 6448 finished with value: 0.9970016693227817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:30,169] Trial 6449 finished with value: 0.997790694522564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:31,938] Trial 6450 finished with value: 0.9852061373802158 and parameters: {'classifier': 'SVC', 'svc_c': 8.346131200845694e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:34,945] Trial 6451 finished with value: 0.9973281579703778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:37,612] Trial 6452 finished with value: 0.9975686855746789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:40,060] Trial 6453 finished with value: 0.9975701197472416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:42,486] Trial 6454 finished with value: 0.9975147933382779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:45,125] Trial 6455 finished with value: 0.9972125742559316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:47,942] Trial 6456 finished with value: 0.9975828449660282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:50,612] Trial 6457 finished with value: 0.9972839497947316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:52,992] Trial 6458 finished with value: 0.9971493471392338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:55,844] Trial 6459 finished with value: 0.9976518466997767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:57,057] Trial 6460 finished with value: 0.9940823176031178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:59,935] Trial 6461 finished with value: 0.9970480372312934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:02,719] Trial 6462 finished with value: 0.9975566963579666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:05,351] Trial 6463 finished with value: 0.9975056063566298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:07,745] Trial 6464 finished with value: 0.9976898602706429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:10,162] Trial 6465 finished with value: 0.9976213304795785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:13,345] Trial 6466 finished with value: 0.9975409279816603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:15,746] Trial 6467 finished with value: 0.9976230158894168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:18,739] Trial 6468 finished with value: 0.9972277258377443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:21,358] Trial 6469 finished with value: 0.9972004097507563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:22,464] Trial 6470 finished with value: 0.9964018753978273 and parameters: {'classifier': 'SVC', 'svc_c': 47315.83313090618, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:25,524] Trial 6471 finished with value: 0.9976656051778788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:27,896] Trial 6472 finished with value: 0.9975516133733957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:29,651] Trial 6473 finished with value: 0.9964290912882415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:32,063] Trial 6474 finished with value: 0.9974103166219302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:34,344] Trial 6475 finished with value: 0.9968727896150211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:35,745] Trial 6476 finished with value: 0.9956528262824197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:38,482] Trial 6477 finished with value: 0.9968179719012382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:40,843] Trial 6478 finished with value: 0.9973545436606082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:43,429] Trial 6479 finished with value: 0.9973932702553037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:45,777] Trial 6480 finished with value: 0.997639968026196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:48,779] Trial 6481 finished with value: 0.9973290258117196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:51,127] Trial 6482 finished with value: 0.9975664400859875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:53,692] Trial 6483 finished with value: 0.9973088980751325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:56,073] Trial 6484 finished with value: 0.9972522467672214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:58,875] Trial 6485 finished with value: 0.9975167654366345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:01,821] Trial 6486 finished with value: 0.997370886810419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:04,525] Trial 6487 finished with value: 0.9974178173368161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:06,537] Trial 6488 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 9235010242.31083, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:08,956] Trial 6489 finished with value: 0.9973565384198305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:11,913] Trial 6490 finished with value: 0.9977239691902288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:14,522] Trial 6491 finished with value: 0.9975672941848154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:16,895] Trial 6492 finished with value: 0.9969941833025467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:19,278] Trial 6493 finished with value: 0.9975944878586942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:20,244] Trial 6494 finished with value: 0.989150674133137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:23,178] Trial 6495 finished with value: 0.9974099279595152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:26,391] Trial 6496 finished with value: 0.9974448538763153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:29,441] Trial 6497 finished with value: 0.9976048020756019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:31,911] Trial 6498 finished with value: 0.99739204555293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:34,503] Trial 6499 finished with value: 0.9973909318380191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:36,099] Trial 6500 finished with value: 0.9967679463258422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:38,467] Trial 6501 finished with value: 0.9974355828209504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:41,101] Trial 6502 finished with value: 0.9971158196263747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:43,450] Trial 6503 finished with value: 0.9974091708834704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:45,973] Trial 6504 finished with value: 0.9973609748397506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:48,154] Trial 6505 finished with value: 0.9970511047635262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:25:52,998] Trial 6506 finished with value: 0.989778169728917 and parameters: {'classifier': 'SVC', 'svc_c': 139929471.73061118, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:25:56,566] Trial 6507 finished with value: 0.997232139755488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:25:59,003] Trial 6508 finished with value: 0.9974402281715151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:01,339] Trial 6509 finished with value: 0.9974014541603861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:03,514] Trial 6510 finished with value: 0.997456935164697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:06,287] Trial 6511 finished with value: 0.9974653829070044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:08,844] Trial 6512 finished with value: 0.9974744808638217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:10,144] Trial 6513 finished with value: 0.9947025882546899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:12,726] Trial 6514 finished with value: 0.9975711107634023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:15,043] Trial 6515 finished with value: 0.9974627690681589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:17,918] Trial 6516 finished with value: 0.9974810704785982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:20,258] Trial 6517 finished with value: 0.997508839433788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:22,557] Trial 6518 finished with value: 0.9972552568221037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:29,205] Trial 6519 finished with value: 0.9970022285447113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:31,757] Trial 6520 finished with value: 0.9973167402581652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:33,020] Trial 6521 finished with value: 0.995377320774626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:36,698] Trial 6522 finished with value: 0.9972235812161455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:39,091] Trial 6523 finished with value: 0.9975106855326518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:41,768] Trial 6524 finished with value: 0.9972479962362254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:42,564] Trial 6525 finished with value: 0.992818692621637 and parameters: {'classifier': 'SVC', 'svc_c': 513.0845405095661, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:51,893] Trial 6526 finished with value: 0.9966735112295148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:54,013] Trial 6527 finished with value: 0.9973890618405109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:57,361] Trial 6528 finished with value: 0.9973169326533603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:00,110] Trial 6529 finished with value: 0.9977273751755069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:05,262] Trial 6530 finished with value: 0.9953424745517117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:12,027] Trial 6531 finished with value: 0.9970535463924858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:25,248] Trial 6532 finished with value: 0.996758537083628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:27,972] Trial 6533 finished with value: 0.9975340964288151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:30,173] Trial 6534 finished with value: 0.9975416351339765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:32,555] Trial 6535 finished with value: 0.9972759935456593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:35,066] Trial 6536 finished with value: 0.997350844766182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:37,753] Trial 6537 finished with value: 0.9969769583149768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:40,376] Trial 6538 finished with value: 0.9973480088889358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:42,762] Trial 6539 finished with value: 0.9972196713598486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:45,375] Trial 6540 finished with value: 0.9975003560815486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:49,355] Trial 6541 finished with value: 0.9972249743515942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:52,424] Trial 6542 finished with value: 0.9976801946178743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:54,959] Trial 6543 finished with value: 0.9973335701087871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:56,484] Trial 6544 finished with value: 0.9858557887648702 and parameters: {'classifier': 'SVC', 'svc_c': 0.26700831337440795, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:58,297] Trial 6545 finished with value: 0.996645864433531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:00,870] Trial 6546 finished with value: 0.9974145743256931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:03,250] Trial 6547 finished with value: 0.996791373820931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:06,358] Trial 6548 finished with value: 0.9976289793152789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:08,462] Trial 6549 finished with value: 0.9976661265682227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:11,548] Trial 6550 finished with value: 0.9975284001409203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:13,429] Trial 6551 finished with value: 0.9971420051773606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:14,839] Trial 6552 finished with value: 0.9961634430349635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:17,541] Trial 6553 finished with value: 0.9976633604508972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:18,814] Trial 6554 finished with value: 0.997396744762724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:21,854] Trial 6555 finished with value: 0.9973011736397366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:24,644] Trial 6556 finished with value: 0.9972520142235733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:27,589] Trial 6557 finished with value: 0.995658477153369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:29,833] Trial 6558 finished with value: 0.9967752562959045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:31,959] Trial 6559 finished with value: 0.9971751232712133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:32,652] Trial 6560 finished with value: 0.9862829152067399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:36,122] Trial 6561 finished with value: 0.997370320098343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:51,193] Trial 6562 finished with value: 0.9969032443906305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:53,411] Trial 6563 finished with value: 0.9852929065023727 and parameters: {'classifier': 'SVC', 'svc_c': 0.0013169197675204577, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:54,406] Trial 6564 finished with value: 0.996934852585273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:56,779] Trial 6565 finished with value: 0.9975142125028332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:07,058] Trial 6566 finished with value: 0.9967566012934377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:09,326] Trial 6567 finished with value: 0.9975977450249242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:12,227] Trial 6568 finished with value: 0.9976298842582345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:15,425] Trial 6569 finished with value: 0.9973648502604181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:16,639] Trial 6570 finished with value: 0.997136430604341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:17,806] Trial 6571 finished with value: 0.9935200682579711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:20,367] Trial 6572 finished with value: 0.9972695355797231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:22,956] Trial 6573 finished with value: 0.9973601389584815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:25,495] Trial 6574 finished with value: 0.9970888200298001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:28,454] Trial 6575 finished with value: 0.9974436418373669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:31,792] Trial 6576 finished with value: 0.997588124598674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:34,076] Trial 6577 finished with value: 0.9957514870906993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:36,874] Trial 6578 finished with value: 0.9974476038073079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:41,628] Trial 6579 finished with value: 0.9974261988421107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:43,749] Trial 6580 finished with value: 0.9975702879898892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:44,512] Trial 6581 finished with value: 0.9921409318292594 and parameters: {'classifier': 'SVC', 'svc_c': 39.80779274981186, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:00,000] Trial 6582 finished with value: 0.996413519750437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:02,976] Trial 6583 finished with value: 0.9974415198726113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:05,757] Trial 6584 finished with value: 0.9975661697424917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:06,834] Trial 6585 finished with value: 0.9969990341560623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:07,954] Trial 6586 finished with value: 0.9936657725161228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:08,905] Trial 6587 finished with value: 0.9898492156060718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:11,522] Trial 6588 finished with value: 0.9973175228197496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:14,096] Trial 6589 finished with value: 0.9975319741784183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:17,208] Trial 6590 finished with value: 0.9972389061821468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:19,532] Trial 6591 finished with value: 0.9974088157362857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:22,357] Trial 6592 finished with value: 0.9975073756814955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:26,547] Trial 6593 finished with value: 0.997572298427638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:28,627] Trial 6594 finished with value: 0.9973986249481004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:33,271] Trial 6595 finished with value: 0.9965838641456464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:35,802] Trial 6596 finished with value: 0.9972547215622942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:41,220] Trial 6597 finished with value: 0.9970841298335721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:44,957] Trial 6598 finished with value: 0.9976216125343623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:47,419] Trial 6599 finished with value: 0.9975178384000722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:49,552] Trial 6600 finished with value: 0.9974753799352647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:51,874] Trial 6601 finished with value: 0.9971770269109034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:53,101] Trial 6602 finished with value: 0.9868077684420103 and parameters: {'classifier': 'SVC', 'svc_c': 973031.9242716106, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:55,664] Trial 6603 finished with value: 0.9966978635037517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:00,453] Trial 6604 finished with value: 0.9972253471767932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:02,779] Trial 6605 finished with value: 0.9973047509462392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:09,376] Trial 6606 finished with value: 0.9967521161240919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:11,552] Trial 6607 finished with value: 0.9973995045642058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:14,315] Trial 6608 finished with value: 0.9975715201506709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:17,059] Trial 6609 finished with value: 0.9974373942937572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:22,997] Trial 6610 finished with value: 0.9972033893055098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:25,561] Trial 6611 finished with value: 0.9975254326465718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:28,550] Trial 6612 finished with value: 0.9973461582515513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:32,395] Trial 6613 finished with value: 0.9971598749522587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:34,919] Trial 6614 finished with value: 0.9975048009437519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:37,354] Trial 6615 finished with value: 0.9973203354648477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:39,015] Trial 6616 finished with value: 0.9976200434439547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:43,780] Trial 6617 finished with value: 0.997343410510474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:46,185] Trial 6618 finished with value: 0.9975260202739284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:47,254] Trial 6619 finished with value: 0.9950521804485531 and parameters: {'classifier': 'SVC', 'svc_c': 1432.5162105096724, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:49,416] Trial 6620 finished with value: 0.997582939418041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:05,918] Trial 6621 finished with value: 0.9964163262383808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 69, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:07,989] Trial 6622 finished with value: 0.9974680778996792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:11,257] Trial 6623 finished with value: 0.9969345579940159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:12,794] Trial 6624 finished with value: 0.9973932936778792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:13,766] Trial 6625 finished with value: 0.997346336396426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 37}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:19,926] Trial 6626 finished with value: 0.9963900267165693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:20,959] Trial 6627 finished with value: 0.9971891838941946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:23,341] Trial 6628 finished with value: 0.9977281216510905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:26,181] Trial 6629 finished with value: 0.9976381591558977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:29,322] Trial 6630 finished with value: 0.9971943255938944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 89}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:42,737] Trial 6631 finished with value: 0.9962059609448719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:46,167] Trial 6632 finished with value: 0.997262996237792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:48,856] Trial 6633 finished with value: 0.9975688146527487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:50,113] Trial 6634 finished with value: 0.9972254880613644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 31}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:52,528] Trial 6635 finished with value: 0.9973750957330182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:04,191] Trial 6636 finished with value: 0.9965928803456142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:05,999] Trial 6637 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.216221055088276e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:08,626] Trial 6638 finished with value: 0.9974244216462439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:12,611] Trial 6639 finished with value: 0.997306487961915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:14,802] Trial 6640 finished with value: 0.9973644027559226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:17,282] Trial 6641 finished with value: 0.9975565633443964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:20,058] Trial 6642 finished with value: 0.9972078288992204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:22,175] Trial 6643 finished with value: 0.997481931845407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:24,890] Trial 6644 finished with value: 0.9971949710794563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:28,056] Trial 6645 finished with value: 0.9959621345659441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:38,078] Trial 6646 finished with value: 0.9970901969154399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:40,807] Trial 6647 finished with value: 0.9975570450940938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:42,485] Trial 6648 finished with value: 0.996150943187058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:45,189] Trial 6649 finished with value: 0.9976207155893592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:47,366] Trial 6650 finished with value: 0.9974865015645386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:57,128] Trial 6651 finished with value: 0.9969177358874436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:59,391] Trial 6652 finished with value: 0.9976466589801111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:00,787] Trial 6653 finished with value: 0.9967678703135537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 52}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:04,723] Trial 6654 finished with value: 0.997509846160213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:06,859] Trial 6655 finished with value: 0.9972357722224737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:07,928] Trial 6656 finished with value: 0.996910054583864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:10,557] Trial 6657 finished with value: 0.9973950318995956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:11,522] Trial 6658 finished with value: 0.9893216250714958 and parameters: {'classifier': 'SVC', 'svc_c': 3.4031842985652982, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:13,913] Trial 6659 finished with value: 0.9973120618367007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:17,016] Trial 6660 finished with value: 0.9974593634319976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:18,502] Trial 6661 finished with value: 0.9961206476405305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:20,771] Trial 6662 finished with value: 0.9968653555814786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:23,307] Trial 6663 finished with value: 0.9976542132051094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:26,421] Trial 6664 finished with value: 0.9972582477390279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:28,413] Trial 6665 finished with value: 0.9974375163894872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:30,730] Trial 6666 finished with value: 0.9976225814292015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:31,729] Trial 6667 finished with value: 0.9968205147106469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:32,935] Trial 6668 finished with value: 0.9969351116618118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 56}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:46,921] Trial 6669 finished with value: 0.9967116938364762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:02,570] Trial 6670 finished with value: 0.9965576273062019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:05,871] Trial 6671 finished with value: 0.997751853861829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:09,610] Trial 6672 finished with value: 0.9968002209213279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:13,121] Trial 6673 finished with value: 0.9971146184417908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:16,807] Trial 6674 finished with value: 0.9973559210540545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:18,557] Trial 6675 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.3732984411036806e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:22,171] Trial 6676 finished with value: 0.9971372240837656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:25,578] Trial 6677 finished with value: 0.997392847220735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:29,117] Trial 6678 finished with value: 0.9972420791159703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:32,779] Trial 6679 finished with value: 0.9969644566897484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:36,348] Trial 6680 finished with value: 0.9967458184980642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:39,995] Trial 6681 finished with value: 0.9973586160784672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:44,015] Trial 6682 finished with value: 0.9969881330417697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:47,189] Trial 6683 finished with value: 0.9970829924739201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:51,670] Trial 6684 finished with value: 0.9973601452743249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:54,882] Trial 6685 finished with value: 0.9972248260086146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:57,851] Trial 6686 finished with value: 0.9973217029243289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:00,717] Trial 6687 finished with value: 0.9974158393986848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:03,776] Trial 6688 finished with value: 0.9974504499676363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:08,131] Trial 6689 finished with value: 0.9969922909932896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:12,205] Trial 6690 finished with value: 0.9970580556509034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:16,452] Trial 6691 finished with value: 0.9967635343441108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:19,846] Trial 6692 finished with value: 0.9972475811361337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:20,708] Trial 6693 finished with value: 0.9962938982759267 and parameters: {'classifier': 'SVC', 'svc_c': 16780.646426522482, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:32,020] Trial 6694 finished with value: 0.996274842741068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:36,128] Trial 6695 finished with value: 0.9971779884108102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:39,319] Trial 6696 finished with value: 0.997427330298512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:42,276] Trial 6697 finished with value: 0.9971381941529073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:45,607] Trial 6698 finished with value: 0.9968978646883624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:49,276] Trial 6699 finished with value: 0.9973312969446401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:53,118] Trial 6700 finished with value: 0.9973825705815097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:56,216] Trial 6701 finished with value: 0.9969589809168345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:00,293] Trial 6702 finished with value: 0.9970563913150357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:03,854] Trial 6703 finished with value: 0.9974769723847721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:07,345] Trial 6704 finished with value: 0.9973859769793805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:11,315] Trial 6705 finished with value: 0.997547213261642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:15,013] Trial 6706 finished with value: 0.9965694628479663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:17,994] Trial 6707 finished with value: 0.9968408580745772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:21,194] Trial 6708 finished with value: 0.996974281476385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:25,586] Trial 6709 finished with value: 0.9971459648939104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:29,113] Trial 6710 finished with value: 0.9972245300208895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:33,000] Trial 6711 finished with value: 0.9970369511167382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:36,785] Trial 6712 finished with value: 0.9968274322097453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:38,431] Trial 6713 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 488666500.07630837, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:41,656] Trial 6714 finished with value: 0.9972900886994839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:46,127] Trial 6715 finished with value: 0.9968754590269427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:49,307] Trial 6716 finished with value: 0.9973456404793287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:52,230] Trial 6717 finished with value: 0.997257969207152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:55,382] Trial 6718 finished with value: 0.9971415262523369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:59,250] Trial 6719 finished with value: 0.997368276843598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:03,130] Trial 6720 finished with value: 0.9971634840284067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:07,496] Trial 6721 finished with value: 0.9974876753275704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:11,339] Trial 6722 finished with value: 0.9970564513314187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:14,824] Trial 6723 finished with value: 0.9970537840141991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:18,373] Trial 6724 finished with value: 0.9971158793253787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:21,717] Trial 6725 finished with value: 0.9970331271749565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:25,138] Trial 6726 finished with value: 0.9971431594850554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:28,183] Trial 6727 finished with value: 0.9971508233327859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:31,266] Trial 6728 finished with value: 0.9975042863453202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:35,912] Trial 6729 finished with value: 0.9968625117062796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:40,437] Trial 6730 finished with value: 0.9971141799508612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:42,186] Trial 6731 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1358824802550274e-07, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:45,367] Trial 6732 finished with value: 0.9974099114558035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:48,012] Trial 6733 finished with value: 0.9974072124006762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:52,005] Trial 6734 finished with value: 0.997376345286173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:55,899] Trial 6735 finished with value: 0.9970844071594076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:56,689] Trial 6736 finished with value: 0.9900436426937317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:59,828] Trial 6737 finished with value: 0.9974853597298413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:04,971] Trial 6738 finished with value: 0.9970198560958994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:07,967] Trial 6739 finished with value: 0.9972995784607693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:11,357] Trial 6740 finished with value: 0.9973333166181201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:12,391] Trial 6741 finished with value: 0.9900841563230453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:17,032] Trial 6742 finished with value: 0.9974452547578245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:24,585] Trial 6743 finished with value: 0.9963886488787924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:28,314] Trial 6744 finished with value: 0.997253904660294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:31,409] Trial 6745 finished with value: 0.9972094210630865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:34,224] Trial 6746 finished with value: 0.9973141009655179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:35,745] Trial 6747 finished with value: 0.9956234967425819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:38,524] Trial 6748 finished with value: 0.997237807447528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:41,858] Trial 6749 finished with value: 0.9975162100549916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:43,599] Trial 6750 finished with value: 0.9852055630193043 and parameters: {'classifier': 'SVC', 'svc_c': 0.00023939117542081347, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:45,479] Trial 6751 finished with value: 0.9970159648062782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:48,917] Trial 6752 finished with value: 0.9965369594221677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:52,862] Trial 6753 finished with value: 0.9972056669447014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:56,584] Trial 6754 finished with value: 0.9973528011225364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:01,787] Trial 6755 finished with value: 0.9970425883086494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:04,470] Trial 6756 finished with value: 0.9970749129230772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:16,237] Trial 6757 finished with value: 0.9968379085121465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:17,310] Trial 6758 finished with value: 0.9964908411322982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:22,073] Trial 6759 finished with value: 0.9971171002192033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:30,299] Trial 6760 finished with value: 0.9970218746585525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:32,966] Trial 6761 finished with value: 0.9973992535808337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:35,360] Trial 6762 finished with value: 0.9974842119284176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:37,759] Trial 6763 finished with value: 0.9971812085389021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:40,737] Trial 6764 finished with value: 0.9973640778232259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:41,411] Trial 6765 finished with value: 0.9954550840116351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 17}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:43,284] Trial 6766 finished with value: 0.9965714556394385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:54,100] Trial 6767 finished with value: 0.9962845912932506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:55,872] Trial 6768 finished with value: 0.9853858226541865 and parameters: {'classifier': 'SVC', 'svc_c': 0.021748560242278503, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:59,647] Trial 6769 finished with value: 0.9968221045576456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:01,144] Trial 6770 finished with value: 0.9910598795730948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:05,737] Trial 6771 finished with value: 0.9968319473079378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:08,199] Trial 6772 finished with value: 0.9972973223081408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:11,360] Trial 6773 finished with value: 0.9974253241771187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:12,590] Trial 6774 finished with value: 0.9941784678794408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:15,795] Trial 6775 finished with value: 0.9974525806920543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:16,605] Trial 6776 finished with value: 0.9971723709281396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 60}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:18,174] Trial 6777 finished with value: 0.9964923450965196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:25,246] Trial 6778 finished with value: 0.9968816764512782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:27,139] Trial 6779 finished with value: 0.9970718027350968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:28,147] Trial 6780 finished with value: 0.997047136985548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:31,359] Trial 6781 finished with value: 0.9974145203395124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:34,469] Trial 6782 finished with value: 0.9970869691385124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:36,599] Trial 6783 finished with value: 0.9971706835188131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:39,534] Trial 6784 finished with value: 0.9972889332492246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:40,639] Trial 6785 finished with value: 0.9968103709897781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:50,528] Trial 6786 finished with value: 0.9962343616431096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:52,200] Trial 6787 finished with value: 0.9973369692704148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:52,985] Trial 6788 finished with value: 0.9922473963224898 and parameters: {'classifier': 'SVC', 'svc_c': 173.924816164492, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:56,298] Trial 6789 finished with value: 0.9975039497013357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:59,282] Trial 6790 finished with value: 0.9973476337786075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:01,863] Trial 6791 finished with value: 0.9974424013295154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:04,035] Trial 6792 finished with value: 0.9973460644342967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:07,079] Trial 6793 finished with value: 0.9974693991805053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:11,107] Trial 6794 finished with value: 0.99587943173623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:16,704] Trial 6795 finished with value: 0.9972417024187465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:19,187] Trial 6796 finished with value: 0.9974023570403778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:23,922] Trial 6797 finished with value: 0.9971432563174111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:26,149] Trial 6798 finished with value: 0.9973345946401779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:29,333] Trial 6799 finished with value: 0.9972813387805597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:33,518] Trial 6800 finished with value: 0.9973895020452875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:36,987] Trial 6801 finished with value: 0.997187338017496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:39,629] Trial 6802 finished with value: 0.9976294725540988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:44,727] Trial 6803 finished with value: 0.9971288125544109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:51,975] Trial 6804 finished with value: 0.9971794030328219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:59,731] Trial 6805 finished with value: 0.9969438936677605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:45:50,936] Trial 6806 finished with value: 0.9897210814852335 and parameters: {'classifier': 'SVC', 'svc_c': 1224345782.66154, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:45:53,254] Trial 6807 finished with value: 0.9971123275361536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:45:54,639] Trial 6808 finished with value: 0.9972693698443703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:45:57,341] Trial 6809 finished with value: 0.9971317586256717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:45:59,957] Trial 6810 finished with value: 0.9972524712494408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:02,503] Trial 6811 finished with value: 0.9970919000667685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:06,840] Trial 6812 finished with value: 0.9975428929072496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:09,697] Trial 6813 finished with value: 0.9974478494904497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:11,196] Trial 6814 finished with value: 0.9968674653906154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:12,437] Trial 6815 finished with value: 0.997163337843605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:15,627] Trial 6816 finished with value: 0.9974205114725678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:21,242] Trial 6817 finished with value: 0.9967802616178157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:23,954] Trial 6818 finished with value: 0.9974012347244937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:26,642] Trial 6819 finished with value: 0.9975515290140375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:28,274] Trial 6820 finished with value: 0.9968616763010791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:31,144] Trial 6821 finished with value: 0.9970488497852005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:31,969] Trial 6822 finished with value: 0.9945837281408418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:34,723] Trial 6823 finished with value: 0.9973758331632981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:36,934] Trial 6824 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.4166505856940797e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:39,491] Trial 6825 finished with value: 0.9974663168901454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:42,133] Trial 6826 finished with value: 0.9975227768184748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:48,305] Trial 6827 finished with value: 0.9950799331539341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:50,611] Trial 6828 finished with value: 0.9972426628078267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:56,067] Trial 6829 finished with value: 0.9962368597972824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 68}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:00,940] Trial 6830 finished with value: 0.990163790985768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 69, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:05,483] Trial 6831 finished with value: 0.9969397219102509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:06,550] Trial 6832 finished with value: 0.9906499898935585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:10,010] Trial 6833 finished with value: 0.9973143927003633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:12,849] Trial 6834 finished with value: 0.9973241991107514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:14,828] Trial 6835 finished with value: 0.9975492329351218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:17,205] Trial 6836 finished with value: 0.9974269738500731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:20,549] Trial 6837 finished with value: 0.9975116566808825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:23,390] Trial 6838 finished with value: 0.9974464309964133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:25,181] Trial 6839 finished with value: 0.9958664833999539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:27,683] Trial 6840 finished with value: 0.9978643768676924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:30,461] Trial 6841 finished with value: 0.997121140835679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:33,181] Trial 6842 finished with value: 0.9975309971904126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:35,907] Trial 6843 finished with value: 0.9972943079051652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:38,048] Trial 6844 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.655538573332323e-06, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:40,553] Trial 6845 finished with value: 0.9974170445187694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:42,978] Trial 6846 finished with value: 0.9974552679406798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:44,484] Trial 6847 finished with value: 0.9955777726375231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:47,265] Trial 6848 finished with value: 0.9970243455498627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:50,143] Trial 6849 finished with value: 0.9975491756481988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:52,989] Trial 6850 finished with value: 0.9970825836579338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:55,478] Trial 6851 finished with value: 0.9975888660914061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:57,717] Trial 6852 finished with value: 0.997033031326476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:00,595] Trial 6853 finished with value: 0.99666789653978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:03,345] Trial 6854 finished with value: 0.9977351020547216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:05,980] Trial 6855 finished with value: 0.9973505132637385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:08,559] Trial 6856 finished with value: 0.9975082926213802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:11,052] Trial 6857 finished with value: 0.9973738604619213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:13,837] Trial 6858 finished with value: 0.9973312937073736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:16,861] Trial 6859 finished with value: 0.9973907041820089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:19,592] Trial 6860 finished with value: 0.997459747111561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:22,097] Trial 6861 finished with value: 0.9970729559002267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:23,395] Trial 6862 finished with value: 0.9867081453086385 and parameters: {'classifier': 'SVC', 'svc_c': 2935007.671073916, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:26,032] Trial 6863 finished with value: 0.9975214869581771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:28,937] Trial 6864 finished with value: 0.9972854707387332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:32,124] Trial 6865 finished with value: 0.9972513941283371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:33,748] Trial 6866 finished with value: 0.9962684606287304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:35,666] Trial 6867 finished with value: 0.9972272135879178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:38,407] Trial 6868 finished with value: 0.9974015801598787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:41,119] Trial 6869 finished with value: 0.9974647956605024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:43,534] Trial 6870 finished with value: 0.997298540282078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:46,568] Trial 6871 finished with value: 0.9971631813122452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:48,793] Trial 6872 finished with value: 0.9974330188740953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:51,940] Trial 6873 finished with value: 0.9970045019627612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:54,368] Trial 6874 finished with value: 0.9972993429972337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:56,703] Trial 6875 finished with value: 0.9974261296534723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:59,792] Trial 6876 finished with value: 0.9972651388321875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:02,140] Trial 6877 finished with value: 0.9975557836709615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:04,840] Trial 6878 finished with value: 0.9974329404179881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:19,325] Trial 6879 finished with value: 0.9965442133113475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:21,944] Trial 6880 finished with value: 0.9974918637792193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:23,692] Trial 6881 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.9573302363280774e-08, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:26,700] Trial 6882 finished with value: 0.9974185091914611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:28,481] Trial 6883 finished with value: 0.9957175209599591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:39,367] Trial 6884 finished with value: 0.9966351637441241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:41,631] Trial 6885 finished with value: 0.9972432611308584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:52,554] Trial 6886 finished with value: 0.9969936926027593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:55,296] Trial 6887 finished with value: 0.9970696443034855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:08,666] Trial 6888 finished with value: 0.9963299297192578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:10,918] Trial 6889 finished with value: 0.997152365795089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:14,341] Trial 6890 finished with value: 0.9973686338315813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:15,333] Trial 6891 finished with value: 0.990095608597839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:18,707] Trial 6892 finished with value: 0.9973847044162426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:20,978] Trial 6893 finished with value: 0.9974418113218156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:22,590] Trial 6894 finished with value: 0.9957708982805494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:25,217] Trial 6895 finished with value: 0.9972365813486866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:27,456] Trial 6896 finished with value: 0.9975477859404442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:30,207] Trial 6897 finished with value: 0.9973175371018081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:33,022] Trial 6898 finished with value: 0.9975361656451684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:35,512] Trial 6899 finished with value: 0.9974999520897244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:37,315] Trial 6900 finished with value: 0.9853335474006951 and parameters: {'classifier': 'SVC', 'svc_c': 0.0026398473352279793, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:39,422] Trial 6901 finished with value: 0.997521791229496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:45,141] Trial 6902 finished with value: 0.9971056270608664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:46,435] Trial 6903 finished with value: 0.9972843771456557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:49,324] Trial 6904 finished with value: 0.9975620929765392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:51,983] Trial 6905 finished with value: 0.9970607242059013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:54,150] Trial 6906 finished with value: 0.9973455900795316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:58,352] Trial 6907 finished with value: 0.9957644735124642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:01,277] Trial 6908 finished with value: 0.9974465105950854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:02,518] Trial 6909 finished with value: 0.9944076109693807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:04,613] Trial 6910 finished with value: 0.9962883940023722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:06,643] Trial 6911 finished with value: 0.9974713156740478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:09,507] Trial 6912 finished with value: 0.9974330709877394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:11,624] Trial 6913 finished with value: 0.9972895293823405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:13,980] Trial 6914 finished with value: 0.9976043629181762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:16,292] Trial 6915 finished with value: 0.9974866743139689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:19,589] Trial 6916 finished with value: 0.9970945953133467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:31,882] Trial 6917 finished with value: 0.9965180681309799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:07,680] Trial 6918 finished with value: 0.9897010198269699 and parameters: {'classifier': 'SVC', 'svc_c': 22544758.684054885, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:09,847] Trial 6919 finished with value: 0.9967895354026407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:12,962] Trial 6920 finished with value: 0.9973530601673372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:15,158] Trial 6921 finished with value: 0.9972774661528282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:17,983] Trial 6922 finished with value: 0.99740167372323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:20,393] Trial 6923 finished with value: 0.9973360171649288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:25,652] Trial 6924 finished with value: 0.9971899683283155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:28,431] Trial 6925 finished with value: 0.9977570488494755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:31,791] Trial 6926 finished with value: 0.9968943542853689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:34,809] Trial 6927 finished with value: 0.9970369796808548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:37,846] Trial 6928 finished with value: 0.9972728476525329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:41,069] Trial 6929 finished with value: 0.9973127903803668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:44,338] Trial 6930 finished with value: 0.9975374046613382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:47,602] Trial 6931 finished with value: 0.9972230496696713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:50,600] Trial 6932 finished with value: 0.9972544114512004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:54,112] Trial 6933 finished with value: 0.9971739066302682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:57,249] Trial 6934 finished with value: 0.9973646913169775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:59,898] Trial 6935 finished with value: 0.9972182159228877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:03,118] Trial 6936 finished with value: 0.9974776787753786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:06,243] Trial 6937 finished with value: 0.9969621863820134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:08,005] Trial 6938 finished with value: 0.9852050717164965 and parameters: {'classifier': 'SVC', 'svc_c': 4.731965837382386e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:10,870] Trial 6939 finished with value: 0.9970753329425448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:13,686] Trial 6940 finished with value: 0.9971046594038055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:17,253] Trial 6941 finished with value: 0.9970922109713101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:20,612] Trial 6942 finished with value: 0.9972733191508864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:23,457] Trial 6943 finished with value: 0.997437486270213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:26,307] Trial 6944 finished with value: 0.9969514964834949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:30,133] Trial 6945 finished with value: 0.9970738413878454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:33,816] Trial 6946 finished with value: 0.9974518027324665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:37,262] Trial 6947 finished with value: 0.9970211817565566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:40,234] Trial 6948 finished with value: 0.9973827088635726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:43,299] Trial 6949 finished with value: 0.9969171693657951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:46,344] Trial 6950 finished with value: 0.9972885248458311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:49,856] Trial 6951 finished with value: 0.9976716960314395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:52,931] Trial 6952 finished with value: 0.9973827013734263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:55,902] Trial 6953 finished with value: 0.9973607101138642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:58,592] Trial 6954 finished with value: 0.9972801391511331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:01,860] Trial 6955 finished with value: 0.9968958701830433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:05,073] Trial 6956 finished with value: 0.9973791489494431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:06,891] Trial 6957 finished with value: 0.9953435961376238 and parameters: {'classifier': 'SVC', 'svc_c': 184798.00642690025, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:09,598] Trial 6958 finished with value: 0.9974246108359104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:12,401] Trial 6959 finished with value: 0.9974112549531644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:16,515] Trial 6960 finished with value: 0.9972591555383953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:19,854] Trial 6961 finished with value: 0.9975850696029145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:22,956] Trial 6962 finished with value: 0.9976211410994846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:23,661] Trial 6963 finished with value: 0.9952137320469251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 14}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:26,588] Trial 6964 finished with value: 0.9970672748782654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:29,810] Trial 6965 finished with value: 0.9975262001326503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:32,111] Trial 6966 finished with value: 0.997222356894627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 78}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:33,599] Trial 6967 finished with value: 0.9956602089957659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:36,722] Trial 6968 finished with value: 0.9971942956015717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:40,671] Trial 6969 finished with value: 0.9969515006728988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:43,823] Trial 6970 finished with value: 0.9972972583245193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:47,041] Trial 6971 finished with value: 0.9967681920724596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:50,968] Trial 6972 finished with value: 0.9968968289534902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:53,896] Trial 6973 finished with value: 0.9972211716742105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:55,653] Trial 6974 finished with value: 0.9971052595993738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:56,917] Trial 6975 finished with value: 0.9867343545361035 and parameters: {'classifier': 'SVC', 'svc_c': 58896580.148096114, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:59,511] Trial 6976 finished with value: 0.9972396533877023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:02,612] Trial 6977 finished with value: 0.997455049742566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:10,001] Trial 6978 finished with value: 0.9968978497715462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:12,492] Trial 6979 finished with value: 0.9972824176155104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:15,858] Trial 6980 finished with value: 0.9974147695772998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:23,977] Trial 6981 finished with value: 0.9969538283945084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:26,509] Trial 6982 finished with value: 0.997423346270725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:42,187] Trial 6983 finished with value: 0.9960547707894137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:45,417] Trial 6984 finished with value: 0.9973116995484871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:46,811] Trial 6985 finished with value: 0.9943722686194967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:49,203] Trial 6986 finished with value: 0.9971820210928093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:51,739] Trial 6987 finished with value: 0.9975412289839746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:54,978] Trial 6988 finished with value: 0.9973177799920139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:58,684] Trial 6989 finished with value: 0.9971807702383999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:00,978] Trial 6990 finished with value: 0.9970030601731007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:02,669] Trial 6991 finished with value: 0.9961134176499952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:06,853] Trial 6992 finished with value: 0.9971830825036486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:09,441] Trial 6993 finished with value: 0.9976135726241661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:11,552] Trial 6994 finished with value: 0.9853891001009392 and parameters: {'classifier': 'SVC', 'svc_c': 0.040532598145283136, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:15,429] Trial 6995 finished with value: 0.9970014311297861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:25,245] Trial 6996 finished with value: 0.9968980233461621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:27,868] Trial 6997 finished with value: 0.9974116899211865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:29,705] Trial 6998 finished with value: 0.9964994458820335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:32,692] Trial 6999 finished with value: 0.997469582054328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:49,451] Trial 7000 finished with value: 0.9950820072261873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 71, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:52,402] Trial 7001 finished with value: 0.9974193159055934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:55,587] Trial 7002 finished with value: 0.9974581913510748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:58,402] Trial 7003 finished with value: 0.997781515031062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:01,622] Trial 7004 finished with value: 0.9967322119175872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:03,304] Trial 7005 finished with value: 0.9962028174003504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:07,482] Trial 7006 finished with value: 0.9973590592983451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:09,902] Trial 7007 finished with value: 0.9972833794962721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:13,726] Trial 7008 finished with value: 0.9972735990792302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:16,539] Trial 7009 finished with value: 0.9975018519526034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:19,396] Trial 7010 finished with value: 0.9970479324009851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:21,859] Trial 7011 finished with value: 0.9974718577575074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:24,508] Trial 7012 finished with value: 0.9975787226561784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:25,829] Trial 7013 finished with value: 0.9904372555556842 and parameters: {'classifier': 'SVC', 'svc_c': 15.231976030915284, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:28,235] Trial 7014 finished with value: 0.9972969664309844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:29,205] Trial 7015 finished with value: 0.989674310886152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:32,410] Trial 7016 finished with value: 0.9973672252715097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:34,646] Trial 7017 finished with value: 0.9976500439231565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:38,015] Trial 7018 finished with value: 0.9974319620652524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:40,650] Trial 7019 finished with value: 0.997483208534473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:44,286] Trial 7020 finished with value: 0.9974772539634871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:46,559] Trial 7021 finished with value: 0.9970880055398808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:47,974] Trial 7022 finished with value: 0.9959149442330358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:00,718] Trial 7023 finished with value: 0.9961653727632136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 56, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:09,190] Trial 7024 finished with value: 0.9970845045947835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:11,446] Trial 7025 finished with value: 0.9971439779422132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:13,912] Trial 7026 finished with value: 0.9972430971728282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:15,108] Trial 7027 finished with value: 0.9897852050073901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:19,706] Trial 7028 finished with value: 0.997407930407357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:22,551] Trial 7029 finished with value: 0.9974739660432247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:25,628] Trial 7030 finished with value: 0.9973882447798209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:26,763] Trial 7031 finished with value: 0.9963835402182543 and parameters: {'classifier': 'SVC', 'svc_c': 56140.258578112014, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:29,821] Trial 7032 finished with value: 0.9975741833419626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:34,363] Trial 7033 finished with value: 0.996327141702776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:36,636] Trial 7034 finished with value: 0.9971385268931293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:37,704] Trial 7035 finished with value: 0.9972947640423714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:38,678] Trial 7036 finished with value: 0.997088502047705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:45,060] Trial 7037 finished with value: 0.9949307709238117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:47,550] Trial 7038 finished with value: 0.997261847833348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:57,264] Trial 7039 finished with value: 0.9969799607844992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:00,166] Trial 7040 finished with value: 0.9969728364177199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:03,669] Trial 7041 finished with value: 0.9971683665246162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:07,006] Trial 7042 finished with value: 0.9973001404121589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:09,368] Trial 7043 finished with value: 0.9974120489403958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:11,987] Trial 7044 finished with value: 0.9973950458325369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:14,363] Trial 7045 finished with value: 0.9974790057690278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:16,966] Trial 7046 finished with value: 0.9974797841094706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:20,131] Trial 7047 finished with value: 0.9973246125287342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:22,610] Trial 7048 finished with value: 0.9971898857462803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:36,597] Trial 7049 finished with value: 0.9965449472187199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:38,402] Trial 7050 finished with value: 0.985205236214071 and parameters: {'classifier': 'SVC', 'svc_c': 2.2340994402475904e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:41,725] Trial 7051 finished with value: 0.9970935948075516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:44,343] Trial 7052 finished with value: 0.9976515301141496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:56,160] Trial 7053 finished with value: 0.9969153948993886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:57,381] Trial 7054 finished with value: 0.9972930667942935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:59,699] Trial 7055 finished with value: 0.9973103102533255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:04,610] Trial 7056 finished with value: 0.9964853320345816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:09,100] Trial 7057 finished with value: 0.9972648383694175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:11,630] Trial 7058 finished with value: 0.9975075952443393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:15,818] Trial 7059 finished with value: 0.9969891904218949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:16,775] Trial 7060 finished with value: 0.9927197462991417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:32,998] Trial 7061 finished with value: 0.9967056637927464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:35,665] Trial 7062 finished with value: 0.9968795385858309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:41,834] Trial 7063 finished with value: 0.9963628638284607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:42,832] Trial 7064 finished with value: 0.9971944226801531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:46,330] Trial 7065 finished with value: 0.9974500139840013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:48,555] Trial 7066 finished with value: 0.997150466884347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:51,475] Trial 7067 finished with value: 0.9976040733415085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:53,909] Trial 7068 finished with value: 0.997174772123005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:56,589] Trial 7069 finished with value: 0.9974691411195794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:58,727] Trial 7070 finished with value: 0.9853845118786078 and parameters: {'classifier': 'SVC', 'svc_c': 0.10945522414287367, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:00,925] Trial 7071 finished with value: 0.9975007835594244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:08,755] Trial 7072 finished with value: 0.9972511049642622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:15,335] Trial 7073 finished with value: 0.9967374821875502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:17,773] Trial 7074 finished with value: 0.9969189798229889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:23,061] Trial 7075 finished with value: 0.9973734357452436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:26,306] Trial 7076 finished with value: 0.9973475177130798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:30,005] Trial 7077 finished with value: 0.9974139157006373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:31,069] Trial 7078 finished with value: 0.9967936610132329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:33,537] Trial 7079 finished with value: 0.9967936652026367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:36,004] Trial 7080 finished with value: 0.9974100930918478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:38,297] Trial 7081 finished with value: 0.9973454154575648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:41,732] Trial 7082 finished with value: 0.9971439970484335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:53,768] Trial 7083 finished with value: 0.9957648139649976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:56,980] Trial 7084 finished with value: 0.9974242878392262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:00,146] Trial 7085 finished with value: 0.9974405488195944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:01,600] Trial 7086 finished with value: 0.9960614658692567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:02,988] Trial 7087 finished with value: 0.9972726192982887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:04,279] Trial 7088 finished with value: 0.9864635644879121 and parameters: {'classifier': 'SVC', 'svc_c': 1.125579961866077, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:19,634] Trial 7089 finished with value: 0.9967403678615732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:20,247] Trial 7090 finished with value: 0.9939530399654736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:23,668] Trial 7091 finished with value: 0.9941576584126013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:26,114] Trial 7092 finished with value: 0.9972148873463661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:32,417] Trial 7093 finished with value: 0.9967531251356462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:34,835] Trial 7094 finished with value: 0.9977288347383956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:37,315] Trial 7095 finished with value: 0.9974161958471237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:44,617] Trial 7096 finished with value: 0.9972251495448434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:48,046] Trial 7097 finished with value: 0.9973932183003491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:02,639] Trial 7098 finished with value: 0.9962483537756865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:04,834] Trial 7099 finished with value: 0.9975522149654318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:06,984] Trial 7100 finished with value: 0.9972846917952701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:08,938] Trial 7101 finished with value: 0.997473776663131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:11,958] Trial 7102 finished with value: 0.9970665667103361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:14,302] Trial 7103 finished with value: 0.9965571857366954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:16,591] Trial 7104 finished with value: 0.9974913451183355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:18,844] Trial 7105 finished with value: 0.997382017929327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:20,170] Trial 7106 finished with value: 0.9973612153813513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:24,189] Trial 7107 finished with value: 0.9971623129948347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:26,319] Trial 7108 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3199315045387858e-08, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:27,261] Trial 7109 finished with value: 0.9967289763331344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:33,617] Trial 7110 finished with value: 0.99719567236026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:35,654] Trial 7111 finished with value: 0.9974933965614605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:37,580] Trial 7112 finished with value: 0.9965238324649484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:38,687] Trial 7113 finished with value: 0.9969582451051878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:39,743] Trial 7114 finished with value: 0.9903008167670254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:51,221] Trial 7115 finished with value: 0.9968544833486815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:54,610] Trial 7116 finished with value: 0.9974295813095994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:59,308] Trial 7117 finished with value: 0.996909165795503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:02,779] Trial 7118 finished with value: 0.9967032290509127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 65}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:04,883] Trial 7119 finished with value: 0.9974168310178658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:07,280] Trial 7120 finished with value: 0.9973263046987468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:09,170] Trial 7121 finished with value: 0.9971897626349372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:12,288] Trial 7122 finished with value: 0.9971251494286064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:14,915] Trial 7123 finished with value: 0.9972959832223488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:22,513] Trial 7124 finished with value: 0.9964540781936758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:25,272] Trial 7125 finished with value: 0.9974539246972219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:28,829] Trial 7126 finished with value: 0.9975525556401306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:30,286] Trial 7127 finished with value: 0.9866173809234756 and parameters: {'classifier': 'SVC', 'svc_c': 11937302.053894844, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:43,160] Trial 7128 finished with value: 0.9963549016761379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:45,306] Trial 7129 finished with value: 0.997398102669095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:47,253] Trial 7130 finished with value: 0.9970601771713284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:50,011] Trial 7131 finished with value: 0.997202102587265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:00,131] Trial 7132 finished with value: 0.9968339583804448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:02,791] Trial 7133 finished with value: 0.9976158725116308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:12,700] Trial 7134 finished with value: 0.9964675295123095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:13,562] Trial 7135 finished with value: 0.9965412373747157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 29}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:18,643] Trial 7136 finished with value: 0.9972083772667858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:19,899] Trial 7137 finished with value: 0.9967763798495669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 42}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:24,962] Trial 7138 finished with value: 0.9971919180197094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:25,915] Trial 7139 finished with value: 0.9894760656647473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:29,804] Trial 7140 finished with value: 0.9972241251721418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:32,717] Trial 7141 finished with value: 0.9973949960992359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:35,059] Trial 7142 finished with value: 0.9968132180705057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:36,800] Trial 7143 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 5.750111139031565e-10, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:40,037] Trial 7144 finished with value: 0.9968282631081627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:41,729] Trial 7145 finished with value: 0.9936320207432097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:43,861] Trial 7146 finished with value: 0.9975708678414587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:46,645] Trial 7147 finished with value: 0.9973846665211812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:51,199] Trial 7148 finished with value: 0.997264260929929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:53,458] Trial 7149 finished with value: 0.9972450905673207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:56,379] Trial 7150 finished with value: 0.9971918070957227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:59,280] Trial 7151 finished with value: 0.9973956352372166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:01,958] Trial 7152 finished with value: 0.9967596560670318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:08,548] Trial 7153 finished with value: 0.997034422240271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:10,710] Trial 7154 finished with value: 0.997438494043989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:28,456] Trial 7155 finished with value: 0.9961556787367559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 71, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:32,756] Trial 7156 finished with value: 0.9969980269218309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:35,099] Trial 7157 finished with value: 0.9973469085674217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:41,855] Trial 7158 finished with value: 0.9972610126185751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:45,415] Trial 7159 finished with value: 0.9970512793537553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:47,371] Trial 7160 finished with value: 0.9967048060757969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:49,959] Trial 7161 finished with value: 0.9974952927427424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:52,058] Trial 7162 finished with value: 0.9976342190851128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:53,091] Trial 7163 finished with value: 0.9886204300873308 and parameters: {'classifier': 'SVC', 'svc_c': 4.596325482475619, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:54,905] Trial 7164 finished with value: 0.9958289143502198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:55,875] Trial 7165 finished with value: 0.9971294955224418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 93}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:08,949] Trial 7166 finished with value: 0.996652833887584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:11,702] Trial 7167 finished with value: 0.9973251641653039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:14,753] Trial 7168 finished with value: 0.9974155427762016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:17,252] Trial 7169 finished with value: 0.9975919893554045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:19,892] Trial 7170 finished with value: 0.997167521058499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:20,349] Trial 7171 finished with value: 0.9802722836506206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 2}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:22,584] Trial 7172 finished with value: 0.997490992034115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:23,989] Trial 7173 finished with value: 0.9963883528910672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:28,007] Trial 7174 finished with value: 0.9969449131210864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:31,147] Trial 7175 finished with value: 0.9974664233708249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:33,316] Trial 7176 finished with value: 0.9975284700277923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:35,107] Trial 7177 finished with value: 0.9964034011342532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:37,988] Trial 7178 finished with value: 0.9972584350244199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:40,330] Trial 7179 finished with value: 0.9976452879025084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:42,790] Trial 7180 finished with value: 0.9974509363828061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:21,082] Trial 7181 finished with value: 0.9892341374983274 and parameters: {'classifier': 'SVC', 'svc_c': 3873510014.304692, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:25,742] Trial 7182 finished with value: 0.9969098987507382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:28,711] Trial 7183 finished with value: 0.9973715231554636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:33,640] Trial 7184 finished with value: 0.9971151964842994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:39,220] Trial 7185 finished with value: 0.9972994603640156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:42,772] Trial 7186 finished with value: 0.9967038639042758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:45,330] Trial 7187 finished with value: 0.9971844424729839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:46,916] Trial 7188 finished with value: 0.9967307534020494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:49,400] Trial 7189 finished with value: 0.9969944487901424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:51,742] Trial 7190 finished with value: 0.9973782208695529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:53,662] Trial 7191 finished with value: 0.9972394075776091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:56,845] Trial 7192 finished with value: 0.9974106947473599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:59,276] Trial 7193 finished with value: 0.9973163232220611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:02,369] Trial 7194 finished with value: 0.9974494300699797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:03,240] Trial 7195 finished with value: 0.9913454653576802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:05,735] Trial 7196 finished with value: 0.9973799743889407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:21,126] Trial 7197 finished with value: 0.9960767755375866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:24,706] Trial 7198 finished with value: 0.9969071452016239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:26,884] Trial 7199 finished with value: 0.9975564427403482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:28,668] Trial 7200 finished with value: 0.9853717294363742 and parameters: {'classifier': 'SVC', 'svc_c': 0.008214612981073162, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:32,826] Trial 7201 finished with value: 0.9971638974781273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:33,791] Trial 7202 finished with value: 0.9963063601018195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 24}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:36,202] Trial 7203 finished with value: 0.997303101527188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:39,054] Trial 7204 finished with value: 0.9973324675656196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:40,278] Trial 7205 finished with value: 0.9973726649901608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:42,435] Trial 7206 finished with value: 0.9969218553408816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:43,172] Trial 7207 finished with value: 0.9950259167271011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 34}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:45,331] Trial 7208 finished with value: 0.997609061112357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:47,407] Trial 7209 finished with value: 0.996758279498771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:50,575] Trial 7210 finished with value: 0.9974703839442983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:51,739] Trial 7211 finished with value: 0.9913597955941854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:54,239] Trial 7212 finished with value: 0.9974352921017179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:56,462] Trial 7213 finished with value: 0.9976421972968169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:59,281] Trial 7214 finished with value: 0.9974793089295201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:00,640] Trial 7215 finished with value: 0.9971519700868589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 72}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:01,845] Trial 7216 finished with value: 0.9913924597090095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:04,550] Trial 7217 finished with value: 0.9974132549808795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:05,304] Trial 7218 finished with value: 0.9953520547977712 and parameters: {'classifier': 'SVC', 'svc_c': 3691.905086916108, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:12,865] Trial 7219 finished with value: 0.9969122029228205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:15,378] Trial 7220 finished with value: 0.9971616981046155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:27,980] Trial 7221 finished with value: 0.9960508805788814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:38,274] Trial 7222 finished with value: 0.9961731240806172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 47, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:40,627] Trial 7223 finished with value: 0.9972147549040781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:43,335] Trial 7224 finished with value: 0.9974078737551921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:52,872] Trial 7225 finished with value: 0.9968577420065933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:54,957] Trial 7226 finished with value: 0.9974767657709944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:57,394] Trial 7227 finished with value: 0.9969395894362251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 57}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:01,344] Trial 7228 finished with value: 0.9974296713183048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:13,858] Trial 7229 finished with value: 0.9968177636688272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:15,793] Trial 7230 finished with value: 0.9973499575012408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:18,176] Trial 7231 finished with value: 0.9973574745611492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:19,717] Trial 7232 finished with value: 0.9963987351540485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 54}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:21,709] Trial 7233 finished with value: 0.9974115294225882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:24,798] Trial 7234 finished with value: 0.9975048237950452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:34,607] Trial 7235 finished with value: 0.996949718684608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:36,957] Trial 7236 finished with value: 0.9974611680811544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:41,230] Trial 7237 finished with value: 0.9973051520499138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:42,653] Trial 7238 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 211305905.7310771, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:46,469] Trial 7239 finished with value: 0.9974245593887624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:48,828] Trial 7240 finished with value: 0.9974724022530479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:51,145] Trial 7241 finished with value: 0.9975099292500547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:53,344] Trial 7242 finished with value: 0.9975281570285489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:56,314] Trial 7243 finished with value: 0.9974697761951082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:59,368] Trial 7244 finished with value: 0.9974930673758843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:01,840] Trial 7245 finished with value: 0.9972950347349842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:04,122] Trial 7246 finished with value: 0.9973976933135643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:06,157] Trial 7247 finished with value: 0.9973737617570292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:11,818] Trial 7248 finished with value: 0.9972928934418429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:27,168] Trial 7249 finished with value: 0.9967130709760194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:28,597] Trial 7250 finished with value: 0.9973658124902968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:31,070] Trial 7251 finished with value: 0.9970416183029833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:32,559] Trial 7252 finished with value: 0.997107056155364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:40,563] Trial 7253 finished with value: 0.9968603090002874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:43,501] Trial 7254 finished with value: 0.9973412092009498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:46,065] Trial 7255 finished with value: 0.9972950261022732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:47,334] Trial 7256 finished with value: 0.9863570511817801 and parameters: {'classifier': 'SVC', 'svc_c': 0.5049772042259122, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:54,271] Trial 7257 finished with value: 0.997015660312794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:58,874] Trial 7258 finished with value: 0.9973630806499111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:02,975] Trial 7259 finished with value: 0.9974444280488107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:04,109] Trial 7260 finished with value: 0.9935483692039658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:06,092] Trial 7261 finished with value: 0.9968908341388376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:08,742] Trial 7262 finished with value: 0.9973977221315845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:10,771] Trial 7263 finished with value: 0.9966639972204682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:11,754] Trial 7264 finished with value: 0.9968317358065226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:14,010] Trial 7265 finished with value: 0.9974706064587675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:17,035] Trial 7266 finished with value: 0.9970468614687732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:19,567] Trial 7267 finished with value: 0.9973609275820062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:21,767] Trial 7268 finished with value: 0.9970091769247937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:24,338] Trial 7269 finished with value: 0.9972448120989207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:26,814] Trial 7270 finished with value: 0.9974920122808882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:29,021] Trial 7271 finished with value: 0.9972438995706049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:31,420] Trial 7272 finished with value: 0.997559575747884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:34,693] Trial 7273 finished with value: 0.99754740667245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:35,912] Trial 7274 finished with value: 0.9867273381099473 and parameters: {'classifier': 'SVC', 'svc_c': 656661.9106417666, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:38,582] Trial 7275 finished with value: 0.9959551592086401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:40,737] Trial 7276 finished with value: 0.9971667841995012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:43,510] Trial 7277 finished with value: 0.997666940772501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:50,354] Trial 7278 finished with value: 0.9965149452795744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:52,845] Trial 7279 finished with value: 0.9975583781179456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:55,136] Trial 7280 finished with value: 0.997295154513847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:08,868] Trial 7281 finished with value: 0.9966581328803533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 57, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:11,106] Trial 7282 finished with value: 0.9973397711246244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:13,930] Trial 7283 finished with value: 0.9974884278968323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:16,737] Trial 7284 finished with value: 0.9974187266596033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:19,449] Trial 7285 finished with value: 0.9975575687378292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:21,680] Trial 7286 finished with value: 0.9975699960646162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:22,631] Trial 7287 finished with value: 0.9953802727491379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 19}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:25,814] Trial 7288 finished with value: 0.9968596551676555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:28,445] Trial 7289 finished with value: 0.9975506997025154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:31,011] Trial 7290 finished with value: 0.9972679289433711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:32,157] Trial 7291 finished with value: 0.9973484253220198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:34,718] Trial 7292 finished with value: 0.9972299499033482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:36,445] Trial 7293 finished with value: 0.9850756082851418 and parameters: {'classifier': 'SVC', 'svc_c': 1.0197340053745783e-10, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:41,765] Trial 7294 finished with value: 0.9950450475442766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:44,283] Trial 7295 finished with value: 0.9974216158882719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:57,123] Trial 7296 finished with value: 0.9969547592355967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:00,032] Trial 7297 finished with value: 0.9973408409777473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:01,883] Trial 7298 finished with value: 0.9915962271041484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:04,062] Trial 7299 finished with value: 0.997176448709705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:05,174] Trial 7300 finished with value: 0.9973173466743633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 84}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:20,523] Trial 7301 finished with value: 0.9968642196182943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:25,232] Trial 7302 finished with value: 0.9969464601853858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 68}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:27,867] Trial 7303 finished with value: 0.9976185753118311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:30,529] Trial 7304 finished with value: 0.995739679319604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:32,649] Trial 7305 finished with value: 0.9964560935190624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:34,716] Trial 7306 finished with value: 0.9969572480588247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:51,319] Trial 7307 finished with value: 0.9966216450776509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:53,927] Trial 7308 finished with value: 0.9975991443810025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:59,996] Trial 7309 finished with value: 0.9973312780288474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:02,051] Trial 7310 finished with value: 0.9975764581564804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:04,440] Trial 7311 finished with value: 0.9975178850547962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:06,630] Trial 7312 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 9.195746759610774e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:09,134] Trial 7313 finished with value: 0.9974463653624207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:25,143] Trial 7314 finished with value: 0.9965624453427213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:27,848] Trial 7315 finished with value: 0.9976973162985554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:30,091] Trial 7316 finished with value: 0.9973713012757526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:33,819] Trial 7317 finished with value: 0.9972207887563568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:35,079] Trial 7318 finished with value: 0.9970454769660356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:37,970] Trial 7319 finished with value: 0.9973498570825016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:40,023] Trial 7320 finished with value: 0.9974976111334072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:43,448] Trial 7321 finished with value: 0.9974362194516363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:44,596] Trial 7322 finished with value: 0.993851881701255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:51,303] Trial 7323 finished with value: 0.9970173150320757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:53,848] Trial 7324 finished with value: 0.9974947980122407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:54,423] Trial 7325 finished with value: 0.9950261654888198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 9}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:58,214] Trial 7326 finished with value: 0.9970729173386692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 59}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:59,312] Trial 7327 finished with value: 0.9970316720553748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:00,728] Trial 7328 finished with value: 0.9970343194411887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:01,959] Trial 7329 finished with value: 0.997215293782009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:02,720] Trial 7330 finished with value: 0.9950692190711302 and parameters: {'classifier': 'SVC', 'svc_c': 1110.5369271302843, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:08,071] Trial 7331 finished with value: 0.9972240844524065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:12,039] Trial 7332 finished with value: 0.9973278398930692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:12,709] Trial 7333 finished with value: 0.9965528741737034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 44}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:16,821] Trial 7334 finished with value: 0.9972443497093466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:18,542] Trial 7335 finished with value: 0.9971125809316069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 48}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:20,146] Trial 7336 finished with value: 0.9951730995908862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:30,055] Trial 7337 finished with value: 0.9969086604645402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:32,581] Trial 7338 finished with value: 0.9974679009291073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:34,994] Trial 7339 finished with value: 0.997254923986668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:38,128] Trial 7340 finished with value: 0.9971556191210321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:50,304] Trial 7341 finished with value: 0.9970905644086706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:53,682] Trial 7342 finished with value: 0.9972828339851185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:56,887] Trial 7343 finished with value: 0.9970680354137422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:59,367] Trial 7344 finished with value: 0.9973213200382132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:14,388] Trial 7345 finished with value: 0.9958351331075473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:16,632] Trial 7346 finished with value: 0.9974662949592513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:18,988] Trial 7347 finished with value: 0.9974895364702023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:20,851] Trial 7348 finished with value: 0.9966633130146589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:23,406] Trial 7349 finished with value: 0.9968727713974622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:25,168] Trial 7350 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 6.967281948603131e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:27,263] Trial 7351 finished with value: 0.997406709989601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:29,333] Trial 7352 finished with value: 0.9975180332390862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:31,971] Trial 7353 finished with value: 0.9971828590370423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:35,847] Trial 7354 finished with value: 0.9973745864665547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:38,199] Trial 7355 finished with value: 0.9974987251339594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:44,920] Trial 7356 finished with value: 0.9973101998688833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:47,063] Trial 7357 finished with value: 0.9968616400881266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:49,590] Trial 7358 finished with value: 0.9967950982008968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:57,275] Trial 7359 finished with value: 0.9971251287989665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:01,636] Trial 7360 finished with value: 0.9971273710821293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:04,176] Trial 7361 finished with value: 0.9974956340204614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:06,427] Trial 7362 finished with value: 0.9976202711634409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:09,598] Trial 7363 finished with value: 0.9972961521314924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:12,012] Trial 7364 finished with value: 0.9968626092368694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:17,217] Trial 7365 finished with value: 0.9971853354824863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:27,650] Trial 7366 finished with value: 0.9970574962385464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:32,669] Trial 7367 finished with value: 0.9966978942895218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:39,639] Trial 7368 finished with value: 0.9932355195412503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 66, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:41,672] Trial 7369 finished with value: 0.9973184178287404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:46,083] Trial 7370 finished with value: 0.9971256694542202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:47,820] Trial 7371 finished with value: 0.9851031431415261 and parameters: {'classifier': 'SVC', 'svc_c': 0.00037083921864679596, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:51,791] Trial 7372 finished with value: 0.9973038399096051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:54,223] Trial 7373 finished with value: 0.9972377470820281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:57,595] Trial 7374 finished with value: 0.9944896575543818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:00,433] Trial 7375 finished with value: 0.9971810890139426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:02,404] Trial 7376 finished with value: 0.99736278399569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:04,774] Trial 7377 finished with value: 0.9974023930629027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:05,832] Trial 7378 finished with value: 0.9967895343235518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:06,504] Trial 7379 finished with value: 0.9869425053805947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:09,328] Trial 7380 finished with value: 0.9973556112920776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:11,986] Trial 7381 finished with value: 0.9973365835596256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:15,544] Trial 7382 finished with value: 0.9973853303195158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:16,966] Trial 7383 finished with value: 0.9973498718723665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:19,407] Trial 7384 finished with value: 0.9974041877780943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:30,756] Trial 7385 finished with value: 0.9968038797942528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:33,405] Trial 7386 finished with value: 0.9977516230320279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:34,218] Trial 7387 finished with value: 0.9918901779220543 and parameters: {'classifier': 'SVC', 'svc_c': 104.22522617169683, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:35,440] Trial 7388 finished with value: 0.9938597331517567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:42,796] Trial 7389 finished with value: 0.9972525145082086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:45,660] Trial 7390 finished with value: 0.9973559006783179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:48,314] Trial 7391 finished with value: 0.9976294855983788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:50,782] Trial 7392 finished with value: 0.9973987593898763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:53,310] Trial 7393 finished with value: 0.99735803406872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:54,485] Trial 7394 finished with value: 0.9941778646687714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:00,013] Trial 7395 finished with value: 0.997017710803782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:11,856] Trial 7396 finished with value: 0.9970273417035417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:14,144] Trial 7397 finished with value: 0.9968965233809169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:16,648] Trial 7398 finished with value: 0.9976105469542332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:19,860] Trial 7399 finished with value: 0.9974211506740241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:22,072] Trial 7400 finished with value: 0.9969421572551047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:24,644] Trial 7401 finished with value: 0.9975019960427035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:27,107] Trial 7402 finished with value: 0.9975759827226266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:29,299] Trial 7403 finished with value: 0.9973536006321635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:37,919] Trial 7404 finished with value: 0.9969337964111884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:40,642] Trial 7405 finished with value: 0.9974002279980688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:47,818] Trial 7406 finished with value: 0.9926147591737661 and parameters: {'classifier': 'SVC', 'svc_c': 2208489.512566835, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:50,675] Trial 7407 finished with value: 0.9973046835349239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:53,052] Trial 7408 finished with value: 0.9974504515545317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:55,794] Trial 7409 finished with value: 0.9967346104782063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:58,608] Trial 7410 finished with value: 0.9974582255962768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:00,748] Trial 7411 finished with value: 0.9974246468266973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:03,409] Trial 7412 finished with value: 0.9973107116426411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:06,548] Trial 7413 finished with value: 0.9974747081389772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:09,172] Trial 7414 finished with value: 0.9973709857057386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:11,355] Trial 7415 finished with value: 0.9978287954361514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:13,599] Trial 7416 finished with value: 0.9974090943316377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:16,238] Trial 7417 finished with value: 0.9977629297885159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:18,273] Trial 7418 finished with value: 0.9975104305185652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:20,316] Trial 7419 finished with value: 0.9973709509527299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:22,309] Trial 7420 finished with value: 0.9976002027450028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:24,364] Trial 7421 finished with value: 0.9976798391215729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:26,769] Trial 7422 finished with value: 0.9974565844608195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:29,000] Trial 7423 finished with value: 0.9975762056179507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:31,215] Trial 7424 finished with value: 0.9975092094343134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:33,252] Trial 7425 finished with value: 0.9976683838316779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:35,089] Trial 7426 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.4199929367341257e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:37,734] Trial 7427 finished with value: 0.9974577475916525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:39,925] Trial 7428 finished with value: 0.9973631432688026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:41,907] Trial 7429 finished with value: 0.9973687864591784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:44,205] Trial 7430 finished with value: 0.9971248847027202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:46,837] Trial 7431 finished with value: 0.9975368105277104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:48,892] Trial 7432 finished with value: 0.997315866386621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:51,101] Trial 7433 finished with value: 0.9974929237618531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:53,130] Trial 7434 finished with value: 0.9974182620801137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:55,130] Trial 7435 finished with value: 0.9975513731809119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:57,766] Trial 7436 finished with value: 0.9974081823111286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:00,061] Trial 7437 finished with value: 0.9973001324459441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:02,018] Trial 7438 finished with value: 0.9974625649934138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:04,247] Trial 7439 finished with value: 0.9972814619236406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:06,859] Trial 7440 finished with value: 0.9975442945484572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:08,904] Trial 7441 finished with value: 0.9973676102205896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:11,178] Trial 7442 finished with value: 0.997445359492919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:13,234] Trial 7443 finished with value: 0.9975842117272755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:14,940] Trial 7444 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4517204380415216e-07, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:17,512] Trial 7445 finished with value: 0.9976571628944916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:19,502] Trial 7446 finished with value: 0.9976490630631263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:21,288] Trial 7447 finished with value: 0.9970981754127851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:23,208] Trial 7448 finished with value: 0.9974777022931681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:25,800] Trial 7449 finished with value: 0.9973764275508293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:28,013] Trial 7450 finished with value: 0.9976079298146452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:29,407] Trial 7451 finished with value: 0.9963248678086574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:31,295] Trial 7452 finished with value: 0.9972392019477064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:33,384] Trial 7453 finished with value: 0.9973489257653446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:36,001] Trial 7454 finished with value: 0.9976286571120423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:38,040] Trial 7455 finished with value: 0.9971360434970835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:40,274] Trial 7456 finished with value: 0.9976412493807344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:42,248] Trial 7457 finished with value: 0.9915125530627279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:44,679] Trial 7458 finished with value: 0.9972490589165813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:45,961] Trial 7459 finished with value: 0.9971033225714049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:48,146] Trial 7460 finished with value: 0.9973435286389657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:50,333] Trial 7461 finished with value: 0.9973955913754283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:52,962] Trial 7462 finished with value: 0.9974939082400048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:53,802] Trial 7463 finished with value: 0.9911239003596449 and parameters: {'classifier': 'SVC', 'svc_c': 30.69456765812112, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:55,936] Trial 7464 finished with value: 0.9973589116535996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:57,922] Trial 7465 finished with value: 0.9974430087295886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:00,208] Trial 7466 finished with value: 0.9976120981444607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:02,595] Trial 7467 finished with value: 0.9975808838807256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:04,991] Trial 7468 finished with value: 0.9973766526678068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:13,814] Trial 7469 finished with value: 0.9969842808215127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:15,971] Trial 7470 finished with value: 0.9975789258105242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:18,731] Trial 7471 finished with value: 0.9975357151255718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:20,917] Trial 7472 finished with value: 0.9971821102763293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:22,453] Trial 7473 finished with value: 0.9965344825641308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:24,844] Trial 7474 finished with value: 0.9975152462382174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:27,008] Trial 7475 finished with value: 0.99774143789319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:29,862] Trial 7476 finished with value: 0.9973876505509794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:31,152] Trial 7477 finished with value: 0.9973091144641857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:33,139] Trial 7478 finished with value: 0.9975923403131853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:35,437] Trial 7479 finished with value: 0.9972542702809878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:38,098] Trial 7480 finished with value: 0.9975606484574184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:40,289] Trial 7481 finished with value: 0.997528805656164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:41,967] Trial 7482 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.36529046419886e-09, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:44,050] Trial 7483 finished with value: 0.9971971551552969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:47,530] Trial 7484 finished with value: 0.9963723590804041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:49,545] Trial 7485 finished with value: 0.9963675002289357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:51,766] Trial 7486 finished with value: 0.9976771648220136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:53,761] Trial 7487 finished with value: 0.9975845554488134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:03,392] Trial 7488 finished with value: 0.9966709975872431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:05,834] Trial 7489 finished with value: 0.9974489633640502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:10,312] Trial 7490 finished with value: 0.997124340111966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:12,460] Trial 7491 finished with value: 0.9974048081589717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:14,446] Trial 7492 finished with value: 0.9973464712825325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:16,872] Trial 7493 finished with value: 0.9974580878220207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:18,763] Trial 7494 finished with value: 0.9973863300636011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:21,199] Trial 7495 finished with value: 0.9975458944563728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:23,495] Trial 7496 finished with value: 0.9974977678869322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:31,125] Trial 7497 finished with value: 0.9969991455561176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:32,248] Trial 7498 finished with value: 0.9886278076273983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:37,409] Trial 7499 finished with value: 0.9972832672075554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:38,181] Trial 7500 finished with value: 0.992793286744086 and parameters: {'classifier': 'SVC', 'svc_c': 468.84813720076306, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:42,325] Trial 7501 finished with value: 0.9943386411639672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:44,358] Trial 7502 finished with value: 0.9975051135938783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:46,858] Trial 7503 finished with value: 0.9973347336204749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:49,136] Trial 7504 finished with value: 0.9975307814361177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:51,496] Trial 7505 finished with value: 0.9974036027532459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:53,576] Trial 7506 finished with value: 0.9975728140734206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:56,169] Trial 7507 finished with value: 0.9974732907875055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:03,008] Trial 7508 finished with value: 0.9966795820881936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:06,247] Trial 7509 finished with value: 0.9970086693404396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:08,765] Trial 7510 finished with value: 0.997299176849288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:10,520] Trial 7511 finished with value: 0.9919548371483509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:12,953] Trial 7512 finished with value: 0.9974524234307228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:14,737] Trial 7513 finished with value: 0.997046252735708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:17,104] Trial 7514 finished with value: 0.997562474434449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:19,156] Trial 7515 finished with value: 0.9975686544397918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:21,693] Trial 7516 finished with value: 0.997348691698277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:24,151] Trial 7517 finished with value: 0.997658792064758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:25,240] Trial 7518 finished with value: 0.9972732128288962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:26,357] Trial 7519 finished with value: 0.9963966231549959 and parameters: {'classifier': 'SVC', 'svc_c': 39290.84493918665, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:27,647] Trial 7520 finished with value: 0.9972939405388862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:30,264] Trial 7521 finished with value: 0.9972653672181696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:32,681] Trial 7522 finished with value: 0.9974030050014967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:34,720] Trial 7523 finished with value: 0.9975429191862369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:44,036] Trial 7524 finished with value: 0.9966756677568515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:45,648] Trial 7525 finished with value: 0.9971094462102239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:48,032] Trial 7526 finished with value: 0.9975434506374975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:50,038] Trial 7527 finished with value: 0.9971924168444012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:57,825] Trial 7528 finished with value: 0.9972204106626652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:59,988] Trial 7529 finished with value: 0.9972138637671121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:02,783] Trial 7530 finished with value: 0.997576940953529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:07,741] Trial 7531 finished with value: 0.9970779611269244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:09,986] Trial 7532 finished with value: 0.9977174734244447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:11,188] Trial 7533 finished with value: 0.9950837752815366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:15,671] Trial 7534 finished with value: 0.9972972476288446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:18,160] Trial 7535 finished with value: 0.9973553297768382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:20,329] Trial 7536 finished with value: 0.9972319591985322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:21,332] Trial 7537 finished with value: 0.99675710678309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:23,107] Trial 7538 finished with value: 0.9852337506609691 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008275370239935571, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:25,937] Trial 7539 finished with value: 0.9975015511089786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:27,696] Trial 7540 finished with value: 0.9970474719474235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:29,693] Trial 7541 finished with value: 0.997339699270002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:34,053] Trial 7542 finished with value: 0.9975399562304093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:52,723] Trial 7543 finished with value: 0.9955908083482586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:07,650] Trial 7544 finished with value: 0.9961068247344761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:13,341] Trial 7545 finished with value: 0.997014935545939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:18,387] Trial 7546 finished with value: 0.9961278801383605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 37}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:20,629] Trial 7547 finished with value: 0.9971548125973276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:28,390] Trial 7548 finished with value: 0.9973399641228399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:30,053] Trial 7549 finished with value: 0.9976547689041313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:37,039] Trial 7550 finished with value: 0.9964503292485697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:39,064] Trial 7551 finished with value: 0.9974039132769327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:40,696] Trial 7552 finished with value: 0.9971129508369186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:43,246] Trial 7553 finished with value: 0.9964430145178214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:47,865] Trial 7554 finished with value: 0.9972721077149581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:50,275] Trial 7555 finished with value: 0.9973073714817833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:51,986] Trial 7556 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.736126387311245e-06, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:54,555] Trial 7557 finished with value: 0.9977480406474601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:55,359] Trial 7558 finished with value: 0.9877321101463054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:05,684] Trial 7559 finished with value: 0.9962017472298487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 70}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:07,728] Trial 7560 finished with value: 0.9972541062277442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:10,446] Trial 7561 finished with value: 0.9975868793936121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:12,656] Trial 7562 finished with value: 0.9971095087656395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:15,156] Trial 7563 finished with value: 0.9976481435207329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:17,207] Trial 7564 finished with value: 0.996993988717436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:22,872] Trial 7565 finished with value: 0.9959575989015873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:25,627] Trial 7566 finished with value: 0.9971480811141048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:30,666] Trial 7567 finished with value: 0.9973735996397979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:32,917] Trial 7568 finished with value: 0.9974654154383594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:37,395] Trial 7569 finished with value: 0.9971835781228119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:40,253] Trial 7570 finished with value: 0.9974744095804816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:42,812] Trial 7571 finished with value: 0.9972551240941746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:55,014] Trial 7572 finished with value: 0.9966150612391735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:57,199] Trial 7573 finished with value: 0.9971616810296212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:59,625] Trial 7574 finished with value: 0.9973432955557732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:00,524] Trial 7575 finished with value: 0.9975285615281796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 26}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:02,816] Trial 7576 finished with value: 0.9974583509927495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:05,693] Trial 7577 finished with value: 0.9968950820038492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:07,827] Trial 7578 finished with value: 0.9973445706579437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:10,079] Trial 7579 finished with value: 0.9852050717164965 and parameters: {'classifier': 'SVC', 'svc_c': 5.286288642234711e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:12,703] Trial 7580 finished with value: 0.9973034168115609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:19,267] Trial 7581 finished with value: 0.9969017194476523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:19,976] Trial 7582 finished with value: 0.9916753798584844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 87}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:27,653] Trial 7583 finished with value: 0.9970968487365149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:34,337] Trial 7584 finished with value: 0.9970484658834717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:36,406] Trial 7585 finished with value: 0.9972637123084604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:38,749] Trial 7586 finished with value: 0.9977527896540308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:41,244] Trial 7587 finished with value: 0.9974804617137952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:44,162] Trial 7588 finished with value: 0.9975156947583258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:46,590] Trial 7589 finished with value: 0.9974473959240141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:48,956] Trial 7590 finished with value: 0.9975740064666043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:51,080] Trial 7591 finished with value: 0.9972690182835692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:57,427] Trial 7592 finished with value: 0.9966446716912305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:59,980] Trial 7593 finished with value: 0.9974574428760029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:00,882] Trial 7594 finished with value: 0.9962306590353484 and parameters: {'classifier': 'SVC', 'svc_c': 14565.186942332079, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:03,414] Trial 7595 finished with value: 0.9975584482269831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:05,697] Trial 7596 finished with value: 0.9974220337812995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:07,524] Trial 7597 finished with value: 0.99715148532206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:09,842] Trial 7598 finished with value: 0.9974193161277586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:12,389] Trial 7599 finished with value: 0.9972444921173375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:14,973] Trial 7600 finished with value: 0.9976661878858599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:17,625] Trial 7601 finished with value: 0.9975600184916932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:18,894] Trial 7602 finished with value: 0.9972835687176763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:21,529] Trial 7603 finished with value: 0.9975082493626123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:28,012] Trial 7604 finished with value: 0.9970800141252072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:30,430] Trial 7605 finished with value: 0.9970947640003249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:33,671] Trial 7606 finished with value: 0.9975302597283946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:36,188] Trial 7607 finished with value: 0.9976248921710306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:45,182] Trial 7608 finished with value: 0.9966487622314348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:48,779] Trial 7609 finished with value: 0.9972939574551908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:51,306] Trial 7610 finished with value: 0.9971810223325989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:53,697] Trial 7611 finished with value: 0.9973999869486615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:55,514] Trial 7612 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 2.1442232044552764e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:57,876] Trial 7613 finished with value: 0.9971249109499697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:00,600] Trial 7614 finished with value: 0.997424112868142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:04,928] Trial 7615 finished with value: 0.9973759455789665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:07,324] Trial 7616 finished with value: 0.9972343086923464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:08,457] Trial 7617 finished with value: 0.9970672929688728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:11,047] Trial 7618 finished with value: 0.9974027140918368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:23,794] Trial 7619 finished with value: 0.9955159359268135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:25,018] Trial 7620 finished with value: 0.997208230002895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:27,378] Trial 7621 finished with value: 0.9975897782071289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:32,231] Trial 7622 finished with value: 0.9973861091360273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:34,977] Trial 7623 finished with value: 0.9970358149948645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:39,060] Trial 7624 finished with value: 0.9972920103028295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:41,399] Trial 7625 finished with value: 0.9977021675646639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:43,922] Trial 7626 finished with value: 0.9974293076018853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:45,668] Trial 7627 finished with value: 0.9974790680070645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:46,867] Trial 7628 finished with value: 0.9970221408126445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 66}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:49,724] Trial 7629 finished with value: 0.9971844971256605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:51,729] Trial 7630 finished with value: 0.997040920386398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:38:51,898] Trial 7631 finished with value: 0.9896194702893376 and parameters: {'classifier': 'SVC', 'svc_c': 2250024497.6305723, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:38:53,956] Trial 7632 finished with value: 0.997430556234641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:38:56,437] Trial 7633 finished with value: 0.9961563630695167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:38:59,003] Trial 7634 finished with value: 0.997569053607454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:01,450] Trial 7635 finished with value: 0.9974213426248886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:03,770] Trial 7636 finished with value: 0.9973224339752895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:06,916] Trial 7637 finished with value: 0.9971630044686247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:08,231] Trial 7638 finished with value: 0.9954797433501265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:11,431] Trial 7639 finished with value: 0.9971989897650383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:13,771] Trial 7640 finished with value: 0.9977365922764291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:15,871] Trial 7641 finished with value: 0.9969280154782941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:17,834] Trial 7642 finished with value: 0.996542890189723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:19,195] Trial 7643 finished with value: 0.9975143134928549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:21,027] Trial 7644 finished with value: 0.9953028194962711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:23,936] Trial 7645 finished with value: 0.9972402895740576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:25,563] Trial 7646 finished with value: 0.9939461150714425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:29,182] Trial 7647 finished with value: 0.9973828178515468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:30,687] Trial 7648 finished with value: 0.9974333703079448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:32,776] Trial 7649 finished with value: 0.9974893034187478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:34,564] Trial 7650 finished with value: 0.9867358294601395 and parameters: {'classifier': 'SVC', 'svc_c': 48234344.07504699, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:38,797] Trial 7651 finished with value: 0.9975425353797219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:47,124] Trial 7652 finished with value: 0.9971155710233455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:50,111] Trial 7653 finished with value: 0.9972623045735745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:52,366] Trial 7654 finished with value: 0.9973493391515896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:54,292] Trial 7655 finished with value: 0.9956978118463716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:58,354] Trial 7656 finished with value: 0.997242076894317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:04,595] Trial 7657 finished with value: 0.9970545963459406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:15,543] Trial 7658 finished with value: 0.996949188058533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:18,498] Trial 7659 finished with value: 0.9975770676195177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:20,748] Trial 7660 finished with value: 0.9973995949537664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:23,104] Trial 7661 finished with value: 0.9974565410433622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:25,580] Trial 7662 finished with value: 0.9970424053396126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:27,927] Trial 7663 finished with value: 0.9969830753523111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:30,911] Trial 7664 finished with value: 0.9972583154677225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:33,084] Trial 7665 finished with value: 0.9975321139521628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:35,196] Trial 7666 finished with value: 0.9975684956233027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:36,460] Trial 7667 finished with value: 0.9973147887577106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:38,603] Trial 7668 finished with value: 0.985323385303578 and parameters: {'classifier': 'SVC', 'svc_c': 0.0017467209704758134, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:40,970] Trial 7669 finished with value: 0.9967709585071644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:54,433] Trial 7670 finished with value: 0.9963408827250291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:57,213] Trial 7671 finished with value: 0.9973578168227434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:07,236] Trial 7672 finished with value: 0.9966337848272584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:09,149] Trial 7673 finished with value: 0.9975463093025612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:11,675] Trial 7674 finished with value: 0.9971626457985323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:14,044] Trial 7675 finished with value: 0.9975868643181061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:17,055] Trial 7676 finished with value: 0.9974691539416942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:18,570] Trial 7677 finished with value: 0.9969177745759529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:20,727] Trial 7678 finished with value: 0.9971129210984992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:24,992] Trial 7679 finished with value: 0.9972784020402434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:25,908] Trial 7680 finished with value: 0.9889697147091328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:28,826] Trial 7681 finished with value: 0.9970043638076501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:31,208] Trial 7682 finished with value: 0.9975671304489508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:34,510] Trial 7683 finished with value: 0.9973985048201207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:36,710] Trial 7684 finished with value: 0.9974051366780518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:41,737] Trial 7685 finished with value: 0.997506088899775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:44,107] Trial 7686 finished with value: 0.9974051261093287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:45,363] Trial 7687 finished with value: 0.9869970417695658 and parameters: {'classifier': 'SVC', 'svc_c': 273284.8323899681, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:51,067] Trial 7688 finished with value: 0.9937424347651217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:05,216] Trial 7689 finished with value: 0.9964235071938493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:08,338] Trial 7690 finished with value: 0.997260302641585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:11,676] Trial 7691 finished with value: 0.9973555436268589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:14,224] Trial 7692 finished with value: 0.9974664415883838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:16,168] Trial 7693 finished with value: 0.9974822331333627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:18,451] Trial 7694 finished with value: 0.9970546204667504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:19,464] Trial 7695 finished with value: 0.9969316168738684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:24,193] Trial 7696 finished with value: 0.9971338889374971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:26,654] Trial 7697 finished with value: 0.9974108374092537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:28,850] Trial 7698 finished with value: 0.9972511078206737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:31,805] Trial 7699 finished with value: 0.9973402334507225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:34,339] Trial 7700 finished with value: 0.997557254659497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:35,417] Trial 7701 finished with value: 0.9966666359418331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:36,602] Trial 7702 finished with value: 0.9938288090359717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:39,004] Trial 7703 finished with value: 0.9972075406238069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:40,297] Trial 7704 finished with value: 0.9971880488831476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 31}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:45,375] Trial 7705 finished with value: 0.9972145307392376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:47,563] Trial 7706 finished with value: 0.9973820976866884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:48,429] Trial 7707 finished with value: 0.9907505987745986 and parameters: {'classifier': 'SVC', 'svc_c': 8.493700218593354, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:50,286] Trial 7708 finished with value: 0.9974442143574799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:52,169] Trial 7709 finished with value: 0.9973687804607138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:53,942] Trial 7710 finished with value: 0.9973181388525337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:55,895] Trial 7711 finished with value: 0.9976937243291394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:06,755] Trial 7712 finished with value: 0.9965006880085183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:07,865] Trial 7713 finished with value: 0.9901526622154653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:17,266] Trial 7714 finished with value: 0.996412418064193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 86}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:21,046] Trial 7715 finished with value: 0.9972567737353913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:24,569] Trial 7716 finished with value: 0.9972633845828279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:26,909] Trial 7717 finished with value: 0.9973424811293295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:28,107] Trial 7718 finished with value: 0.9970263800449454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:30,698] Trial 7719 finished with value: 0.9975295950413985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:32,468] Trial 7720 finished with value: 0.996654221056306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:33,577] Trial 7721 finished with value: 0.9946094804693907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 12}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:35,623] Trial 7722 finished with value: 0.99751330191053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:37,604] Trial 7723 finished with value: 0.9970600917963571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:40,458] Trial 7724 finished with value: 0.9971540372085101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:42,228] Trial 7725 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 581266114.0120506, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:44,462] Trial 7726 finished with value: 0.9973608125955676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:48,303] Trial 7727 finished with value: 0.9975982056371753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:50,241] Trial 7728 finished with value: 0.9971956602363793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:52,737] Trial 7729 finished with value: 0.9975285611473247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:04,035] Trial 7730 finished with value: 0.996177516987866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 82}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:11,841] Trial 7731 finished with value: 0.9968592083613942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:19,535] Trial 7732 finished with value: 0.9972411847734758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:24,925] Trial 7733 finished with value: 0.9969407660239308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:27,481] Trial 7734 finished with value: 0.9976407042186977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:42,497] Trial 7735 finished with value: 0.996243508317615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:48,407] Trial 7736 finished with value: 0.9972142619508992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:49,382] Trial 7737 finished with value: 0.9953319197614654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:53,207] Trial 7738 finished with value: 0.997352016085395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:54,588] Trial 7739 finished with value: 0.9974557776514739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:57,426] Trial 7740 finished with value: 0.9971130263731381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:09,091] Trial 7741 finished with value: 0.9964090140149272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 50, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:11,849] Trial 7742 finished with value: 0.9973701736279001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:13,585] Trial 7743 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.3374024089141386e-08, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:16,146] Trial 7744 finished with value: 0.9976672261280269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:22,988] Trial 7745 finished with value: 0.9971556147729389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:25,939] Trial 7746 finished with value: 0.9971573915879507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:28,317] Trial 7747 finished with value: 0.9975920088424797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:29,931] Trial 7748 finished with value: 0.9968193436135989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:31,916] Trial 7749 finished with value: 0.9975453824921875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:33,545] Trial 7750 finished with value: 0.996234564194435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:44,664] Trial 7751 finished with value: 0.9964488131287297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:47,876] Trial 7752 finished with value: 0.9974092328676037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:50,253] Trial 7753 finished with value: 0.997446299030194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:52,739] Trial 7754 finished with value: 0.9973915383811686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:54,790] Trial 7755 finished with value: 0.9975402563123245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:05,036] Trial 7756 finished with value: 0.997098597368265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:06,109] Trial 7757 finished with value: 0.9970476536469438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:08,034] Trial 7758 finished with value: 0.9975759284825427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:13,205] Trial 7759 finished with value: 0.9967179455694897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:16,030] Trial 7760 finished with value: 0.9971065314960156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:18,864] Trial 7761 finished with value: 0.9977225123885379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:20,296] Trial 7762 finished with value: 0.9867065068074274 and parameters: {'classifier': 'SVC', 'svc_c': 6229562.167096692, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:27,790] Trial 7763 finished with value: 0.9968874088886497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:30,440] Trial 7764 finished with value: 0.9975387907509713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:34,014] Trial 7765 finished with value: 0.9972067421932685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:36,840] Trial 7766 finished with value: 0.9961419677385633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 93}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:39,325] Trial 7767 finished with value: 0.9976063933508067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:41,414] Trial 7768 finished with value: 0.9973928398575405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:44,527] Trial 7769 finished with value: 0.9976219964995668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:46,995] Trial 7770 finished with value: 0.9961707894084059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:49,914] Trial 7771 finished with value: 0.9973898350076748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:52,220] Trial 7772 finished with value: 0.9976378990002702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:55,335] Trial 7773 finished with value: 0.9973035445883762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:57,168] Trial 7774 finished with value: 0.9973157552404689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:59,265] Trial 7775 finished with value: 0.9973763094223376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:00,577] Trial 7776 finished with value: 0.9941487766544094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:10,523] Trial 7777 finished with value: 0.9970516341835607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:12,940] Trial 7778 finished with value: 0.997483601671933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:15,219] Trial 7779 finished with value: 0.9973407468748517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:26,908] Trial 7780 finished with value: 0.9965021552202428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:28,665] Trial 7781 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3550832917530093e-05, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:31,808] Trial 7782 finished with value: 0.99739036487204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:33,838] Trial 7783 finished with value: 0.9970547158074244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:36,990] Trial 7784 finished with value: 0.9973043287368561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:39,043] Trial 7785 finished with value: 0.9976105816755038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:54,978] Trial 7786 finished with value: 0.9961031089237453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:55,975] Trial 7787 finished with value: 0.990138614319385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:58,081] Trial 7788 finished with value: 0.9955650062546707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:08,902] Trial 7789 finished with value: 0.9967123135191196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:10,851] Trial 7790 finished with value: 0.9971941219000041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:12,966] Trial 7791 finished with value: 0.9973103535755691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:14,902] Trial 7792 finished with value: 0.9971698359262563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:19,783] Trial 7793 finished with value: 0.9972409567048727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:22,466] Trial 7794 finished with value: 0.9974450558563585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:24,279] Trial 7795 finished with value: 0.9956633215323517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:27,459] Trial 7796 finished with value: 0.997090502868868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:32,973] Trial 7797 finished with value: 0.997146668586795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:34,538] Trial 7798 finished with value: 0.9972779521554052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:36,792] Trial 7799 finished with value: 0.9854046665289404 and parameters: {'classifier': 'SVC', 'svc_c': 0.17561956484037172, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:40,622] Trial 7800 finished with value: 0.9974116264136335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:57,388] Trial 7801 finished with value: 0.9960821658403155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:05,595] Trial 7802 finished with value: 0.9968497804255527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:14,631] Trial 7803 finished with value: 0.9965992561421082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:21,225] Trial 7804 finished with value: 0.9971505189345153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:23,796] Trial 7805 finished with value: 0.9976072316124188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:26,096] Trial 7806 finished with value: 0.9974026926052734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:28,933] Trial 7807 finished with value: 0.9974411479043357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:31,359] Trial 7808 finished with value: 0.9972523323960957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:34,290] Trial 7809 finished with value: 0.9973562311968863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:39,549] Trial 7810 finished with value: 0.9970702465937556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:40,214] Trial 7811 finished with value: 0.9966923730996623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 16}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:45,447] Trial 7812 finished with value: 0.9962499623797888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:48,376] Trial 7813 finished with value: 0.9974703609025773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:56,768] Trial 7814 finished with value: 0.9963768467253066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:59,302] Trial 7815 finished with value: 0.9976000811888173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:01,019] Trial 7816 finished with value: 0.9972308409768383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:02,662] Trial 7817 finished with value: 0.9970026439939201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:04,843] Trial 7818 finished with value: 0.9974697894932912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:07,155] Trial 7819 finished with value: 0.9975226673226937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:08,712] Trial 7820 finished with value: 0.9962641231041302 and parameters: {'classifier': 'SVC', 'svc_c': 100700.26018848718, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:11,619] Trial 7821 finished with value: 0.997444976098997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:13,696] Trial 7822 finished with value: 0.9974692364602536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:16,007] Trial 7823 finished with value: 0.9975672840286851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:19,556] Trial 7824 finished with value: 0.9973748042520758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:22,636] Trial 7825 finished with value: 0.9975114363245909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:24,091] Trial 7826 finished with value: 0.9974211846653231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:27,844] Trial 7827 finished with value: 0.9971665104917872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:36,698] Trial 7828 finished with value: 0.9965621411348783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:38,152] Trial 7829 finished with value: 0.997054370594205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:40,149] Trial 7830 finished with value: 0.99763006694163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:48,306] Trial 7831 finished with value: 0.9970483265857958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:49,438] Trial 7832 finished with value: 0.9972673896211095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:52,777] Trial 7833 finished with value: 0.9971741782750184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:56,980] Trial 7834 finished with value: 0.9969661941180171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 73}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:59,133] Trial 7835 finished with value: 0.9974733424885568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:00,557] Trial 7836 finished with value: 0.9974184429861862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:01,770] Trial 7837 finished with value: 0.986872743301797 and parameters: {'classifier': 'SVC', 'svc_c': 1.6025890014213926, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:05,453] Trial 7838 finished with value: 0.9972693685113782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:07,471] Trial 7839 finished with value: 0.9975131951124713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:08,496] Trial 7840 finished with value: 0.9895611199560258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:10,807] Trial 7841 finished with value: 0.9974084429745625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:12,019] Trial 7842 finished with value: 0.9897441361233855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:14,432] Trial 7843 finished with value: 0.9974004970403104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:15,740] Trial 7844 finished with value: 0.9971303252782945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:17,150] Trial 7845 finished with value: 0.9957143847786324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:20,345] Trial 7846 finished with value: 0.9971757139454093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:22,409] Trial 7847 finished with value: 0.9975939035955556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:25,167] Trial 7848 finished with value: 0.9973881826687361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:28,815] Trial 7849 finished with value: 0.9975784452033915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:34,373] Trial 7850 finished with value: 0.9968194725329793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:37,045] Trial 7851 finished with value: 0.9973462014151053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:39,820] Trial 7852 finished with value: 0.9971999898582405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:42,110] Trial 7853 finished with value: 0.9975438135604695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:44,644] Trial 7854 finished with value: 0.997041015409693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:45,791] Trial 7855 finished with value: 0.9952193256626893 and parameters: {'classifier': 'SVC', 'svc_c': 2242.2617673103273, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:47,780] Trial 7856 finished with value: 0.9975805602175453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:48,860] Trial 7857 finished with value: 0.9975386032751518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:52,218] Trial 7858 finished with value: 0.9974938307995105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:54,645] Trial 7859 finished with value: 0.9973464075210764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:57,735] Trial 7860 finished with value: 0.9973845096407045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:00,192] Trial 7861 finished with value: 0.9975546432327325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:05,613] Trial 7862 finished with value: 0.9972898281947393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:08,393] Trial 7863 finished with value: 0.9973398981397302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:11,127] Trial 7864 finished with value: 0.9973703346977806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:16,399] Trial 7865 finished with value: 0.9954301595981404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:18,492] Trial 7866 finished with value: 0.9973382352003304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:20,599] Trial 7867 finished with value: 0.9973857598920935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:32,591] Trial 7868 finished with value: 0.9969149677071542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:33,305] Trial 7869 finished with value: 0.9874109920604598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:36,016] Trial 7870 finished with value: 0.9974435189799271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:37,946] Trial 7871 finished with value: 0.9972721101270392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 50}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:40,765] Trial 7872 finished with value: 0.9971797431997143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:42,639] Trial 7873 finished with value: 0.9975132554462335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:44,448] Trial 7874 finished with value: 0.9853641920642048 and parameters: {'classifier': 'SVC', 'svc_c': 0.004758947934940416, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:51,543] Trial 7875 finished with value: 0.9972878871995322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:55,234] Trial 7876 finished with value: 0.9974807182195633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:06,400] Trial 7877 finished with value: 0.9965351238285513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:08,920] Trial 7878 finished with value: 0.9973368372407198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:10,952] Trial 7879 finished with value: 0.9973561643251152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:13,250] Trial 7880 finished with value: 0.9975997895491856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:15,909] Trial 7881 finished with value: 0.9972467966385367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:31,327] Trial 7882 finished with value: 0.9958923139307068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:34,406] Trial 7883 finished with value: 0.9974396795500465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:36,949] Trial 7884 finished with value: 0.9973744067347848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:40,725] Trial 7885 finished with value: 0.9971094656972991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:41,785] Trial 7886 finished with value: 0.9969488183753867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:43,558] Trial 7887 finished with value: 0.9967497964321729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:46,255] Trial 7888 finished with value: 0.9973760076265755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:48,734] Trial 7889 finished with value: 0.9975084194777963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:49,694] Trial 7890 finished with value: 0.9964899617383581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:52,280] Trial 7891 finished with value: 0.9977450032027636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:01,489] Trial 7892 finished with value: 0.9969433211793853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:03,201] Trial 7893 finished with value: 0.9853848397946678 and parameters: {'classifier': 'SVC', 'svc_c': 0.05726073950593184, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:17,015] Trial 7894 finished with value: 0.9967510888315029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:20,260] Trial 7895 finished with value: 0.997577694189287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:23,681] Trial 7896 finished with value: 0.9968281024191374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:24,496] Trial 7897 finished with value: 0.996466467434974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 23}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:27,031] Trial 7898 finished with value: 0.9973818315643342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:28,593] Trial 7899 finished with value: 0.9955613391933656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:30,384] Trial 7900 finished with value: 0.9961607616261133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:32,358] Trial 7901 finished with value: 0.9973108109505538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:35,002] Trial 7902 finished with value: 0.9970684342640254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:37,740] Trial 7903 finished with value: 0.9974234084135478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:39,901] Trial 7904 finished with value: 0.9974908504195716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:41,503] Trial 7905 finished with value: 0.9969767324680272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:48,929] Trial 7906 finished with value: 0.9970613118967341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 90}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:51,550] Trial 7907 finished with value: 0.9974533149485437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:55,267] Trial 7908 finished with value: 0.9972312196418124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:58,158] Trial 7909 finished with value: 0.9970894315240635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:01,723] Trial 7910 finished with value: 0.9971991336012348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:03,945] Trial 7911 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001448837773016761, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:08,656] Trial 7912 finished with value: 0.9971737716489478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:10,974] Trial 7913 finished with value: 0.9974402392480449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:13,030] Trial 7914 finished with value: 0.9973889382213613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:16,316] Trial 7915 finished with value: 0.9975498308772984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:19,549] Trial 7916 finished with value: 0.997602773896363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:21,802] Trial 7917 finished with value: 0.997362289804733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:23,799] Trial 7918 finished with value: 0.997365116763627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:26,595] Trial 7919 finished with value: 0.9972121635039329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:28,146] Trial 7920 finished with value: 0.9966120805735934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:30,507] Trial 7921 finished with value: 0.9974153549195274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:31,228] Trial 7922 finished with value: 0.986496781635774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:32,203] Trial 7923 finished with value: 0.9968016512218659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:47,328] Trial 7924 finished with value: 0.9965018870349246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:50,145] Trial 7925 finished with value: 0.9973724331447468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:53,326] Trial 7926 finished with value: 0.9973074278483068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:58,643] Trial 7927 finished with value: 0.9971092491812944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:00,944] Trial 7928 finished with value: 0.9972966154097277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:03,422] Trial 7929 finished with value: 0.9971687580434428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:04,228] Trial 7930 finished with value: 0.9956926894433197 and parameters: {'classifier': 'SVC', 'svc_c': 6315.4414117803835, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:05,867] Trial 7931 finished with value: 0.9970507905265045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:08,698] Trial 7932 finished with value: 0.9975921204647001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:09,953] Trial 7933 finished with value: 0.9972670507237335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:12,199] Trial 7934 finished with value: 0.9974975924080418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:14,820] Trial 7935 finished with value: 0.9974016470633876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:19,329] Trial 7936 finished with value: 0.9972206992554579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:22,077] Trial 7937 finished with value: 0.9974279766092596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:24,565] Trial 7938 finished with value: 0.9977056028122927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:26,506] Trial 7939 finished with value: 0.9972029206953058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:28,635] Trial 7940 finished with value: 0.9975870157079246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:32,798] Trial 7941 finished with value: 0.9970089589805832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:35,851] Trial 7942 finished with value: 0.9970663323576274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:36,999] Trial 7943 finished with value: 0.9972920843791057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:39,406] Trial 7944 finished with value: 0.9970047377436759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:42,595] Trial 7945 finished with value: 0.9976670660737598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:44,645] Trial 7946 finished with value: 0.9974730983923105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:53,250] Trial 7947 finished with value: 0.9967467182042652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:54,660] Trial 7948 finished with value: 0.9973046953096874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:56,266] Trial 7949 finished with value: 0.9857533716800279 and parameters: {'classifier': 'SVC', 'svc_c': 0.4475380824597063, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:57,513] Trial 7950 finished with value: 0.9958887457329837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 45}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:59,863] Trial 7951 finished with value: 0.9968165224944797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:02,154] Trial 7952 finished with value: 0.997409996957726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:05,422] Trial 7953 finished with value: 0.997373140011422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:08,360] Trial 7954 finished with value: 0.9974163530132415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:09,635] Trial 7955 finished with value: 0.9970279388840088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:11,811] Trial 7956 finished with value: 0.9971886961142946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:13,987] Trial 7957 finished with value: 0.9973806092423038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:17,203] Trial 7958 finished with value: 0.9974673546245058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:19,184] Trial 7959 finished with value: 0.9973294446886224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:20,736] Trial 7960 finished with value: 0.997037183374745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:23,096] Trial 7961 finished with value: 0.9971787370445716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:27,090] Trial 7962 finished with value: 0.9972184333910298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 84}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:29,365] Trial 7963 finished with value: 0.9971659770410385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:33,285] Trial 7964 finished with value: 0.9969612766783715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:34,245] Trial 7965 finished with value: 0.989249446912754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:42,883] Trial 7966 finished with value: 0.9969957325884998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:01:36,185] Trial 7967 finished with value: 0.9892308618923732 and parameters: {'classifier': 'SVC', 'svc_c': 9743108988.927637, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:01:38,660] Trial 7968 finished with value: 0.9973062466268666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:01:46,505] Trial 7969 finished with value: 0.9968649008724783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:02,517] Trial 7970 finished with value: 0.9965575609739754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:04,525] Trial 7971 finished with value: 0.9975359114245296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:06,497] Trial 7972 finished with value: 0.9974878439510727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:09,678] Trial 7973 finished with value: 0.9975356721207073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:13,964] Trial 7974 finished with value: 0.9972757198379454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:18,015] Trial 7975 finished with value: 0.9975531160363628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:19,237] Trial 7976 finished with value: 0.9953675530844851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:21,892] Trial 7977 finished with value: 0.9975810927161568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:22,927] Trial 7978 finished with value: 0.9968626212972742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:24,838] Trial 7979 finished with value: 0.9973816050826265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:37,892] Trial 7980 finished with value: 0.9964998542536891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:39,733] Trial 7981 finished with value: 0.9974515276600223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:42,780] Trial 7982 finished with value: 0.9971419510007525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:45,462] Trial 7983 finished with value: 0.9973225791762164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:48,046] Trial 7984 finished with value: 0.9975227075663605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:50,407] Trial 7985 finished with value: 0.9974021678507112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:52,172] Trial 7986 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.8375032867679645e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:54,263] Trial 7987 finished with value: 0.9972678875571398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:57,552] Trial 7988 finished with value: 0.9974970920916685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:00,102] Trial 7989 finished with value: 0.9975206054377971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:02,072] Trial 7990 finished with value: 0.997521369337492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:03,345] Trial 7991 finished with value: 0.9973633493430359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 55}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:05,857] Trial 7992 finished with value: 0.9977382558823251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:09,182] Trial 7993 finished with value: 0.9975871787772933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:11,546] Trial 7994 finished with value: 0.9973353283571229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:12,694] Trial 7995 finished with value: 0.9967086248442995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:15,323] Trial 7996 finished with value: 0.9977646628686913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:17,319] Trial 7997 finished with value: 0.9975909895478433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:19,291] Trial 7998 finished with value: 0.997396398946484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:21,488] Trial 7999 finished with value: 0.9974244857885549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:24,112] Trial 8000 finished with value: 0.99759759144519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:26,179] Trial 8001 finished with value: 0.9975260681664309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:28,357] Trial 8002 finished with value: 0.997420729511992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:30,541] Trial 8003 finished with value: 0.9974371744452721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:32,558] Trial 8004 finished with value: 0.9974740960416938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:34,711] Trial 8005 finished with value: 0.9853854942937956 and parameters: {'classifier': 'SVC', 'svc_c': 0.018059555697703632, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:36,750] Trial 8006 finished with value: 0.9976579751944955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:38,960] Trial 8007 finished with value: 0.9974891459035131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:41,117] Trial 8008 finished with value: 0.9977043701437044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:43,541] Trial 8009 finished with value: 0.9972968816272957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:45,673] Trial 8010 finished with value: 0.9976883809350378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:47,732] Trial 8011 finished with value: 0.996945276107534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:50,006] Trial 8012 finished with value: 0.9976420156925103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:52,788] Trial 8013 finished with value: 0.9975140334375593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:54,995] Trial 8014 finished with value: 0.9975801443557436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:57,002] Trial 8015 finished with value: 0.9973056150742458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:59,325] Trial 8016 finished with value: 0.997693651458904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:01,976] Trial 8017 finished with value: 0.9972702508886816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:04,341] Trial 8018 finished with value: 0.9974635328091641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:06,324] Trial 8019 finished with value: 0.9975133118444951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:08,512] Trial 8020 finished with value: 0.9973774297069955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:11,346] Trial 8021 finished with value: 0.9975816805974169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:13,540] Trial 8022 finished with value: 0.9974808365067446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:15,567] Trial 8023 finished with value: 0.9974246388922205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:17,318] Trial 8024 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.7540928347674256e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:19,770] Trial 8025 finished with value: 0.9974418399176702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:22,560] Trial 8026 finished with value: 0.9975808755019181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:24,801] Trial 8027 finished with value: 0.997420541242725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:26,782] Trial 8028 finished with value: 0.9973750026457355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:29,048] Trial 8029 finished with value: 0.9975634499625109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:31,801] Trial 8030 finished with value: 0.9973101365517577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:33,729] Trial 8031 finished with value: 0.9975273828140342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:35,939] Trial 8032 finished with value: 0.9975179212677485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:36,501] Trial 8033 finished with value: 0.9930679929009422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 5}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:39,112] Trial 8034 finished with value: 0.9975231091461038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:41,221] Trial 8035 finished with value: 0.9975480677730627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:43,526] Trial 8036 finished with value: 0.9975118844638443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:45,932] Trial 8037 finished with value: 0.9975707535849918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:48,326] Trial 8038 finished with value: 0.9973193507010546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:50,536] Trial 8039 finished with value: 0.9976901728255556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:04,754] Trial 8040 finished with value: 0.9966976776465654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:21,747] Trial 8041 finished with value: 0.9963826867859223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:23,957] Trial 8042 finished with value: 0.9850762638633584 and parameters: {'classifier': 'SVC', 'svc_c': 4.310680172642001e-10, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:26,141] Trial 8043 finished with value: 0.9976313555006732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:27,965] Trial 8044 finished with value: 0.9974159487992519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:30,349] Trial 8045 finished with value: 0.997321479235557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:32,743] Trial 8046 finished with value: 0.9973785241252587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:34,812] Trial 8047 finished with value: 0.9973362428214508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:37,156] Trial 8048 finished with value: 0.9976015140601259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:39,769] Trial 8049 finished with value: 0.9966975013107514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:41,741] Trial 8050 finished with value: 0.9974127776427512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:44,527] Trial 8051 finished with value: 0.997596352873351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:46,694] Trial 8052 finished with value: 0.9973516421493693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:49,324] Trial 8053 finished with value: 0.9974557878710799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:02,863] Trial 8054 finished with value: 0.9967146147395765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:05,294] Trial 8055 finished with value: 0.9977372200522389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:07,651] Trial 8056 finished with value: 0.9974393230381319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:13,599] Trial 8057 finished with value: 0.9974431179714661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:15,419] Trial 8058 finished with value: 0.9975885670885799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:17,960] Trial 8059 finished with value: 0.9974391310872676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:24,460] Trial 8060 finished with value: 0.9974019832630413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:25,252] Trial 8061 finished with value: 0.9924302882359418 and parameters: {'classifier': 'SVC', 'svc_c': 228.42695332814455, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:26,944] Trial 8062 finished with value: 0.9974827183107543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:29,180] Trial 8063 finished with value: 0.9975132620159802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:31,559] Trial 8064 finished with value: 0.9975051924943164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:33,726] Trial 8065 finished with value: 0.9975837195040685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:36,195] Trial 8066 finished with value: 0.9973099986822879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:38,645] Trial 8067 finished with value: 0.9973733505607001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:41,143] Trial 8068 finished with value: 0.9978111417329276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:43,697] Trial 8069 finished with value: 0.9975248343552781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:46,247] Trial 8070 finished with value: 0.9974887002398164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:49,118] Trial 8071 finished with value: 0.997648711534063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:51,549] Trial 8072 finished with value: 0.9976299415134197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:58,033] Trial 8073 finished with value: 0.9969825748137723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:07:00,817] Trial 8074 finished with value: 0.997346611437132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:07:03,744] Trial 8075 finished with value: 0.9975386123521931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:07:06,217] Trial 8076 finished with value: 0.9974946379897114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:07:08,816] Trial 8077 finished with value: 0.9972941960290412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:07:11,314] Trial 8078 finished with value: 0.9976771519046852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:07:13,871] Trial 8079 finished with value: 0.9975987606062254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:08:35,583] Trial 8080 finished with value: 0.9901807751778339 and parameters: {'classifier': 'SVC', 'svc_c': 214486328.9893237, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:08:37,231] Trial 8081 finished with value: 0.9974414984495237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:08:40,051] Trial 8082 finished with value: 0.9972981520957317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:08:45,159] Trial 8083 finished with value: 0.9971306796955073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:08:48,334] Trial 8084 finished with value: 0.9975518132269992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:08:54,272] Trial 8085 finished with value: 0.9972485864978285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:06,826] Trial 8086 finished with value: 0.9966679262464614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:09,033] Trial 8087 finished with value: 0.9976171111152077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:11,939] Trial 8088 finished with value: 0.9974273386138437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:14,378] Trial 8089 finished with value: 0.9974499498734283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:16,123] Trial 8090 finished with value: 0.9972530472924616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:18,107] Trial 8091 finished with value: 0.9973916935477982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:20,871] Trial 8092 finished with value: 0.9975617290696922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:26,810] Trial 8093 finished with value: 0.9970887723277251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:28,032] Trial 8094 finished with value: 0.9968888313816625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:30,769] Trial 8095 finished with value: 0.9976425086139512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:33,502] Trial 8096 finished with value: 0.997457248671747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:43,119] Trial 8097 finished with value: 0.9971376433415234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:45,417] Trial 8098 finished with value: 0.9972082006770685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:47,184] Trial 8099 finished with value: 0.9852048260650927 and parameters: {'classifier': 'SVC', 'svc_c': 2.0414403833026504e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:48,299] Trial 8100 finished with value: 0.996781824614545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:50,494] Trial 8101 finished with value: 0.9973095723787146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:00,840] Trial 8102 finished with value: 0.9964911499104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:01,882] Trial 8103 finished with value: 0.996716297705596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:03,498] Trial 8104 finished with value: 0.9974383046956329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:06,646] Trial 8105 finished with value: 0.9975475502230055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:08,898] Trial 8106 finished with value: 0.9973346744292774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:11,416] Trial 8107 finished with value: 0.9975030528198084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:13,756] Trial 8108 finished with value: 0.9976226602979015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:16,102] Trial 8109 finished with value: 0.9976190513169673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:27,550] Trial 8110 finished with value: 0.9966827958369663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:29,547] Trial 8111 finished with value: 0.9972331235036678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:30,391] Trial 8112 finished with value: 0.9898963673456844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:33,370] Trial 8113 finished with value: 0.997030168979815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:35,549] Trial 8114 finished with value: 0.9972864953018622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:37,792] Trial 8115 finished with value: 0.9975485928767417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:39,374] Trial 8116 finished with value: 0.9969229412533857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:41,772] Trial 8117 finished with value: 0.9973881717508958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:46,796] Trial 8118 finished with value: 0.9929303541972155 and parameters: {'classifier': 'SVC', 'svc_c': 1572463.1704918079, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:48,884] Trial 8119 finished with value: 0.9973756385781875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:51,676] Trial 8120 finished with value: 0.9973731930454651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:54,444] Trial 8121 finished with value: 0.9975232073431893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:00,867] Trial 8122 finished with value: 0.9973298418567964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:02,905] Trial 8123 finished with value: 0.9972830438996385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:04,526] Trial 8124 finished with value: 0.9974781282158863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:06,908] Trial 8125 finished with value: 0.9973398239682404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:09,839] Trial 8126 finished with value: 0.9975514759165184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:10,979] Trial 8127 finished with value: 0.9938155594752159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:13,915] Trial 8128 finished with value: 0.9974681809526649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:16,210] Trial 8129 finished with value: 0.9977679462504329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:18,514] Trial 8130 finished with value: 0.9974596776690196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:20,726] Trial 8131 finished with value: 0.9973993022350459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:23,196] Trial 8132 finished with value: 0.9974831274758573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:24,661] Trial 8133 finished with value: 0.9970157355633726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:26,666] Trial 8134 finished with value: 0.9973927447390317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:28,452] Trial 8135 finished with value: 0.9974456854412289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:30,536] Trial 8136 finished with value: 0.9975137636970836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:32,350] Trial 8137 finished with value: 0.9852034331200716 and parameters: {'classifier': 'SVC', 'svc_c': 2.341311415372155e-08, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:35,428] Trial 8138 finished with value: 0.9972355451377458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:37,887] Trial 8139 finished with value: 0.9974093043731093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:49,566] Trial 8140 finished with value: 0.9963832217600906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:58,156] Trial 8141 finished with value: 0.9968304724473778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:12,747] Trial 8142 finished with value: 0.9961781763746317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:21,816] Trial 8143 finished with value: 0.9965436459962514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:23,776] Trial 8144 finished with value: 0.9974319157279075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:25,865] Trial 8145 finished with value: 0.997486761021932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:28,574] Trial 8146 finished with value: 0.9974400436473211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:31,059] Trial 8147 finished with value: 0.9974543926409297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:38,214] Trial 8148 finished with value: 0.996930106117735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 87}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:39,569] Trial 8149 finished with value: 0.9972821931650288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:41,931] Trial 8150 finished with value: 0.9973216441457242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:43,635] Trial 8151 finished with value: 0.9974090560557212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:49,416] Trial 8152 finished with value: 0.9971059301578827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:51,623] Trial 8153 finished with value: 0.9974322134612175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:53,438] Trial 8154 finished with value: 0.9972466382663785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:54,217] Trial 8155 finished with value: 0.9929224675811126 and parameters: {'classifier': 'SVC', 'svc_c': 76.94441846670017, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:55,329] Trial 8156 finished with value: 0.9967018480710829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:57,989] Trial 8157 finished with value: 0.9974668345354164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:00,307] Trial 8158 finished with value: 0.9973770374264593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:02,778] Trial 8159 finished with value: 0.9973619731873679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:05,154] Trial 8160 finished with value: 0.9975386289193809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:06,126] Trial 8161 finished with value: 0.996150103878095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:08,090] Trial 8162 finished with value: 0.9975006681286548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:11,158] Trial 8163 finished with value: 0.9975184792836377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:13,256] Trial 8164 finished with value: 0.9972975699907707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:15,449] Trial 8165 finished with value: 0.9971013841469684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:17,205] Trial 8166 finished with value: 0.9973576961869571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:20,135] Trial 8167 finished with value: 0.9975000195962536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:24,798] Trial 8168 finished with value: 0.997299896474602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:33,448] Trial 8169 finished with value: 0.9960783165399457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:34,704] Trial 8170 finished with value: 0.997139886354658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:37,059] Trial 8171 finished with value: 0.9974741392369859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:39,286] Trial 8172 finished with value: 0.9976349843177997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:41,939] Trial 8173 finished with value: 0.9973927041145102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:43,486] Trial 8174 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1345536245.4351013, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:46,192] Trial 8175 finished with value: 0.9975026567624612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:53,602] Trial 8176 finished with value: 0.9970551707703281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:56,080] Trial 8177 finished with value: 0.9973766239132628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:57,727] Trial 8178 finished with value: 0.9974391703153213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:59,915] Trial 8179 finished with value: 0.9973216272611575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:02,240] Trial 8180 finished with value: 0.9973906686990283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:04,091] Trial 8181 finished with value: 0.9974161990526523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:12,132] Trial 8182 finished with value: 0.9963109262980429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:14,457] Trial 8183 finished with value: 0.9973632436240659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:17,116] Trial 8184 finished with value: 0.9975408113131122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:19,289] Trial 8185 finished with value: 0.9976458459501355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:27,127] Trial 8186 finished with value: 0.9968282174373141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:30,092] Trial 8187 finished with value: 0.9977059758279191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:36,195] Trial 8188 finished with value: 0.9968479726660812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:38,127] Trial 8189 finished with value: 0.9974520826290724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:40,504] Trial 8190 finished with value: 0.997252643427589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:43,540] Trial 8191 finished with value: 0.9973097231337752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:23,220] Trial 8192 finished with value: 0.9895641588606662 and parameters: {'classifier': 'SVC', 'svc_c': 19889823.149033617, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:23,956] Trial 8193 finished with value: 0.9870565285103926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:25,071] Trial 8194 finished with value: 0.9970419805911971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:27,633] Trial 8195 finished with value: 0.9973428988001919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:30,345] Trial 8196 finished with value: 0.997463810039786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:31,447] Trial 8197 finished with value: 0.9967463679447183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:34,107] Trial 8198 finished with value: 0.9973600037232577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:35,603] Trial 8199 finished with value: 0.9966245712492438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:37,450] Trial 8200 finished with value: 0.9974023801773123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:39,715] Trial 8201 finished with value: 0.9974711839617317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:41,519] Trial 8202 finished with value: 0.9975970939852282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:42,297] Trial 8203 finished with value: 0.9968194345744418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 33}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:43,767] Trial 8204 finished with value: 0.9902418964526333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:44,293] Trial 8205 finished with value: 0.9908543208904582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 9}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:47,232] Trial 8206 finished with value: 0.9973991676980559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:56,422] Trial 8207 finished with value: 0.9968083445561241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:05,507] Trial 8208 finished with value: 0.9962770520802827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:07,052] Trial 8209 finished with value: 0.995920904199466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:09,362] Trial 8210 finished with value: 0.9972363515344987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:10,161] Trial 8211 finished with value: 0.9927896985832189 and parameters: {'classifier': 'SVC', 'svc_c': 686.0303860332971, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:13,030] Trial 8212 finished with value: 0.9972418504760849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:15,147] Trial 8213 finished with value: 0.9976417429686714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:17,739] Trial 8214 finished with value: 0.9973715880277466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:19,347] Trial 8215 finished with value: 0.9962169295339557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:21,121] Trial 8216 finished with value: 0.996814024689424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:36,336] Trial 8217 finished with value: 0.99628282234924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:37,712] Trial 8218 finished with value: 0.9962154639091265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:39,511] Trial 8219 finished with value: 0.9975455737130798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:42,930] Trial 8220 finished with value: 0.9975379450309507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:44,658] Trial 8221 finished with value: 0.9967776314339477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:51,361] Trial 8222 finished with value: 0.9953614090064536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:52,900] Trial 8223 finished with value: 0.9971903915215737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:55,742] Trial 8224 finished with value: 0.9974360290241915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:58,114] Trial 8225 finished with value: 0.997517320151781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:02,763] Trial 8226 finished with value: 0.9971554964857577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:05,466] Trial 8227 finished with value: 0.997393098299321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:07,627] Trial 8228 finished with value: 0.9974802493871943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:09,858] Trial 8229 finished with value: 0.9974202980986159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:55,734] Trial 8230 finished with value: 0.9903304948843011 and parameters: {'classifier': 'SVC', 'svc_c': 103597654.75243382, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:58,367] Trial 8231 finished with value: 0.9975541625303858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:59,542] Trial 8232 finished with value: 0.995336968532572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:01,777] Trial 8233 finished with value: 0.9973996514789795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:05,447] Trial 8234 finished with value: 0.9959664725031369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:06,804] Trial 8235 finished with value: 0.9971589770233805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:08,403] Trial 8236 finished with value: 0.9973844968820657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:15,960] Trial 8237 finished with value: 0.997005734155281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:22,695] Trial 8238 finished with value: 0.9968809527635121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:23,752] Trial 8239 finished with value: 0.9898261164078979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:24,781] Trial 8240 finished with value: 0.9967823427358845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:27,351] Trial 8241 finished with value: 0.9967213051222092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:28,526] Trial 8242 finished with value: 0.9967184526142994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:30,873] Trial 8243 finished with value: 0.9974899855298552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:37,916] Trial 8244 finished with value: 0.9969188107551559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:50,214] Trial 8245 finished with value: 0.9965955325873277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:51,813] Trial 8246 finished with value: 0.9960137849317751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:57,907] Trial 8247 finished with value: 0.9968609716243196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 89}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:58,986] Trial 8248 finished with value: 0.9939840457428945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:01,336] Trial 8249 finished with value: 0.9976172097883621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:02,426] Trial 8250 finished with value: 0.9878908659841462 and parameters: {'classifier': 'SVC', 'svc_c': 3.09811472440814, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:04,625] Trial 8251 finished with value: 0.9971781069836325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:07,234] Trial 8252 finished with value: 0.9974172968351338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:18,534] Trial 8253 finished with value: 0.9966481858710351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:20,350] Trial 8254 finished with value: 0.9973882389400459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:22,464] Trial 8255 finished with value: 0.9975392397788859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:30,691] Trial 8256 finished with value: 0.9967223073101134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:33,314] Trial 8257 finished with value: 0.9975715618225435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:36,049] Trial 8258 finished with value: 0.9973844719360704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:37,913] Trial 8259 finished with value: 0.9976632095371473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:40,485] Trial 8260 finished with value: 0.9975355815089815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:43,462] Trial 8261 finished with value: 0.9974012063825425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:45,170] Trial 8262 finished with value: 0.9955455014379936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:46,052] Trial 8263 finished with value: 0.9976466349227772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 27}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:47,396] Trial 8264 finished with value: 0.9962273450265261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:49,258] Trial 8265 finished with value: 0.9975459774827388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:50,745] Trial 8266 finished with value: 0.9903445390670463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:52,919] Trial 8267 finished with value: 0.9972349998487574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:53,929] Trial 8268 finished with value: 0.9964412105034227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:54,837] Trial 8269 finished with value: 0.9917913834019706 and parameters: {'classifier': 'SVC', 'svc_c': 25.088580068960333, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:57,767] Trial 8270 finished with value: 0.9972512694935745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:58,957] Trial 8271 finished with value: 0.9965239923605261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:00,750] Trial 8272 finished with value: 0.9972847095050225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:01,579] Trial 8273 finished with value: 0.9939167270069035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:03,519] Trial 8274 finished with value: 0.9974279708964363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:05,347] Trial 8275 finished with value: 0.9974738514059031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:07,453] Trial 8276 finished with value: 0.9970642553654865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:10,250] Trial 8277 finished with value: 0.9973004627423471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:12,828] Trial 8278 finished with value: 0.9974294014191397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:15,526] Trial 8279 finished with value: 0.9974488354920211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:17,712] Trial 8280 finished with value: 0.9973885940554927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:19,976] Trial 8281 finished with value: 0.9975296045627707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:22,348] Trial 8282 finished with value: 0.9975406490054534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:31,100] Trial 8283 finished with value: 0.996111248522709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:33,271] Trial 8284 finished with value: 0.9974875022607611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:35,977] Trial 8285 finished with value: 0.9974316231678765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:38,183] Trial 8286 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 8.033361070042891e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:42,662] Trial 8287 finished with value: 0.9960553610192789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 38}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:44,791] Trial 8288 finished with value: 0.9972834504304954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:47,421] Trial 8289 finished with value: 0.9974408838766835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:49,537] Trial 8290 finished with value: 0.9975611030394673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:50,893] Trial 8291 finished with value: 0.9954879283977736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:54,962] Trial 8292 finished with value: 0.9964989784778705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:56,974] Trial 8293 finished with value: 0.9977183839215341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:59,946] Trial 8294 finished with value: 0.9974136501178276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:02,141] Trial 8295 finished with value: 0.9976104084817429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:04,380] Trial 8296 finished with value: 0.9975987582893581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:05,240] Trial 8297 finished with value: 0.9971296403742514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 72}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:06,756] Trial 8298 finished with value: 0.9934750340715451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:08,911] Trial 8299 finished with value: 0.9973742953347297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:11,942] Trial 8300 finished with value: 0.9975303796342091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:20,185] Trial 8301 finished with value: 0.9969739715239806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:22,717] Trial 8302 finished with value: 0.9963677467055252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 52}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:25,416] Trial 8303 finished with value: 0.9976707442433321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:27,443] Trial 8304 finished with value: 0.9976075800311669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:29,174] Trial 8305 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.912797296258136e-09, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:32,642] Trial 8306 finished with value: 0.9956683924882556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:34,859] Trial 8307 finished with value: 0.997396443220865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:36,825] Trial 8308 finished with value: 0.9972871650669236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:45,812] Trial 8309 finished with value: 0.9968186373816822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:48,263] Trial 8310 finished with value: 0.9971544538637594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:51,278] Trial 8311 finished with value: 0.9974986541362606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:54,188] Trial 8312 finished with value: 0.997047765364378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:55,890] Trial 8313 finished with value: 0.9971484303263006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:59,010] Trial 8314 finished with value: 0.9962320268122086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:01,130] Trial 8315 finished with value: 0.9974687511241725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:02,189] Trial 8316 finished with value: 0.9962430294243293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:04,660] Trial 8317 finished with value: 0.9974385283209289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:06,266] Trial 8318 finished with value: 0.9973392541458495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:07,519] Trial 8319 finished with value: 0.9968432846280307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:09,900] Trial 8320 finished with value: 0.997616340614028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:23,841] Trial 8321 finished with value: 0.9966054804535697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:30,267] Trial 8322 finished with value: 0.9967345020297765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:32,466] Trial 8323 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.942263870527746e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:33,389] Trial 8324 finished with value: 0.9881271580060059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:35,574] Trial 8325 finished with value: 0.9973669093523788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:37,596] Trial 8326 finished with value: 0.9975801275029149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:39,945] Trial 8327 finished with value: 0.9975608443120455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:42,429] Trial 8328 finished with value: 0.997450756714512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:44,324] Trial 8329 finished with value: 0.9972477831479146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:46,851] Trial 8330 finished with value: 0.9972185565341108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:55,386] Trial 8331 finished with value: 0.9966575337003981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:03,597] Trial 8332 finished with value: 0.9968466044766281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:05,382] Trial 8333 finished with value: 0.9974693860727494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:07,215] Trial 8334 finished with value: 0.9972831051220621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:09,803] Trial 8335 finished with value: 0.9975816028712815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:10,860] Trial 8336 finished with value: 0.9969484169860708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:12,962] Trial 8337 finished with value: 0.9970265007759455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 42}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:14,617] Trial 8338 finished with value: 0.9963709836864458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:16,448] Trial 8339 finished with value: 0.9974728195747934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:19,119] Trial 8340 finished with value: 0.9974161868652959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:21,362] Trial 8341 finished with value: 0.9970384302619159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:30,842] Trial 8342 finished with value: 0.9964735032847295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:33,107] Trial 8343 finished with value: 0.9851788525233287 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005474796903758326, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:34,746] Trial 8344 finished with value: 0.9974076933251882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:39,710] Trial 8345 finished with value: 0.9968990388005116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:42,111] Trial 8346 finished with value: 0.9974272265472924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:45,334] Trial 8347 finished with value: 0.9975344771250151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:47,433] Trial 8348 finished with value: 0.9973848299396666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:49,744] Trial 8349 finished with value: 0.9976521279611127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:51,836] Trial 8350 finished with value: 0.9969755139545459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:54,897] Trial 8351 finished with value: 0.9974928504790247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:56,587] Trial 8352 finished with value: 0.9957839276754411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:58,910] Trial 8353 finished with value: 0.997430896496747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:59,787] Trial 8354 finished with value: 0.9945797486515758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:01,806] Trial 8355 finished with value: 0.9965058868047137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:03,302] Trial 8356 finished with value: 0.997328718334872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:04,115] Trial 8357 finished with value: 0.9901919579025794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:15,406] Trial 8358 finished with value: 0.9958823183941282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:21,538] Trial 8359 finished with value: 0.99710868472261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:23,158] Trial 8360 finished with value: 0.9975227712960786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:24,940] Trial 8361 finished with value: 0.9852048264142096 and parameters: {'classifier': 'SVC', 'svc_c': 5.857018340788491e-08, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:26,767] Trial 8362 finished with value: 0.9976501386925483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:29,010] Trial 8363 finished with value: 0.9973470259024656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:31,845] Trial 8364 finished with value: 0.9975514683628964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:32,888] Trial 8365 finished with value: 0.9895042191246861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:39,141] Trial 8366 finished with value: 0.9970069589528681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:41,509] Trial 8367 finished with value: 0.9974949097931508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:43,472] Trial 8368 finished with value: 0.9973792933251843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:45,789] Trial 8369 finished with value: 0.9975347555934153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:47,730] Trial 8370 finished with value: 0.9974612214643148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:56,160] Trial 8371 finished with value: 0.9960265639780527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 59}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:58,505] Trial 8372 finished with value: 0.9974024339095896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:01,527] Trial 8373 finished with value: 0.997544414359058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:03,717] Trial 8374 finished with value: 0.9974844638321892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:05,168] Trial 8375 finished with value: 0.9970515093583708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 29}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:07,639] Trial 8376 finished with value: 0.997685834380556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:09,864] Trial 8377 finished with value: 0.9976869649165581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:10,869] Trial 8378 finished with value: 0.9967841351976846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:13,863] Trial 8379 finished with value: 0.9942497255436522 and parameters: {'classifier': 'SVC', 'svc_c': 582959.5933908952, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:16,069] Trial 8380 finished with value: 0.9974989255905831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:18,925] Trial 8381 finished with value: 0.9976191312012803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:20,582] Trial 8382 finished with value: 0.997539061729225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:22,904] Trial 8383 finished with value: 0.9974491637254603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:25,537] Trial 8384 finished with value: 0.9973702488150029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:27,232] Trial 8385 finished with value: 0.9968332543701811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:30,204] Trial 8386 finished with value: 0.997422475763399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:32,268] Trial 8387 finished with value: 0.9975300706656798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:35,052] Trial 8388 finished with value: 0.997588533446398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:35,904] Trial 8389 finished with value: 0.9914674191557967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:37,914] Trial 8390 finished with value: 0.9974988663993857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:39,626] Trial 8391 finished with value: 0.9975036124543308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:42,728] Trial 8392 finished with value: 0.9975327415058072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:43,970] Trial 8393 finished with value: 0.9972789342214758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:51,925] Trial 8394 finished with value: 0.9966974838866403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:54,004] Trial 8395 finished with value: 0.9974640322051381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:56,306] Trial 8396 finished with value: 0.9965566213732245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:58,557] Trial 8397 finished with value: 0.9974854386620172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:59,953] Trial 8398 finished with value: 0.986302153615422 and parameters: {'classifier': 'SVC', 'svc_c': 0.9084000961280068, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:02,111] Trial 8399 finished with value: 0.9975906976225705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:04,212] Trial 8400 finished with value: 0.9972716221249739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:07,056] Trial 8401 finished with value: 0.9972926343653041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:09,575] Trial 8402 finished with value: 0.9974551494948091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:12,592] Trial 8403 finished with value: 0.9974681329649487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:15,533] Trial 8404 finished with value: 0.9969991952894186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:19,571] Trial 8405 finished with value: 0.9969349786165035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:22,398] Trial 8406 finished with value: 0.9976334974285725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:24,546] Trial 8407 finished with value: 0.9975379389055345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:26,659] Trial 8408 finished with value: 0.9974270275188747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:38,985] Trial 8409 finished with value: 0.9963003431975831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:41,411] Trial 8410 finished with value: 0.9973738968653013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:43,414] Trial 8411 finished with value: 0.9972921474740657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:46,339] Trial 8412 finished with value: 0.9972328620150481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:48,448] Trial 8413 finished with value: 0.9974445734084268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:50,614] Trial 8414 finished with value: 0.9975367790437061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:51,998] Trial 8415 finished with value: 0.9945444577171019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:54,667] Trial 8416 finished with value: 0.9971524633256789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:56,432] Trial 8417 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2489671675200986e-05, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:00,665] Trial 8418 finished with value: 0.9974067224943366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:02,702] Trial 8419 finished with value: 0.9975782526177689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:05,969] Trial 8420 finished with value: 0.997365884440133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:10,698] Trial 8421 finished with value: 0.9971428368057502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:12,098] Trial 8422 finished with value: 0.9963322794034996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:14,495] Trial 8423 finished with value: 0.9978110960620787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:17,305] Trial 8424 finished with value: 0.9974710228918515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:19,547] Trial 8425 finished with value: 0.9974964658710163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:21,760] Trial 8426 finished with value: 0.99729841815461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:24,123] Trial 8427 finished with value: 0.9973480129196499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:26,866] Trial 8428 finished with value: 0.9974202177382341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:29,350] Trial 8429 finished with value: 0.9974444459807282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:31,556] Trial 8430 finished with value: 0.9975376869700249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:33,630] Trial 8431 finished with value: 0.9973182894171667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:36,423] Trial 8432 finished with value: 0.9975275261424242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:38,662] Trial 8433 finished with value: 0.9975498173252119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:50,484] Trial 8434 finished with value: 0.9966972150665638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:53,090] Trial 8435 finished with value: 0.9975738260048624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:54,708] Trial 8436 finished with value: 0.9873133357252137 and parameters: {'classifier': 'SVC', 'svc_c': 99361.04160515028, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:57,167] Trial 8437 finished with value: 0.9974197002199149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:59,369] Trial 8438 finished with value: 0.9973841792173498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:11,212] Trial 8439 finished with value: 0.996343762940132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:14,003] Trial 8440 finished with value: 0.9975844005360871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:16,295] Trial 8441 finished with value: 0.9976579498993833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:18,968] Trial 8442 finished with value: 0.997433206254701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:21,205] Trial 8443 finished with value: 0.9973652679947561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:23,761] Trial 8444 finished with value: 0.9974516653708028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:26,472] Trial 8445 finished with value: 0.9976366871200114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:28,742] Trial 8446 finished with value: 0.9975496063633408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:30,936] Trial 8447 finished with value: 0.9974932157188637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:33,693] Trial 8448 finished with value: 0.997490612607431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:36,143] Trial 8449 finished with value: 0.9973746897734436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:38,240] Trial 8450 finished with value: 0.9974497511623895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:41,096] Trial 8451 finished with value: 0.9973353001103854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:43,840] Trial 8452 finished with value: 0.9974346832099631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:55,895] Trial 8453 finished with value: 0.9966251037161173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:57,960] Trial 8454 finished with value: 0.9975030705930367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:58,930] Trial 8455 finished with value: 0.9963201192464175 and parameters: {'classifier': 'SVC', 'svc_c': 27337.202850015732, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:01,087] Trial 8456 finished with value: 0.9974715912225603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:03,765] Trial 8457 finished with value: 0.997312488457653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:06,035] Trial 8458 finished with value: 0.9973063755779847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:08,126] Trial 8459 finished with value: 0.997269271805974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:10,821] Trial 8460 finished with value: 0.9973947334997896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:13,490] Trial 8461 finished with value: 0.9972739070956221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:15,529] Trial 8462 finished with value: 0.9976726348070044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:18,222] Trial 8463 finished with value: 0.9974316900396474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:20,719] Trial 8464 finished with value: 0.9971629377238053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:22,202] Trial 8465 finished with value: 0.9894908545457536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:24,234] Trial 8466 finished with value: 0.9975070745522294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:26,577] Trial 8467 finished with value: 0.9973289654779576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:29,062] Trial 8468 finished with value: 0.9973887265612563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:31,456] Trial 8469 finished with value: 0.997441852676309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:34,097] Trial 8470 finished with value: 0.9972870222146021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:36,409] Trial 8471 finished with value: 0.9975423688826592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:38,356] Trial 8472 finished with value: 0.9971064032748694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:41,172] Trial 8473 finished with value: 0.9973876581046014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:43,436] Trial 8474 finished with value: 0.9976729148940379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:45,244] Trial 8475 finished with value: 0.9853358414801229 and parameters: {'classifier': 'SVC', 'svc_c': 0.0029214004242780083, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:48,040] Trial 8476 finished with value: 0.9972167394754322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:59,380] Trial 8477 finished with value: 0.9963348385896683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 57, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:00,991] Trial 8478 finished with value: 0.9968002821754892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:03,616] Trial 8479 finished with value: 0.9973818369597786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:05,044] Trial 8480 finished with value: 0.9944202513527406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:07,516] Trial 8481 finished with value: 0.99717400003493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:12,264] Trial 8482 finished with value: 0.9972836249889864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:14,242] Trial 8483 finished with value: 0.9971683445619841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:16,778] Trial 8484 finished with value: 0.9975600491822497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:24,424] Trial 8485 finished with value: 0.9966325473027702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:25,071] Trial 8486 finished with value: 0.9958240450252419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 15}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:27,473] Trial 8487 finished with value: 0.9974547702902906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:30,348] Trial 8488 finished with value: 0.9971801563320556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:33,421] Trial 8489 finished with value: 0.9976429449467031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:35,261] Trial 8490 finished with value: 0.9962421311780721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:37,977] Trial 8491 finished with value: 0.9976821418337115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:51,034] Trial 8492 finished with value: 0.9922599984299335 and parameters: {'classifier': 'SVC', 'svc_c': 4631846.072156293, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:59,728] Trial 8493 finished with value: 0.9960337845106917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 67, 'rf_n_estimators': 95}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:01,806] Trial 8494 finished with value: 0.9973604664619488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:02,872] Trial 8495 finished with value: 0.9897711503511354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:05,156] Trial 8496 finished with value: 0.9972991673913917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:07,095] Trial 8497 finished with value: 0.9961532127330833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:09,607] Trial 8498 finished with value: 0.997081437252978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:11,785] Trial 8499 finished with value: 0.9973719458091775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:14,658] Trial 8500 finished with value: 0.9975160835476924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:17,916] Trial 8501 finished with value: 0.9975473985158078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:20,023] Trial 8502 finished with value: 0.9976569719275025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:21,856] Trial 8503 finished with value: 0.9972772721707376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:23,275] Trial 8504 finished with value: 0.9957664145076714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:24,845] Trial 8505 finished with value: 0.993876748732613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:28,731] Trial 8506 finished with value: 0.9968474840927336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:35,041] Trial 8507 finished with value: 0.9972505574853584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:37,596] Trial 8508 finished with value: 0.9973413832198964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:40,106] Trial 8509 finished with value: 0.9976333790779156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:42,434] Trial 8510 finished with value: 0.9974637792857536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:44,217] Trial 8511 finished with value: 0.9852058908084126 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002321790377991129, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:52,265] Trial 8512 finished with value: 0.9969565848952481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:53,683] Trial 8513 finished with value: 0.9964383604710698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:00,817] Trial 8514 finished with value: 0.9965491503650199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:04,010] Trial 8515 finished with value: 0.9974456471018366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:09,389] Trial 8516 finished with value: 0.9967413173645511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:11,584] Trial 8517 finished with value: 0.9966604774230539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:14,442] Trial 8518 finished with value: 0.9973800136487322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:16,853] Trial 8519 finished with value: 0.9976229922129378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:19,282] Trial 8520 finished with value: 0.9975373572449043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:21,827] Trial 8521 finished with value: 0.9974472912206572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:24,395] Trial 8522 finished with value: 0.9973724679929691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:27,148] Trial 8523 finished with value: 0.997675212686801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:29,362] Trial 8524 finished with value: 0.9976432144015376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:31,905] Trial 8525 finished with value: 0.9973785087641116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:34,549] Trial 8526 finished with value: 0.9974539712567321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:37,812] Trial 8527 finished with value: 0.9973271334072487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:40,270] Trial 8528 finished with value: 0.997333471276943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:43,452] Trial 8529 finished with value: 0.9971903183339593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:45,195] Trial 8530 finished with value: 0.9853851672029214 and parameters: {'classifier': 'SVC', 'svc_c': 0.11251842889436409, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:47,398] Trial 8531 finished with value: 0.9974463118840465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:50,486] Trial 8532 finished with value: 0.9973985661377579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:52,454] Trial 8533 finished with value: 0.9975166104286942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:54,284] Trial 8534 finished with value: 0.9957677310278114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:56,923] Trial 8535 finished with value: 0.9974738644184451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:59,090] Trial 8536 finished with value: 0.9974748691771199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:00,343] Trial 8537 finished with value: 0.9971040994519041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:03,137] Trial 8538 finished with value: 0.9974155767040246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:03,890] Trial 8539 finished with value: 0.9870351088188062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:06,736] Trial 8540 finished with value: 0.9976247393212683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:09,315] Trial 8541 finished with value: 0.9973604462449016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:14,687] Trial 8542 finished with value: 0.9972112496743634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:17,546] Trial 8543 finished with value: 0.9971122217537082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:22,763] Trial 8544 finished with value: 0.9965929537553943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:24,523] Trial 8545 finished with value: 0.9966272186667954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:26,998] Trial 8546 finished with value: 0.9974543130739958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:29,663] Trial 8547 finished with value: 0.9972022105596262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:30,922] Trial 8548 finished with value: 0.9943069259491004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:32,780] Trial 8549 finished with value: 0.9853735317051876 and parameters: {'classifier': 'SVC', 'svc_c': 0.007513072911118997, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:35,112] Trial 8550 finished with value: 0.9971927383811418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:37,945] Trial 8551 finished with value: 0.9975657418202853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:39,663] Trial 8552 finished with value: 0.9963379532526937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:41,502] Trial 8553 finished with value: 0.9972432121275291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:44,119] Trial 8554 finished with value: 0.9969956132857057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:51,173] Trial 8555 finished with value: 0.996857980136113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:52,753] Trial 8556 finished with value: 0.9971763702218599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:01,340] Trial 8557 finished with value: 0.9970004984796371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:04,145] Trial 8558 finished with value: 0.9972789917623022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:06,337] Trial 8559 finished with value: 0.9974907571101236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:08,682] Trial 8560 finished with value: 0.997542579876268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:09,842] Trial 8561 finished with value: 0.9971398738499224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:11,356] Trial 8562 finished with value: 0.9964193965635498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:25,945] Trial 8563 finished with value: 0.9960294408924133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:29,510] Trial 8564 finished with value: 0.9952727428778293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:32,887] Trial 8565 finished with value: 0.9975250589644492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:35,874] Trial 8566 finished with value: 0.9974723818455735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:37,670] Trial 8567 finished with value: 0.9850769194415752 and parameters: {'classifier': 'SVC', 'svc_c': 1.9904017256342339e-10, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:40,571] Trial 8568 finished with value: 0.9975147950838626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:42,754] Trial 8569 finished with value: 0.9975952264632767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:45,494] Trial 8570 finished with value: 0.9974941872162114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:47,888] Trial 8571 finished with value: 0.9972874303640921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:50,035] Trial 8572 finished with value: 0.9975258397487107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:51,555] Trial 8573 finished with value: 0.9955128503674494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:54,204] Trial 8574 finished with value: 0.9974684999821107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:57,242] Trial 8575 finished with value: 0.9973550708272513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:58,269] Trial 8576 finished with value: 0.9894840478436899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:00,223] Trial 8577 finished with value: 0.996874863814226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:02,798] Trial 8578 finished with value: 0.9974875041332977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:05,213] Trial 8579 finished with value: 0.9973971435495312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:11,259] Trial 8580 finished with value: 0.9969111446222959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 31, 'rf_n_estimators': 98}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:22,364] Trial 8581 finished with value: 0.9971024480016267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:24,998] Trial 8582 finished with value: 0.997341568283635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:27,037] Trial 8583 finished with value: 0.9974180094463702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:28,977] Trial 8584 finished with value: 0.9971597012506911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:32,659] Trial 8585 finished with value: 0.9971836787637164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:33,647] Trial 8586 finished with value: 0.989482055369597 and parameters: {'classifier': 'SVC', 'svc_c': 8.359256445631749, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:36,155] Trial 8587 finished with value: 0.9974847753714889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:52,761] Trial 8588 finished with value: 0.9961258670663656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:55,139] Trial 8589 finished with value: 0.9974325097345836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:04,460] Trial 8590 finished with value: 0.9969107804615457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:07,359] Trial 8591 finished with value: 0.9974541506076472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:09,455] Trial 8592 finished with value: 0.9974096285440961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:12,192] Trial 8593 finished with value: 0.9972742960754162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:14,088] Trial 8594 finished with value: 0.9973314600457467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:16,727] Trial 8595 finished with value: 0.9974495337259855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:18,036] Trial 8596 finished with value: 0.9971605647439397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:20,938] Trial 8597 finished with value: 0.9972485995738464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:23,038] Trial 8598 finished with value: 0.9974825339452497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:25,364] Trial 8599 finished with value: 0.9975125638772298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:26,971] Trial 8600 finished with value: 0.9954859899098611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:29,983] Trial 8601 finished with value: 0.9972576444648826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:33,168] Trial 8602 finished with value: 0.9972746080907845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:44,439] Trial 8603 finished with value: 0.9966837018907487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:46,204] Trial 8604 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.6997763749573635e-07, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:48,974] Trial 8605 finished with value: 0.9973401501069774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:50,892] Trial 8606 finished with value: 0.99731948742796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:53,100] Trial 8607 finished with value: 0.9973885445760949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:54,922] Trial 8608 finished with value: 0.9971567575280352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:57,548] Trial 8609 finished with value: 0.9976013542914997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:00,132] Trial 8610 finished with value: 0.997290448131286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:06,850] Trial 8611 finished with value: 0.997084504055239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:09,473] Trial 8612 finished with value: 0.9978040685911308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:12,129] Trial 8613 finished with value: 0.9972891220262982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:14,520] Trial 8614 finished with value: 0.9972234601995046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:16,966] Trial 8615 finished with value: 0.9973130723081988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:19,203] Trial 8616 finished with value: 0.9974276453289815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:22,022] Trial 8617 finished with value: 0.9974308141368772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:24,291] Trial 8618 finished with value: 0.9971993871871155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:26,873] Trial 8619 finished with value: 0.9970732214512986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:29,347] Trial 8620 finished with value: 0.9973747283984769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:31,800] Trial 8621 finished with value: 0.997640367638189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:34,051] Trial 8622 finished with value: 0.9972604062658529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:36,114] Trial 8623 finished with value: 0.9975283077518716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:36,952] Trial 8624 finished with value: 0.9930906268213925 and parameters: {'classifier': 'SVC', 'svc_c': 1780.2343521994133, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:39,709] Trial 8625 finished with value: 0.9975939277163652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:42,099] Trial 8626 finished with value: 0.9975092290166021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:43,976] Trial 8627 finished with value: 0.9976193779317729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:46,211] Trial 8628 finished with value: 0.9973515855924182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:49,309] Trial 8629 finished with value: 0.9973566674344244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:51,604] Trial 8630 finished with value: 0.997503031015866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:53,678] Trial 8631 finished with value: 0.9971926842362716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:55,714] Trial 8632 finished with value: 0.9974582764404047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:58,002] Trial 8633 finished with value: 0.9973851711539098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:00,546] Trial 8634 finished with value: 0.9973427246225556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:05,620] Trial 8635 finished with value: 0.9961958892055772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:06,749] Trial 8636 finished with value: 0.9972055373905632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:09,390] Trial 8637 finished with value: 0.9973805445604483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:11,890] Trial 8638 finished with value: 0.9972782606161278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:14,226] Trial 8639 finished with value: 0.9975060194572333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:16,470] Trial 8640 finished with value: 0.9975222443516009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:22,302] Trial 8641 finished with value: 0.9973080058273399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:24,072] Trial 8642 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.584819895711986e-08, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:39,789] Trial 8643 finished with value: 0.9960649777004562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:41,835] Trial 8644 finished with value: 0.9975030517407196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:44,173] Trial 8645 finished with value: 0.9973947905010713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:46,759] Trial 8646 finished with value: 0.9972436646783519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:48,283] Trial 8647 finished with value: 0.9975525755397986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:50,509] Trial 8648 finished with value: 0.9969036006169039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:52,961] Trial 8649 finished with value: 0.9973835766731765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:53,963] Trial 8650 finished with value: 0.9968639248366097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:55,815] Trial 8651 finished with value: 0.9975731657929111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:57,889] Trial 8652 finished with value: 0.9974671126864373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:02,463] Trial 8653 finished with value: 0.9973579017533839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:04,868] Trial 8654 finished with value: 0.9974480675616121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:06,962] Trial 8655 finished with value: 0.9974186839721177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:08,622] Trial 8656 finished with value: 0.9969910765105222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:11,390] Trial 8657 finished with value: 0.9975706669722424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:12,084] Trial 8658 finished with value: 0.9965186200531907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 18}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:13,330] Trial 8659 finished with value: 0.9973164489993883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:15,256] Trial 8660 finished with value: 0.9974253025636037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:17,476] Trial 8661 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.3388743763744693e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:19,754] Trial 8662 finished with value: 0.9975196304492796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:28,389] Trial 8663 finished with value: 0.9953802936961568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:38,684] Trial 8664 finished with value: 0.9971785008193262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:44,367] Trial 8665 finished with value: 0.9968653589456965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:47,246] Trial 8666 finished with value: 0.9973461799920177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:55,801] Trial 8667 finished with value: 0.9963809710346446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:57,334] Trial 8668 finished with value: 0.9968834777362167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:00,188] Trial 8669 finished with value: 0.9974578289041715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:02,317] Trial 8670 finished with value: 0.9975284241030403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:04,713] Trial 8671 finished with value: 0.9968704750963809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 47}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:06,556] Trial 8672 finished with value: 0.996428745979808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:07,462] Trial 8673 finished with value: 0.9835698169759833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:09,558] Trial 8674 finished with value: 0.9971740646533096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:10,578] Trial 8675 finished with value: 0.9900138508595336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:12,952] Trial 8676 finished with value: 0.9974000676264224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:15,672] Trial 8677 finished with value: 0.9973781771347164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:17,394] Trial 8678 finished with value: 0.996877970701464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:19,234] Trial 8679 finished with value: 0.9853854946111748 and parameters: {'classifier': 'SVC', 'svc_c': 0.025123631846050584, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:21,726] Trial 8680 finished with value: 0.9972897577365848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:23,212] Trial 8681 finished with value: 0.9968730611645574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:28,752] Trial 8682 finished with value: 0.9974312268566258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:30,633] Trial 8683 finished with value: 0.9972057036654604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:37,091] Trial 8684 finished with value: 0.9970550529274776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:39,950] Trial 8685 finished with value: 0.9973165122213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:42,826] Trial 8686 finished with value: 0.9975756715324439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:44,825] Trial 8687 finished with value: 0.9975713864071288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:46,858] Trial 8688 finished with value: 0.9972506912606383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:52,203] Trial 8689 finished with value: 0.9973441222330491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:53,396] Trial 8690 finished with value: 0.9932830791764496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 7}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:55,931] Trial 8691 finished with value: 0.9974514380321717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:57,533] Trial 8692 finished with value: 0.9956515556235562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:00,246] Trial 8693 finished with value: 0.9972547918617592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:02,553] Trial 8694 finished with value: 0.9975413354329162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:04,576] Trial 8695 finished with value: 0.9975946457865218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:05,959] Trial 8696 finished with value: 0.99675872436902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:11,441] Trial 8697 finished with value: 0.9971936454187992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:12,348] Trial 8698 finished with value: 0.9914875002376599 and parameters: {'classifier': 'SVC', 'svc_c': 7348.954450129516, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:15,102] Trial 8699 finished with value: 0.997172917518382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:17,362] Trial 8700 finished with value: 0.9971889676638309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:20,050] Trial 8701 finished with value: 0.9975179649708471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:22,894] Trial 8702 finished with value: 0.9975379184980602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:24,094] Trial 8703 finished with value: 0.9972633603350665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:26,368] Trial 8704 finished with value: 0.9975214073912432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:28,805] Trial 8705 finished with value: 0.9971015457563931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:31,155] Trial 8706 finished with value: 0.9974767473947459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:34,689] Trial 8707 finished with value: 0.9966026031583541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:35,970] Trial 8708 finished with value: 0.9964116568304823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:37,744] Trial 8709 finished with value: 0.994388718599104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:44,562] Trial 8710 finished with value: 0.996763393332588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:46,200] Trial 8711 finished with value: 0.9962520650796344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:48,618] Trial 8712 finished with value: 0.9977330913313319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:49,679] Trial 8713 finished with value: 0.9906801169117974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:51,698] Trial 8714 finished with value: 0.9975266607766392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:00,935] Trial 8715 finished with value: 0.9962553753116458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:02,537] Trial 8716 finished with value: 0.9970179927316138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:04,275] Trial 8717 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.43475048382659e-05, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:06,711] Trial 8718 finished with value: 0.997566249182474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:12,003] Trial 8719 finished with value: 0.9966477405247174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:14,595] Trial 8720 finished with value: 0.9974328641517963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:18,493] Trial 8721 finished with value: 0.9943685296718314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:21,171] Trial 8722 finished with value: 0.9973146496504622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:23,206] Trial 8723 finished with value: 0.9973120923368298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:26,043] Trial 8724 finished with value: 0.9973505138984966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:28,234] Trial 8725 finished with value: 0.9970721104975856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:30,690] Trial 8726 finished with value: 0.997584730864228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:32,768] Trial 8727 finished with value: 0.9969082717703874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:34,223] Trial 8728 finished with value: 0.9965965949820426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:38,805] Trial 8729 finished with value: 0.9970765316833098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:40,534] Trial 8730 finished with value: 0.9973605871612108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:42,582] Trial 8731 finished with value: 0.9973292370592318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:46,003] Trial 8732 finished with value: 0.9974248405548846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:48,064] Trial 8733 finished with value: 0.9970833060761836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:50,711] Trial 8734 finished with value: 0.9975556722391684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:52,506] Trial 8735 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 7.502751710723492e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:54,190] Trial 8736 finished with value: 0.9957229173881043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:56,530] Trial 8737 finished with value: 0.9974488744344336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:57,316] Trial 8738 finished with value: 0.99443264011797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 25}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:00,151] Trial 8739 finished with value: 0.9974640696241311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:02,252] Trial 8740 finished with value: 0.9971436746230316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:05,154] Trial 8741 finished with value: 0.99742058485061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:06,712] Trial 8742 finished with value: 0.9973715461971843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:07,927] Trial 8743 finished with value: 0.9940338727342035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:10,646] Trial 8744 finished with value: 0.9975773092719452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:12,510] Trial 8745 finished with value: 0.9965443081124773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:15,327] Trial 8746 finished with value: 0.9975056038175972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:16,900] Trial 8747 finished with value: 0.996541942527544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:19,176] Trial 8748 finished with value: 0.9973903451310616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:31,332] Trial 8749 finished with value: 0.9967349604521122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:33,126] Trial 8750 finished with value: 0.9975408068063293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:35,746] Trial 8751 finished with value: 0.9975150853587644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:38,305] Trial 8752 finished with value: 0.9976639144043343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:41,251] Trial 8753 finished with value: 0.9972512973277192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:44:37,450] Trial 8754 finished with value: 0.9899670659466557 and parameters: {'classifier': 'SVC', 'svc_c': 286136620.9142341, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:44:40,380] Trial 8755 finished with value: 0.9975788160291023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:44:42,506] Trial 8756 finished with value: 0.9975059911787579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:44:53,157] Trial 8757 finished with value: 0.9969203638496579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:44:55,270] Trial 8758 finished with value: 0.9975274774564742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:44:58,036] Trial 8759 finished with value: 0.9975484141605847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:00,847] Trial 8760 finished with value: 0.9974126579591021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:02,095] Trial 8761 finished with value: 0.9966388260764808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:03,454] Trial 8762 finished with value: 0.9973729569154336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:05,593] Trial 8763 finished with value: 0.9962886843724874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:11,638] Trial 8764 finished with value: 0.9970533780228866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 93}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:13,581] Trial 8765 finished with value: 0.9975271902918874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:15,927] Trial 8766 finished with value: 0.9976133778803659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:19,441] Trial 8767 finished with value: 0.9972891250413993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:24,149] Trial 8768 finished with value: 0.9947626940434017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 63, 'rf_n_estimators': 36}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:24,878] Trial 8769 finished with value: 0.9970791385715536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 32}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:27,471] Trial 8770 finished with value: 0.9972172522330652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:29,982] Trial 8771 finished with value: 0.9973664012602182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:32,605] Trial 8772 finished with value: 0.9975197781892389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:34,249] Trial 8773 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4403918724.820835, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:36,773] Trial 8774 finished with value: 0.9970319906087521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:39,301] Trial 8775 finished with value: 0.9975610719997937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:43,878] Trial 8776 finished with value: 0.9915292314283176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:44,583] Trial 8777 finished with value: 0.9951707519061328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 11}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:46,889] Trial 8778 finished with value: 0.9975994806123943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:49,267] Trial 8779 finished with value: 0.9974760961963605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:51,507] Trial 8780 finished with value: 0.9975685000031338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:52,948] Trial 8781 finished with value: 0.9971653011188231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 52}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:55,606] Trial 8782 finished with value: 0.9973423809327557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:58,293] Trial 8783 finished with value: 0.997669026270401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:01,191] Trial 8784 finished with value: 0.9976122806691666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:05,366] Trial 8785 finished with value: 0.9971291152070965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:07,991] Trial 8786 finished with value: 0.9974296037165621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:09,196] Trial 8787 finished with value: 0.9970534819645337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:11,206] Trial 8788 finished with value: 0.9972050526257644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:13,738] Trial 8789 finished with value: 0.9974334327364088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:16,039] Trial 8790 finished with value: 0.9975368727657469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:16,772] Trial 8791 finished with value: 0.9935637380952308 and parameters: {'classifier': 'SVC', 'svc_c': 193.76238849493342, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:18,849] Trial 8792 finished with value: 0.9972211204174899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:21,012] Trial 8793 finished with value: 0.9975789029909686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:23,753] Trial 8794 finished with value: 0.9973738544317191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:30,093] Trial 8795 finished with value: 0.9970774350711081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:35,276] Trial 8796 finished with value: 0.997384342096291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:36,802] Trial 8797 finished with value: 0.9967951381271845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:38,993] Trial 8798 finished with value: 0.9967044266491132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:40,381] Trial 8799 finished with value: 0.9974024691386668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:42,674] Trial 8800 finished with value: 0.9974433385181851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:45,274] Trial 8801 finished with value: 0.9972796399455865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:47,782] Trial 8802 finished with value: 0.9971812076185028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:49,896] Trial 8803 finished with value: 0.995605224562755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:54,145] Trial 8804 finished with value: 0.9963051794199235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 24, 'rf_n_estimators': 89}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:56,467] Trial 8805 finished with value: 0.9972286364300476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:12,454] Trial 8806 finished with value: 0.9952860613098444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 73, 'rf_n_estimators': 107}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:15,238] Trial 8807 finished with value: 0.9975062598084068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:16,518] Trial 8808 finished with value: 0.9971187207250208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:20,061] Trial 8809 finished with value: 0.997600726833069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:22,198] Trial 8810 finished with value: 0.9974838671277909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:24,670] Trial 8811 finished with value: 0.9974365244211892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:25,883] Trial 8812 finished with value: 0.9869619736034645 and parameters: {'classifier': 'SVC', 'svc_c': 306399.2085312872, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:29,283] Trial 8813 finished with value: 0.9971156944838055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:31,295] Trial 8814 finished with value: 0.997376443737162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:33,745] Trial 8815 finished with value: 0.9973310947424316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:36,079] Trial 8816 finished with value: 0.9909582090907878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:39,091] Trial 8817 finished with value: 0.9974783080111321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:41,228] Trial 8818 finished with value: 0.9976378125462103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:43,268] Trial 8819 finished with value: 0.9974347263417793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:46,015] Trial 8820 finished with value: 0.9972912684292425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:48,536] Trial 8821 finished with value: 0.997571109525624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:50,528] Trial 8822 finished with value: 0.9974690227054467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:53,115] Trial 8823 finished with value: 0.9969941888249426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:03,592] Trial 8824 finished with value: 0.9954490105821857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 71, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:07,308] Trial 8825 finished with value: 0.9973374695867884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:13,502] Trial 8826 finished with value: 0.996612037124398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:15,164] Trial 8827 finished with value: 0.9962024713302075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:17,261] Trial 8828 finished with value: 0.9975487238273479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:19,174] Trial 8829 finished with value: 0.9859545992173834 and parameters: {'classifier': 'SVC', 'svc_c': 0.3085596119642089, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:23,814] Trial 8830 finished with value: 0.9972986228641131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:26,730] Trial 8831 finished with value: 0.997384813721596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:27,804] Trial 8832 finished with value: 0.9973582411585665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:31,085] Trial 8833 finished with value: 0.9974474291536032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:32,214] Trial 8834 finished with value: 0.9971520288337254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:33,528] Trial 8835 finished with value: 0.997150898392937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:36,664] Trial 8836 finished with value: 0.9974823925211341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:38,184] Trial 8837 finished with value: 0.9971795900960486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:40,572] Trial 8838 finished with value: 0.997465328476493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:42,762] Trial 8839 finished with value: 0.9974567525447776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:45,922] Trial 8840 finished with value: 0.9972405555694602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:48,124] Trial 8841 finished with value: 0.9973872653797343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:50,395] Trial 8842 finished with value: 0.9976554023610263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:52,465] Trial 8843 finished with value: 0.9975189608746456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:55,335] Trial 8844 finished with value: 0.9972397996994559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:57,976] Trial 8845 finished with value: 0.9973682195566752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:00,491] Trial 8846 finished with value: 0.9970902286850851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:02,087] Trial 8847 finished with value: 0.9970236126581035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:04,322] Trial 8848 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.6130298846142734e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:06,486] Trial 8849 finished with value: 0.9970407193584921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:08,492] Trial 8850 finished with value: 0.9972535059687001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:10,748] Trial 8851 finished with value: 0.99733008554045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:17,125] Trial 8852 finished with value: 0.9969735011364541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:20,450] Trial 8853 finished with value: 0.9975402863681228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:22,455] Trial 8854 finished with value: 0.9969800285766697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:24,800] Trial 8855 finished with value: 0.9973509399481665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:26,273] Trial 8856 finished with value: 0.9962150379229326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:28,543] Trial 8857 finished with value: 0.9970867525590318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:31,189] Trial 8858 finished with value: 0.9973961602139442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:33,180] Trial 8859 finished with value: 0.9975573993208792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:36,021] Trial 8860 finished with value: 0.9973520741975036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:38,889] Trial 8861 finished with value: 0.9974230325732476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:41,102] Trial 8862 finished with value: 0.9974450223411281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:43,974] Trial 8863 finished with value: 0.9976055728941606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:46,923] Trial 8864 finished with value: 0.9976020452257451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:48,258] Trial 8865 finished with value: 0.9959292668207054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:49,072] Trial 8866 finished with value: 0.9923844545716265 and parameters: {'classifier': 'SVC', 'svc_c': 48.11006678546313, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:04,668] Trial 8867 finished with value: 0.9953369049298056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:10,601] Trial 8868 finished with value: 0.9970836989280022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:12,891] Trial 8869 finished with value: 0.9973461059474796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:15,419] Trial 8870 finished with value: 0.9973930304119368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:31,088] Trial 8871 finished with value: 0.9964221252301444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:33,678] Trial 8872 finished with value: 0.9968192581434144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:35,874] Trial 8873 finished with value: 0.9977593233783523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:37,981] Trial 8874 finished with value: 0.9974127328288258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:39,658] Trial 8875 finished with value: 0.9968502179008695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:41,942] Trial 8876 finished with value: 0.997525262404436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:43,295] Trial 8877 finished with value: 0.9968041674031701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:45,125] Trial 8878 finished with value: 0.9973256191599454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:46,566] Trial 8879 finished with value: 0.9902560469256305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:59,579] Trial 8880 finished with value: 0.9965069192705815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 99}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:03,246] Trial 8881 finished with value: 0.9967882060286484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 101}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:05,418] Trial 8882 finished with value: 0.9972173183431267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:10,702] Trial 8883 finished with value: 0.9970032962396566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 96}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:12,659] Trial 8884 finished with value: 0.9976741150947467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:14,207] Trial 8885 finished with value: 0.9866167255991621 and parameters: {'classifier': 'SVC', 'svc_c': 12614817.857983528, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:16,773] Trial 8886 finished with value: 0.9976261561966714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:20,746] Trial 8887 finished with value: 0.9966591272289943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:23,396] Trial 8888 finished with value: 0.9973577149123226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:25,473] Trial 8889 finished with value: 0.9972969231722164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:27,645] Trial 8890 finished with value: 0.9974202036466032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:28,700] Trial 8891 finished with value: 0.9937685118676778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:31,109] Trial 8892 finished with value: 0.9973389774230345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:36,852] Trial 8893 finished with value: 0.9971320166548595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:39,391] Trial 8894 finished with value: 0.997319311822118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:40,778] Trial 8895 finished with value: 0.9957051822771477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:41,883] Trial 8896 finished with value: 0.9972158556699228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:43,354] Trial 8897 finished with value: 0.9964451708547305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:46,543] Trial 8898 finished with value: 0.9975615537177532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:57,035] Trial 8899 finished with value: 0.9966312842927424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:59,610] Trial 8900 finished with value: 0.9973294731257875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:01,924] Trial 8901 finished with value: 0.9974104522697468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:03,435] Trial 8902 finished with value: 0.9969902244746583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:06,889] Trial 8903 finished with value: 0.9966926798465381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 107}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:08,679] Trial 8904 finished with value: 0.985293071666443 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012169888178113332, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:10,515] Trial 8905 finished with value: 0.9973257129772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:12,879] Trial 8906 finished with value: 0.9971516967282618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:15,038] Trial 8907 finished with value: 0.997191969657285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:17,765] Trial 8908 finished with value: 0.9972742921081776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:19,897] Trial 8909 finished with value: 0.9972227514285549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:30,229] Trial 8910 finished with value: 0.9966578307037363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:31,680] Trial 8911 finished with value: 0.9961346234280851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:33,672] Trial 8912 finished with value: 0.9972466440744157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:35,019] Trial 8913 finished with value: 0.9894220214037696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:36,955] Trial 8914 finished with value: 0.9966693012913025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:39,241] Trial 8915 finished with value: 0.9978732838257828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:40,605] Trial 8916 finished with value: 0.9969579283608714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:43,558] Trial 8917 finished with value: 0.9973788409647891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:44,754] Trial 8918 finished with value: 0.9972688649260003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:46,597] Trial 8919 finished with value: 0.9975760349949603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:51,207] Trial 8920 finished with value: 0.9975168069180794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:53,602] Trial 8921 finished with value: 0.9970967208327478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:57,506] Trial 8922 finished with value: 0.9968679883361169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:58,767] Trial 8923 finished with value: 0.9867764677559534 and parameters: {'classifier': 'SVC', 'svc_c': 1718486.2658058035, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:01,114] Trial 8924 finished with value: 0.9974342427195454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:03,698] Trial 8925 finished with value: 0.9969666583801274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:05,713] Trial 8926 finished with value: 0.997308219423457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:08,324] Trial 8927 finished with value: 0.9974273457866106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:10,230] Trial 8928 finished with value: 0.9973340383698739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:13,885] Trial 8929 finished with value: 0.9974760947046789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:16,420] Trial 8930 finished with value: 0.9973531961960087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:21,253] Trial 8931 finished with value: 0.9972123178771152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:23,407] Trial 8932 finished with value: 0.9974234354225072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:25,717] Trial 8933 finished with value: 0.9974081458760108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:28,141] Trial 8934 finished with value: 0.9975269091575031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:29,923] Trial 8935 finished with value: 0.9969657767327961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:32,739] Trial 8936 finished with value: 0.9976108744577002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:34,500] Trial 8937 finished with value: 0.9974840105196568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:36,328] Trial 8938 finished with value: 0.9973559732311742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:40,677] Trial 8939 finished with value: 0.9938094717637082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:44,633] Trial 8940 finished with value: 0.9973420244208411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:54:01,560] Trial 8941 finished with value: 0.9962908096697234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:07,621] Trial 8942 finished with value: 0.9901454195297669 and parameters: {'classifier': 'SVC', 'svc_c': 59713707.536582485, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:10,045] Trial 8943 finished with value: 0.9975631268706128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:12,742] Trial 8944 finished with value: 0.9972523920316237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:15,415] Trial 8945 finished with value: 0.9943584042954733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:17,508] Trial 8946 finished with value: 0.9970363667901236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:20,591] Trial 8947 finished with value: 0.9973488184277416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:22,115] Trial 8948 finished with value: 0.9969053305550263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 41}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:26,789] Trial 8949 finished with value: 0.9970891067500561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:29,450] Trial 8950 finished with value: 0.9974147361572833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:31,865] Trial 8951 finished with value: 0.9975061785593636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:35,369] Trial 8952 finished with value: 0.9974587324506593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:37,184] Trial 8953 finished with value: 0.9963001397893341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:39,414] Trial 8954 finished with value: 0.9972729106840171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:41,313] Trial 8955 finished with value: 0.9967393415845972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:49,316] Trial 8956 finished with value: 0.9967129451352162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:01,505] Trial 8957 finished with value: 0.9963971706656376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:03,930] Trial 8958 finished with value: 0.9974920838181318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:05,462] Trial 8959 finished with value: 0.9970524828234685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:06,265] Trial 8960 finished with value: 0.9928142657548271 and parameters: {'classifier': 'SVC', 'svc_c': 489.5836311324361, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:07,855] Trial 8961 finished with value: 0.9972740368719256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:09,409] Trial 8962 finished with value: 0.9972612459874087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:21,599] Trial 8963 finished with value: 0.9958034266206054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:23,905] Trial 8964 finished with value: 0.9971633538395102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:27,326] Trial 8965 finished with value: 0.997727705122793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:35,780] Trial 8966 finished with value: 0.9964479177071465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:38,467] Trial 8967 finished with value: 0.9975395190724718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:41,068] Trial 8968 finished with value: 0.9976485700464716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:45,607] Trial 8969 finished with value: 0.99733117697535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:47,463] Trial 8970 finished with value: 0.9973903181221022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:49,076] Trial 8971 finished with value: 0.9972673027861947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:50,700] Trial 8972 finished with value: 0.996090353109616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:53,088] Trial 8973 finished with value: 0.9974261356519368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:55,953] Trial 8974 finished with value: 0.9972652775903189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:57,863] Trial 8975 finished with value: 0.9974095358694063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:00,502] Trial 8976 finished with value: 0.9975009424076511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:08,568] Trial 8977 finished with value: 0.996817280808303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:20,289] Trial 8978 finished with value: 0.9966232774851836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:22,133] Trial 8979 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011969579858126607, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:30,453] Trial 8980 finished with value: 0.9971537339528043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:35,846] Trial 8981 finished with value: 0.9968411079153848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:38,503] Trial 8982 finished with value: 0.9975259385488169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:40,574] Trial 8983 finished with value: 0.997489020380089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:41,818] Trial 8984 finished with value: 0.9965381698424829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:44,782] Trial 8985 finished with value: 0.9973769800443225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:47,586] Trial 8986 finished with value: 0.997387998525397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:53,596] Trial 8987 finished with value: 0.9972126963833996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:56,146] Trial 8988 finished with value: 0.9974121707822224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:08,303] Trial 8989 finished with value: 0.9965996248731172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:10,985] Trial 8990 finished with value: 0.9974968159401355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:11,691] Trial 8991 finished with value: 0.9905131609190655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 56}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:13,790] Trial 8992 finished with value: 0.9971023742744677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:22,148] Trial 8993 finished with value: 0.9967032024228083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:29,700] Trial 8994 finished with value: 0.9967739839549319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:31,120] Trial 8995 finished with value: 0.9971016978444457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:34,166] Trial 8996 finished with value: 0.9973852708426773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:38,903] Trial 8997 finished with value: 0.9973036746185832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:40,661] Trial 8998 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.623893118324754e-06, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:43,116] Trial 8999 finished with value: 0.9972582720185272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:48,677] Trial 9000 finished with value: 0.9966169156533692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:51,908] Trial 9001 finished with value: 0.997364171513529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:56,585] Trial 9002 finished with value: 0.9969692513354299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:00,650] Trial 9003 finished with value: 0.9969527122992544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:01,995] Trial 9004 finished with value: 0.996672301761337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:11,527] Trial 9005 finished with value: 0.9966529675041746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:12,722] Trial 9006 finished with value: 0.9969739729521865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:17,206] Trial 9007 finished with value: 0.9972073382946468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:19,370] Trial 9008 finished with value: 0.9972035790981963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:21,593] Trial 9009 finished with value: 0.9974706211534187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:36,832] Trial 9010 finished with value: 0.9965661978424732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:39,203] Trial 9011 finished with value: 0.9972920334080263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:41,787] Trial 9012 finished with value: 0.9974114499508681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:44,162] Trial 9013 finished with value: 0.9974660569566831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:50,392] Trial 9014 finished with value: 0.9973026386615453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:53,427] Trial 9015 finished with value: 0.997565729855094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:54,920] Trial 9016 finished with value: 0.9889504662395344 and parameters: {'classifier': 'SVC', 'svc_c': 2.563205678179305, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:56,980] Trial 9017 finished with value: 0.9971832602994063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:59,658] Trial 9018 finished with value: 0.9973510673123892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:02,162] Trial 9019 finished with value: 0.9974035123319475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:04,180] Trial 9020 finished with value: 0.9971467403779415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:06,170] Trial 9021 finished with value: 0.9973861257032149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:08,241] Trial 9022 finished with value: 0.9969909919924747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:21,339] Trial 9023 finished with value: 0.9962840003016757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:25,151] Trial 9024 finished with value: 0.997140029683048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:32,516] Trial 9025 finished with value: 0.9972693058290109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:33,285] Trial 9026 finished with value: 0.9962918278852709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 22}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:35,676] Trial 9027 finished with value: 0.99769274937236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:38,147] Trial 9028 finished with value: 0.9972661060449175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:51,731] Trial 9029 finished with value: 0.9964974356664503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:54,397] Trial 9030 finished with value: 0.9976625008931492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:55,990] Trial 9031 finished with value: 0.9971082894587103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:57,271] Trial 9032 finished with value: 0.9972354076173926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:59,556] Trial 9033 finished with value: 0.9973217999153742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:10,060] Trial 9034 finished with value: 0.9965617641520134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:11,531] Trial 9035 finished with value: 0.9897616361199235 and parameters: {'classifier': 'SVC', 'svc_c': 16510.343433837403, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:12,835] Trial 9036 finished with value: 0.9941857801663704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:15,135] Trial 9037 finished with value: 0.9974116954118443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:18,032] Trial 9038 finished with value: 0.9968897832967212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:20,885] Trial 9039 finished with value: 0.9976143941916388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:22,883] Trial 9040 finished with value: 0.9973721429333207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:25,348] Trial 9041 finished with value: 0.9975059974946014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:28,017] Trial 9042 finished with value: 0.9974583393131994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:29,964] Trial 9043 finished with value: 0.9960648265645409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:38,756] Trial 9044 finished with value: 0.9968053329143464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:43,693] Trial 9045 finished with value: 0.9970876397287592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:50,080] Trial 9046 finished with value: 0.997025537752619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:53,302] Trial 9047 finished with value: 0.9973252300532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:55,699] Trial 9048 finished with value: 0.9975881935334089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:02:00,279] Trial 9049 finished with value: 0.9972403120444961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:02:02,976] Trial 9050 finished with value: 0.9972575595977181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:02:04,391] Trial 9051 finished with value: 0.9972155137891837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:02:06,764] Trial 9052 finished with value: 0.9970088737960396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:02:14,913] Trial 9053 finished with value: 0.9967438664263274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:24,871] Trial 9054 finished with value: 0.9897384510707098 and parameters: {'classifier': 'SVC', 'svc_c': 767123351.9335204, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:26,556] Trial 9055 finished with value: 0.9974285471616223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:27,676] Trial 9056 finished with value: 0.9966305966592391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:29,471] Trial 9057 finished with value: 0.9976033563504408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:32,511] Trial 9058 finished with value: 0.9974234092704714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:34,457] Trial 9059 finished with value: 0.9976159580452914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:37,984] Trial 9060 finished with value: 0.9972311460733428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:42,179] Trial 9061 finished with value: 0.9970417864504171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:45,628] Trial 9062 finished with value: 0.9976319185311517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:48,594] Trial 9063 finished with value: 0.9975355262215465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:02,930] Trial 9064 finished with value: 0.9967925352696548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:03,947] Trial 9065 finished with value: 0.9894689900791319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:05,654] Trial 9066 finished with value: 0.9936555829974537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:08,905] Trial 9067 finished with value: 0.9974988144761691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:10,780] Trial 9068 finished with value: 0.9974060526657994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:29,178] Trial 9069 finished with value: 0.9962837104393666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:30,960] Trial 9070 finished with value: 0.997424474807239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:33,649] Trial 9071 finished with value: 0.997719024741624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:35,467] Trial 9072 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 7.3851074439161296e-09, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:37,273] Trial 9073 finished with value: 0.9970720796483395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:39,696] Trial 9074 finished with value: 0.9973809123393202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:41,955] Trial 9075 finished with value: 0.9974987283394882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:44,112] Trial 9076 finished with value: 0.9975662648292625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:47,174] Trial 9077 finished with value: 0.9953498424434551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:50,131] Trial 9078 finished with value: 0.9975880246560033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:56,760] Trial 9079 finished with value: 0.9959903138922771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:06,349] Trial 9080 finished with value: 0.9966915842539722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 48, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:08,132] Trial 9081 finished with value: 0.9970229834223501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:09,773] Trial 9082 finished with value: 0.9962718222444139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:12,271] Trial 9083 finished with value: 0.9971994513294268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:14,120] Trial 9084 finished with value: 0.9974327906785406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:17,311] Trial 9085 finished with value: 0.9973821286311483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:19,323] Trial 9086 finished with value: 0.9974322347256154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:21,565] Trial 9087 finished with value: 0.9973556520752886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:23,083] Trial 9088 finished with value: 0.9970667334613018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:26,288] Trial 9089 finished with value: 0.9974888342055238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:28,822] Trial 9090 finished with value: 0.9975376654517238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:29,988] Trial 9091 finished with value: 0.9962002518348623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:04,666] Trial 9092 finished with value: 0.9897261030569536 and parameters: {'classifier': 'SVC', 'svc_c': 32214541.5126642, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:06,338] Trial 9093 finished with value: 0.9973990149117694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:18,654] Trial 9094 finished with value: 0.9964149195508462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 54, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:20,968] Trial 9095 finished with value: 0.9972679285625161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:23,982] Trial 9096 finished with value: 0.9974666048799179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:26,378] Trial 9097 finished with value: 0.9975608446929005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:32,219] Trial 9098 finished with value: 0.9972952283362196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:35,256] Trial 9099 finished with value: 0.9974172046365126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:37,359] Trial 9100 finished with value: 0.9974937231445286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:38,556] Trial 9101 finished with value: 0.9972798810902074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:40,370] Trial 9102 finished with value: 0.9969109136655433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:42,788] Trial 9103 finished with value: 0.9973956057527006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:46,028] Trial 9104 finished with value: 0.9974629185854408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:49,226] Trial 9105 finished with value: 0.9973570452742129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:54,442] Trial 9106 finished with value: 0.9972576895327113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:59,891] Trial 9107 finished with value: 0.9966870456062522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 69}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:01,826] Trial 9108 finished with value: 0.9975378217291803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:04,419] Trial 9109 finished with value: 0.9974872146518434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:05,328] Trial 9110 finished with value: 0.9907749968466358 and parameters: {'classifier': 'SVC', 'svc_c': 19.483074305722432, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:08,009] Trial 9111 finished with value: 0.9974071251849065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:10,414] Trial 9112 finished with value: 0.9975505157813416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:13,555] Trial 9113 finished with value: 0.9973799071363146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:15,574] Trial 9114 finished with value: 0.9971864597978585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:17,774] Trial 9115 finished with value: 0.9974938393052697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:19,948] Trial 9116 finished with value: 0.997534272732891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:22,695] Trial 9117 finished with value: 0.9976572562356775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:25,410] Trial 9118 finished with value: 0.9975827717149378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:28,771] Trial 9119 finished with value: 0.997503163426416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:30,943] Trial 9120 finished with value: 0.9975870475093082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:35,045] Trial 9121 finished with value: 0.9974377184330061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:45,106] Trial 9122 finished with value: 0.9963326989151603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 56, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:50,318] Trial 9123 finished with value: 0.9974214067989374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:51,035] Trial 9124 finished with value: 0.9959587089031632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 14}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:52,988] Trial 9125 finished with value: 0.9969529363371432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:56,127] Trial 9126 finished with value: 0.9969775663180703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:58,070] Trial 9127 finished with value: 0.997519373023112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:00,275] Trial 9128 finished with value: 0.997305826004379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:02,030] Trial 9129 finished with value: 0.9850764276309611 and parameters: {'classifier': 'SVC', 'svc_c': 1.0081727888914629e-10, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:05,229] Trial 9130 finished with value: 0.9974782824621166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:07,600] Trial 9131 finished with value: 0.9976687241255218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:11,574] Trial 9132 finished with value: 0.9972199461149135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 100}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:12,887] Trial 9133 finished with value: 0.9943297192890603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:16,213] Trial 9134 finished with value: 0.9973072612560306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:18,229] Trial 9135 finished with value: 0.9973166649123729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:20,416] Trial 9136 finished with value: 0.9976934046649354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:23,594] Trial 9137 finished with value: 0.9975154366021863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:26,648] Trial 9138 finished with value: 0.9973687344724859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:28,106] Trial 9139 finished with value: 0.9955404038222473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:33,410] Trial 9140 finished with value: 0.996622968611868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:35,211] Trial 9141 finished with value: 0.9976401302069032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:36,599] Trial 9142 finished with value: 0.9892083037937839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:38,018] Trial 9143 finished with value: 0.9972220589391517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:40,967] Trial 9144 finished with value: 0.9975372302615367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:42,825] Trial 9145 finished with value: 0.9972148188876995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:45,032] Trial 9146 finished with value: 0.9974513540219306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:46,849] Trial 9147 finished with value: 0.9853935254443296 and parameters: {'classifier': 'SVC', 'svc_c': 0.04793890683601978, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:49,376] Trial 9148 finished with value: 0.9974440686804845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:52,080] Trial 9149 finished with value: 0.9977389503394782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:54,474] Trial 9150 finished with value: 0.9974381349613037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:56,685] Trial 9151 finished with value: 0.9974334521282703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:59,530] Trial 9152 finished with value: 0.9970888470387593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:01,716] Trial 9153 finished with value: 0.9973187687865211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:04,174] Trial 9154 finished with value: 0.9975272387874101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:05,615] Trial 9155 finished with value: 0.9963555521128136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:07,625] Trial 9156 finished with value: 0.9973805049515398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:11,310] Trial 9157 finished with value: 0.9974859901716352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:16,477] Trial 9158 finished with value: 0.9971808147666841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:18,890] Trial 9159 finished with value: 0.9971851333120156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:23,914] Trial 9160 finished with value: 0.9972610036684851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:25,929] Trial 9161 finished with value: 0.997420659910761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:28,452] Trial 9162 finished with value: 0.9975190311741109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:30,459] Trial 9163 finished with value: 0.9971393455724527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:45,199] Trial 9164 finished with value: 0.9969283692924867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:47,313] Trial 9165 finished with value: 0.9974168803068362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:12,559] Trial 9166 finished with value: 0.9916603103509005 and parameters: {'classifier': 'SVC', 'svc_c': 5620014.742535069, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:19,147] Trial 9167 finished with value: 0.9970454785846691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:22,164] Trial 9168 finished with value: 0.9972655324457159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:29,631] Trial 9169 finished with value: 0.9971493743703584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:32,150] Trial 9170 finished with value: 0.9973327326088848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:34,289] Trial 9171 finished with value: 0.996632839958015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:37,993] Trial 9172 finished with value: 0.9972100417296051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:40,658] Trial 9173 finished with value: 0.9974381326444365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:42,726] Trial 9174 finished with value: 0.9968231563201614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:44,747] Trial 9175 finished with value: 0.997562395216632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:47,592] Trial 9176 finished with value: 0.9974714663338945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:49,365] Trial 9177 finished with value: 0.9971047394785462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:51,584] Trial 9178 finished with value: 0.9976079667258314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:00,931] Trial 9179 finished with value: 0.9962237822242471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 88}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:02,486] Trial 9180 finished with value: 0.9971680927534262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:05,714] Trial 9181 finished with value: 0.9932325312585725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:07,046] Trial 9182 finished with value: 0.9971055140421777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:08,721] Trial 9183 finished with value: 0.9969812969186659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:10,176] Trial 9184 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3022625346.173655, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:13,017] Trial 9185 finished with value: 0.997674583546261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:15,249] Trial 9186 finished with value: 0.9973197987768323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:17,969] Trial 9187 finished with value: 0.9971013885902753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:23,843] Trial 9188 finished with value: 0.9970884495214682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:25,914] Trial 9189 finished with value: 0.9972422321878982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:28,840] Trial 9190 finished with value: 0.9973439460241869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:36,351] Trial 9191 finished with value: 0.9971506020243571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:36,962] Trial 9192 finished with value: 0.9915842147187637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:39,519] Trial 9193 finished with value: 0.9974782976328364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:41,928] Trial 9194 finished with value: 0.9977083543936566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:45,260] Trial 9195 finished with value: 0.9973308289057187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:48,363] Trial 9196 finished with value: 0.9969254639726989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:51,728] Trial 9197 finished with value: 0.9971601348857209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:52,568] Trial 9198 finished with value: 0.9885329213449783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:55,616] Trial 9199 finished with value: 0.9974892300089678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:57,695] Trial 9200 finished with value: 0.9977265195849974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:01,042] Trial 9201 finished with value: 0.9972995673525017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:02,847] Trial 9202 finished with value: 0.9972504156803877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:04,600] Trial 9203 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.0011412715007716e-05, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:05,266] Trial 9204 finished with value: 0.9948920415996564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 28}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:07,645] Trial 9205 finished with value: 0.9972886355476525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:09,859] Trial 9206 finished with value: 0.9970135373006874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:12,656] Trial 9207 finished with value: 0.9962849145755762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:15,208] Trial 9208 finished with value: 0.9975728699956136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:16,864] Trial 9209 finished with value: 0.9974217778468137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:19,320] Trial 9210 finished with value: 0.9974897569851834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:21,866] Trial 9211 finished with value: 0.9974842131027203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:24,518] Trial 9212 finished with value: 0.9975096234235782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:27,345] Trial 9213 finished with value: 0.9974702214462119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:30,016] Trial 9214 finished with value: 0.9975539940655729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:31,829] Trial 9215 finished with value: 0.997304820610946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:33,337] Trial 9216 finished with value: 0.9974258897466298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:37,297] Trial 9217 finished with value: 0.9972394404580811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:40,593] Trial 9218 finished with value: 0.9974210878329676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:42,684] Trial 9219 finished with value: 0.996727035401403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:45,761] Trial 9220 finished with value: 0.9970106119860179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:48,110] Trial 9221 finished with value: 0.9974070451101661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:49,895] Trial 9222 finished with value: 0.9852060553059868 and parameters: {'classifier': 'SVC', 'svc_c': 9.124165024167701e-08, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:52,203] Trial 9223 finished with value: 0.9975991660897311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:54,366] Trial 9224 finished with value: 0.9975249740020709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:55,910] Trial 9225 finished with value: 0.997176695694101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:57,571] Trial 9226 finished with value: 0.9965096006159563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:58,826] Trial 9227 finished with value: 0.9976254551062954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:01,065] Trial 9228 finished with value: 0.9970585741848357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:03,570] Trial 9229 finished with value: 0.9974848658245253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:06,099] Trial 9230 finished with value: 0.9972290045262984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:08,480] Trial 9231 finished with value: 0.9975430506129118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:09,985] Trial 9232 finished with value: 0.997431844603257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:13,067] Trial 9233 finished with value: 0.9971773436552199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:15,500] Trial 9234 finished with value: 0.996998959857621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:18,047] Trial 9235 finished with value: 0.9974342559542527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:29,279] Trial 9236 finished with value: 0.9966580660085822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:31,954] Trial 9237 finished with value: 0.9975093051241043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:35,374] Trial 9238 finished with value: 0.9973625714786616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:36,525] Trial 9239 finished with value: 0.9897588601321087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:38,387] Trial 9240 finished with value: 0.9974094760751887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:39,789] Trial 9241 finished with value: 0.9962898446469088 and parameters: {'classifier': 'SVC', 'svc_c': 90820.78777916198, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:40,874] Trial 9242 finished with value: 0.9959759254167118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:46,766] Trial 9243 finished with value: 0.9967526046974395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 75}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:56,912] Trial 9244 finished with value: 0.9969762512578741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:59,401] Trial 9245 finished with value: 0.9973455348555728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:01,818] Trial 9246 finished with value: 0.9976240694927312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:03,261] Trial 9247 finished with value: 0.9962706122366916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:05,951] Trial 9248 finished with value: 0.9974694783348464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:07,616] Trial 9249 finished with value: 0.9974969781843185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:09,753] Trial 9250 finished with value: 0.9974462360621855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:12,936] Trial 9251 finished with value: 0.9975080602998975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:17,344] Trial 9252 finished with value: 0.9969851534870164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:27,619] Trial 9253 finished with value: 0.9958372745911159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:30,907] Trial 9254 finished with value: 0.9972974941371721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:34,825] Trial 9255 finished with value: 0.9972235922609375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:36,907] Trial 9256 finished with value: 0.9966292897556853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:38,122] Trial 9257 finished with value: 0.9951466556298576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:40,644] Trial 9258 finished with value: 0.9975910474060486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:42,868] Trial 9259 finished with value: 0.9852175258618154 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004229321760770385, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:44,031] Trial 9260 finished with value: 0.9972263297189325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 38}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:45,779] Trial 9261 finished with value: 0.9973490229150794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:49,282] Trial 9262 finished with value: 0.9935339079851165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:51,404] Trial 9263 finished with value: 0.9971450688693068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:52,591] Trial 9264 finished with value: 0.9971261382865895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:54,692] Trial 9265 finished with value: 0.9974337399276152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:57,447] Trial 9266 finished with value: 0.9973555767612342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:59,806] Trial 9267 finished with value: 0.9975375532899587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:02,121] Trial 9268 finished with value: 0.9973709249593837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:10,767] Trial 9269 finished with value: 0.9970463963180015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:13,028] Trial 9270 finished with value: 0.9976685680384927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:23,073] Trial 9271 finished with value: 0.9964192836083371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 59, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:26,203] Trial 9272 finished with value: 0.9973868677354917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:39,600] Trial 9273 finished with value: 0.996479424054844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:41,555] Trial 9274 finished with value: 0.997464658965335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:43,869] Trial 9275 finished with value: 0.9974891948116285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:46,038] Trial 9276 finished with value: 0.9974089077444797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:49,680] Trial 9277 finished with value: 0.9971193069559098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:51,472] Trial 9278 finished with value: 0.9853791039930782 and parameters: {'classifier': 'SVC', 'svc_c': 0.015712823694860892, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:53,367] Trial 9279 finished with value: 0.9967717132980799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:04,365] Trial 9280 finished with value: 0.9968946604609622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:09,464] Trial 9281 finished with value: 0.9970160772219465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:11,889] Trial 9282 finished with value: 0.9974576686594766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:13,717] Trial 9283 finished with value: 0.9976730172805275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:16,147] Trial 9284 finished with value: 0.997342176064563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:18,309] Trial 9285 finished with value: 0.9971142824008264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:30,029] Trial 9286 finished with value: 0.9970366276122474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:32,037] Trial 9287 finished with value: 0.9974642320270036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:33,575] Trial 9288 finished with value: 0.9966122905833271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:37,830] Trial 9289 finished with value: 0.997429581468289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:39,982] Trial 9290 finished with value: 0.9971092009079371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:42,477] Trial 9291 finished with value: 0.9974338358713094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:44,284] Trial 9292 finished with value: 0.997336461971702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:47,744] Trial 9293 finished with value: 0.9974703808974589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:50,047] Trial 9294 finished with value: 0.9968136109223243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:52,984] Trial 9295 finished with value: 0.9975078377536902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:02,476] Trial 9296 finished with value: 0.9968645433449504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:03,318] Trial 9297 finished with value: 0.9929184017012623 and parameters: {'classifier': 'SVC', 'svc_c': 3023.4391629426314, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:05,268] Trial 9298 finished with value: 0.9975032625121631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:06,844] Trial 9299 finished with value: 0.9959677106941212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:10,129] Trial 9300 finished with value: 0.9970128326874037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:12,443] Trial 9301 finished with value: 0.9971881312430174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:14,690] Trial 9302 finished with value: 0.9974754288433801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:16,978] Trial 9303 finished with value: 0.9975562617707997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:21,282] Trial 9304 finished with value: 0.9974059549447821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:23,568] Trial 9305 finished with value: 0.9974332691274957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:25,319] Trial 9306 finished with value: 0.9972951913615574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:28,363] Trial 9307 finished with value: 0.9972804502143641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:29,512] Trial 9308 finished with value: 0.9970656751290393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:31,692] Trial 9309 finished with value: 0.9974432774544512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:46,566] Trial 9310 finished with value: 0.9967087696008955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:49,408] Trial 9311 finished with value: 0.9974188907763227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:58,670] Trial 9312 finished with value: 0.9942912521834963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:06,553] Trial 9313 finished with value: 0.9964931600625077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:16,731] Trial 9314 finished with value: 0.9970749139386902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:17,967] Trial 9315 finished with value: 0.9868829091439872 and parameters: {'classifier': 'SVC', 'svc_c': 0.807967052843224, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:19,952] Trial 9316 finished with value: 0.9969008926751627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:21,985] Trial 9317 finished with value: 0.9975283042924397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:26,740] Trial 9318 finished with value: 0.9962549768739554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:29,800] Trial 9319 finished with value: 0.9975166098891498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:37,059] Trial 9320 finished with value: 0.9968369094345572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:39,552] Trial 9321 finished with value: 0.9974024445417885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:42,403] Trial 9322 finished with value: 0.9973588006026612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:46,605] Trial 9323 finished with value: 0.9971439566143393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:52,163] Trial 9324 finished with value: 0.996867143441282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 58}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:53,296] Trial 9325 finished with value: 0.996844445632424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:01,869] Trial 9326 finished with value: 0.9969558182343551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:07,663] Trial 9327 finished with value: 0.9969268259097842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:14,692] Trial 9328 finished with value: 0.9966226237795035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:17,120] Trial 9329 finished with value: 0.9907795723420664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:27,102] Trial 9330 finished with value: 0.99645124837837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:29,024] Trial 9331 finished with value: 0.9973949130411323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:31,850] Trial 9332 finished with value: 0.9975874753997765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:34,812] Trial 9333 finished with value: 0.997233561835908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:36,839] Trial 9334 finished with value: 0.997534105696284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:40,058] Trial 9335 finished with value: 0.9975075845486646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:41,293] Trial 9336 finished with value: 0.9944170849569259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:43,047] Trial 9337 finished with value: 0.9867222580770019 and parameters: {'classifier': 'SVC', 'svc_c': 705911.2104946323, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:45,209] Trial 9338 finished with value: 0.9975829872153295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:47,591] Trial 9339 finished with value: 0.9974424806108083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:56,191] Trial 9340 finished with value: 0.9968957041303116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:58,596] Trial 9341 finished with value: 0.9972953343090927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:05,214] Trial 9342 finished with value: 0.9939923801173963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:07,982] Trial 9343 finished with value: 0.9976446944988524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:10,226] Trial 9344 finished with value: 0.9972736547792579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:21,452] Trial 9345 finished with value: 0.9970991687775511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:25,567] Trial 9346 finished with value: 0.9972549163695703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:36,392] Trial 9347 finished with value: 0.9971335467393786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:39,695] Trial 9348 finished with value: 0.9973572238634182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:41,869] Trial 9349 finished with value: 0.9974119695004133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:43,257] Trial 9350 finished with value: 0.9973360825450182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:44,718] Trial 9351 finished with value: 0.9963945197251783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:56,823] Trial 9352 finished with value: 0.9966043373176184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:57,614] Trial 9353 finished with value: 0.992984587298743 and parameters: {'classifier': 'SVC', 'svc_c': 86.7520644292494, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:59,727] Trial 9354 finished with value: 0.9973668948164173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:03,492] Trial 9355 finished with value: 0.9971251678683307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:04,770] Trial 9356 finished with value: 0.9952615512664696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:07,239] Trial 9357 finished with value: 0.9973127293166328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:09,708] Trial 9358 finished with value: 0.9973993977661473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:12,981] Trial 9359 finished with value: 0.9972037188402029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:14,146] Trial 9360 finished with value: 0.993778039397073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:16,665] Trial 9361 finished with value: 0.9975739377857725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:26,389] Trial 9362 finished with value: 0.9966136789898274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:28,385] Trial 9363 finished with value: 0.9974073071065922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:30,737] Trial 9364 finished with value: 0.997582295551112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:32,560] Trial 9365 finished with value: 0.9971583914589877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:43,095] Trial 9366 finished with value: 0.9967081182438206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:46,094] Trial 9367 finished with value: 0.9971770211346042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:48,534] Trial 9368 finished with value: 0.9973709549199682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:52,320] Trial 9369 finished with value: 0.9968772798941701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:59,811] Trial 9370 finished with value: 0.9968522641389778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:01,688] Trial 9371 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.339764084655124e-09, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:03,731] Trial 9372 finished with value: 0.9974841499125464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:13,651] Trial 9373 finished with value: 0.9970466644398437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:16,498] Trial 9374 finished with value: 0.9972836143250495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:17,675] Trial 9375 finished with value: 0.9958149841065623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:20,500] Trial 9376 finished with value: 0.9969978318606515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:22,889] Trial 9377 finished with value: 0.9974465085638591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:27,050] Trial 9378 finished with value: 0.9970488168095146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:29,026] Trial 9379 finished with value: 0.9972836263537164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:31,576] Trial 9380 finished with value: 0.997150803782235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:34,089] Trial 9381 finished with value: 0.9971755978481437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:36,555] Trial 9382 finished with value: 0.9975691688795338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:39,978] Trial 9383 finished with value: 0.9973092673139482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:42,277] Trial 9384 finished with value: 0.9972782404308186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:44,776] Trial 9385 finished with value: 0.997542801216435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:46,205] Trial 9386 finished with value: 0.9971474912968322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:48,927] Trial 9387 finished with value: 0.9974423979970352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:50,723] Trial 9388 finished with value: 0.9972271685518269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:52,806] Trial 9389 finished with value: 0.9973269326967218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:54,556] Trial 9390 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5956071576516051e-06, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:56,172] Trial 9391 finished with value: 0.9976396637548772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:58,446] Trial 9392 finished with value: 0.9965548097734661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:01,504] Trial 9393 finished with value: 0.9975937569029473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:03,858] Trial 9394 finished with value: 0.9977466082204822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:06,523] Trial 9395 finished with value: 0.9974934175719552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:08,299] Trial 9396 finished with value: 0.9973948795576396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:10,494] Trial 9397 finished with value: 0.9972410561714747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:12,423] Trial 9398 finished with value: 0.9971680276907159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:14,968] Trial 9399 finished with value: 0.9974471885167887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:17,697] Trial 9400 finished with value: 0.9976692589092626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:30,493] Trial 9401 finished with value: 0.9959514857997536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 57, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:32,470] Trial 9402 finished with value: 0.9972260785768707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:35,200] Trial 9403 finished with value: 0.9975636609878578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:36,738] Trial 9404 finished with value: 0.9973540383613834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:38,827] Trial 9405 finished with value: 0.9974829861152174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:49,056] Trial 9406 finished with value: 0.9969439532080747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:51,051] Trial 9407 finished with value: 0.9974548250381811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:54,479] Trial 9408 finished with value: 0.9973358833579109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:56,296] Trial 9409 finished with value: 0.9852053179074448 and parameters: {'classifier': 'SVC', 'svc_c': 3.882903494243929e-10, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:00,859] Trial 9410 finished with value: 0.9945747200340403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:05,921] Trial 9411 finished with value: 0.9967394391151868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:08,707] Trial 9412 finished with value: 0.9975065490676954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:09,815] Trial 9413 finished with value: 0.9902134759182033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:20,860] Trial 9414 finished with value: 0.9970456215004663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:23,398] Trial 9415 finished with value: 0.9974557074472225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:25,764] Trial 9416 finished with value: 0.9974567876151653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:29,562] Trial 9417 finished with value: 0.997443917195452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:30,763] Trial 9418 finished with value: 0.9970950256158962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:34,887] Trial 9419 finished with value: 0.997062243880387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:37,360] Trial 9420 finished with value: 0.9975997535901365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:39,944] Trial 9421 finished with value: 0.9974527293841509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:41,071] Trial 9422 finished with value: 0.9971372984456828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:42,015] Trial 9423 finished with value: 0.9965988581487485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 62}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:44,334] Trial 9424 finished with value: 0.9974051904420671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:49,187] Trial 9425 finished with value: 0.9974374246986724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:51,958] Trial 9426 finished with value: 0.9973796546929986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:52,886] Trial 9427 finished with value: 0.9899497525372757 and parameters: {'classifier': 'SVC', 'svc_c': 4.989182675960248, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:00,589] Trial 9428 finished with value: 0.9967828400688944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:02,715] Trial 9429 finished with value: 0.9973699281351859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:03,842] Trial 9430 finished with value: 0.9964707646524317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 34}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:07,133] Trial 9431 finished with value: 0.99746684767491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:08,847] Trial 9432 finished with value: 0.9940614385350474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:10,760] Trial 9433 finished with value: 0.9974338907778894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:13,795] Trial 9434 finished with value: 0.9974924219220601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:18,703] Trial 9435 finished with value: 0.9956483999868923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:21,347] Trial 9436 finished with value: 0.9974889458594823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:23,016] Trial 9437 finished with value: 0.9971154703824409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:24,159] Trial 9438 finished with value: 0.9971038515471089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:27,145] Trial 9439 finished with value: 0.9976811349485969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:37,029] Trial 9440 finished with value: 0.9966237424772659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:39,545] Trial 9441 finished with value: 0.997010789972203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:44,006] Trial 9442 finished with value: 0.9971108518504078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:51,304] Trial 9443 finished with value: 0.9965661892097625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 100}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:54,081] Trial 9444 finished with value: 0.997449002941221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:56,279] Trial 9445 finished with value: 0.9975312385889369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:59,225] Trial 9446 finished with value: 0.997554359019771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:00,047] Trial 9447 finished with value: 0.9930436234882354 and parameters: {'classifier': 'SVC', 'svc_c': 1147.042178973742, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:02,198] Trial 9448 finished with value: 0.9971713887033792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:03,886] Trial 9449 finished with value: 0.9972629194637938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:11,735] Trial 9450 finished with value: 0.9967484820702107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:14,246] Trial 9451 finished with value: 0.9975171476879918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:15,642] Trial 9452 finished with value: 0.9972344678896903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:18,658] Trial 9453 finished with value: 0.9973791279706864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:21,305] Trial 9454 finished with value: 0.9972154097205851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:24,025] Trial 9455 finished with value: 0.9973389119159933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:27,090] Trial 9456 finished with value: 0.9971564771236228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:29,725] Trial 9457 finished with value: 0.9961678588887195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:46,660] Trial 9458 finished with value: 0.9962214922390095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:48,727] Trial 9459 finished with value: 0.9973753016802996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:51,092] Trial 9460 finished with value: 0.9976347885583864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:53,529] Trial 9461 finished with value: 0.9974427860564298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:55,524] Trial 9462 finished with value: 0.997247945265146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:57,058] Trial 9463 finished with value: 0.9958097848977743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:58,994] Trial 9464 finished with value: 0.9972406102221368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 43}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:01,170] Trial 9465 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.91820798000952e-07, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:03,653] Trial 9466 finished with value: 0.9974835067438516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:11,337] Trial 9467 finished with value: 0.9970465436453678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:13,559] Trial 9468 finished with value: 0.9976565082684122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:16,006] Trial 9469 finished with value: 0.9976293549651517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:18,862] Trial 9470 finished with value: 0.9973424016893472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:20,630] Trial 9471 finished with value: 0.997422205070786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:22,132] Trial 9472 finished with value: 0.9896111390251509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:26,830] Trial 9473 finished with value: 0.997133824763448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:35,268] Trial 9474 finished with value: 0.9964758477322165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:42,006] Trial 9475 finished with value: 0.9969120688301615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:44,043] Trial 9476 finished with value: 0.9972096012391872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:46,648] Trial 9477 finished with value: 0.9974434050725772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:49,534] Trial 9478 finished with value: 0.9974571607894814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:51,530] Trial 9479 finished with value: 0.9966717924948737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:53,577] Trial 9480 finished with value: 0.9973905233076742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:55,869] Trial 9481 finished with value: 0.997627391467768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:08,282] Trial 9482 finished with value: 0.9969173942606074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:10,586] Trial 9483 finished with value: 0.9854043388667836 and parameters: {'classifier': 'SVC', 'svc_c': 0.1682288296867987, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:12,681] Trial 9484 finished with value: 0.9963662469941834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:15,238] Trial 9485 finished with value: 0.9973111599723222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:17,476] Trial 9486 finished with value: 0.9973126639682813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:20,993] Trial 9487 finished with value: 0.9974966488400527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:23,070] Trial 9488 finished with value: 0.9972554824468879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:25,552] Trial 9489 finished with value: 0.9975528644182324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:29,050] Trial 9490 finished with value: 0.9975198713717353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:31,080] Trial 9491 finished with value: 0.9975313678256961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:33,448] Trial 9492 finished with value: 0.9971494063939069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:34,457] Trial 9493 finished with value: 0.9967679208403025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:37,086] Trial 9494 finished with value: 0.9975798721714492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:47,807] Trial 9495 finished with value: 0.9964673975143524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:00,852] Trial 9496 finished with value: 0.9966407974448654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:03,155] Trial 9497 finished with value: 0.997326166416684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:06,274] Trial 9498 finished with value: 0.9977584662009472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:08,354] Trial 9499 finished with value: 0.9974800135745417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:11,903] Trial 9500 finished with value: 0.9969583265763964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 82}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:14,501] Trial 9501 finished with value: 0.9975693089071817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:16,262] Trial 9502 finished with value: 0.9853109323008237 and parameters: {'classifier': 'SVC', 'svc_c': 0.0016739128516440427, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:17,906] Trial 9503 finished with value: 0.9973067624948145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:20,573] Trial 9504 finished with value: 0.9973578562094866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:22,887] Trial 9505 finished with value: 0.9973006639606804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:25,104] Trial 9506 finished with value: 0.9975129600932665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:41,090] Trial 9507 finished with value: 0.9963746913722723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:43,243] Trial 9508 finished with value: 0.9972605852359132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:46,515] Trial 9509 finished with value: 0.9975016943421551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:52,657] Trial 9510 finished with value: 0.9972038903518549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:55,092] Trial 9511 finished with value: 0.9972719744157468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:11,906] Trial 9512 finished with value: 0.9959895756685494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:13,976] Trial 9513 finished with value: 0.9973752243667571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:16,453] Trial 9514 finished with value: 0.9973151108339957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:17,987] Trial 9515 finished with value: 0.9973144148216848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:28,314] Trial 9516 finished with value: 0.9965321682359182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 45, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:31,284] Trial 9517 finished with value: 0.9973086312228064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:33,413] Trial 9518 finished with value: 0.9970036160308121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:36,533] Trial 9519 finished with value: 0.9972681420951576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:38,894] Trial 9520 finished with value: 0.9974428074795174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:40,035] Trial 9521 finished with value: 0.9887075965363515 and parameters: {'classifier': 'SVC', 'svc_c': 26447.989243777243, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:44,052] Trial 9522 finished with value: 0.997174112228433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:52,507] Trial 9523 finished with value: 0.9971688075228404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:55,056] Trial 9524 finished with value: 0.9973604549093503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:58,039] Trial 9525 finished with value: 0.9902470613527434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 59, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:04,036] Trial 9526 finished with value: 0.9972746795328143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:06,463] Trial 9527 finished with value: 0.9969842403874184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:07,646] Trial 9528 finished with value: 0.997045056660927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:08,881] Trial 9529 finished with value: 0.9970050207505968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:11,476] Trial 9530 finished with value: 0.997181901790015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:13,802] Trial 9531 finished with value: 0.9975231573242471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:15,746] Trial 9532 finished with value: 0.994329149657097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:18,127] Trial 9533 finished with value: 0.9973963335346566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:19,631] Trial 9534 finished with value: 0.9965609823838765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:22,279] Trial 9535 finished with value: 0.9976239930995878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:24,398] Trial 9536 finished with value: 0.9976897627717912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:25,952] Trial 9537 finished with value: 0.9952121312186103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:28,246] Trial 9538 finished with value: 0.9974748863473278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:30,327] Trial 9539 finished with value: 0.996980525433611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:33,142] Trial 9540 finished with value: 0.9972074833368838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:32,993] Trial 9541 finished with value: 0.9902694281034888 and parameters: {'classifier': 'SVC', 'svc_c': 165527748.76015645, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:35,505] Trial 9542 finished with value: 0.9972769546012353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:37,782] Trial 9543 finished with value: 0.9975584365474331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:40,857] Trial 9544 finished with value: 0.9973417569972328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:43,545] Trial 9545 finished with value: 0.9976455277141373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:47,015] Trial 9546 finished with value: 0.997379433352832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:48,989] Trial 9547 finished with value: 0.9965271579946311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:50,263] Trial 9548 finished with value: 0.9973068576133234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:53,440] Trial 9549 finished with value: 0.9973014615025573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:56,135] Trial 9550 finished with value: 0.9973911564471903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:58,075] Trial 9551 finished with value: 0.9971650626401862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:06,657] Trial 9552 finished with value: 0.9970667655483264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:11,972] Trial 9553 finished with value: 0.9972537658704245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:13,957] Trial 9554 finished with value: 0.9971667514459807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:18,814] Trial 9555 finished with value: 0.9971606170162731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:26,421] Trial 9556 finished with value: 0.9972354244702215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:29,701] Trial 9557 finished with value: 0.9972569516263627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:32,132] Trial 9558 finished with value: 0.9974951920383619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:33,053] Trial 9559 finished with value: 0.9921517860666627 and parameters: {'classifier': 'SVC', 'svc_c': 5796.456116517765, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:35,406] Trial 9560 finished with value: 0.997003405513272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:37,727] Trial 9561 finished with value: 0.9973877848975418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:39,534] Trial 9562 finished with value: 0.9974212947006483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:41,556] Trial 9563 finished with value: 0.9961386265938302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:43,226] Trial 9564 finished with value: 0.9973270306399044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:45,938] Trial 9565 finished with value: 0.9975808184371605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:47,236] Trial 9566 finished with value: 0.997106410606326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:49,286] Trial 9567 finished with value: 0.9973659291588447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:52,193] Trial 9568 finished with value: 0.9974863131365819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:54,159] Trial 9569 finished with value: 0.9973945398985539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:56,939] Trial 9570 finished with value: 0.997356785277275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:59,061] Trial 9571 finished with value: 0.9971593480077808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:01,804] Trial 9572 finished with value: 0.9970959579169282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:04,596] Trial 9573 finished with value: 0.9973780413282104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:07,693] Trial 9574 finished with value: 0.9973440480615593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:09,761] Trial 9575 finished with value: 0.997513046706016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:12,218] Trial 9576 finished with value: 0.9975616661968975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:14,372] Trial 9577 finished with value: 0.9951920284597563 and parameters: {'classifier': 'SVC', 'svc_c': 237926.21313936452, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:16,764] Trial 9578 finished with value: 0.9973430272117656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:19,112] Trial 9579 finished with value: 0.9973202349191569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:22,609] Trial 9580 finished with value: 0.9973477987205127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:24,909] Trial 9581 finished with value: 0.9969950569201876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:27,883] Trial 9582 finished with value: 0.9976805822329383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:38,607] Trial 9583 finished with value: 0.9970712618576778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:41,110] Trial 9584 finished with value: 0.9972733915133153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:43,665] Trial 9585 finished with value: 0.9973662385082286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:45,705] Trial 9586 finished with value: 0.9975954033386353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:47,601] Trial 9587 finished with value: 0.9958687371087634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 88}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:50,429] Trial 9588 finished with value: 0.9969922379275084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:52,383] Trial 9589 finished with value: 0.994465645573989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:53,483] Trial 9590 finished with value: 0.9892598087047849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:56,019] Trial 9591 finished with value: 0.9970915331130823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:58,764] Trial 9592 finished with value: 0.9953551850758471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:01,570] Trial 9593 finished with value: 0.9974554602406611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:03,706] Trial 9594 finished with value: 0.9974038324404823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:05,545] Trial 9595 finished with value: 0.9853738589864895 and parameters: {'classifier': 'SVC', 'svc_c': 0.007127579453560449, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:12,658] Trial 9596 finished with value: 0.9971858541433701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:14,732] Trial 9597 finished with value: 0.9972885042161913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:16,660] Trial 9598 finished with value: 0.997456603852681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:18,604] Trial 9599 finished with value: 0.9971753927260476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:21,596] Trial 9600 finished with value: 0.9976012144225415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:30,571] Trial 9601 finished with value: 0.9963805137866117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:43,445] Trial 9602 finished with value: 0.9964259874161047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:46,205] Trial 9603 finished with value: 0.9976671453867905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:55,219] Trial 9604 finished with value: 0.9963170146760468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 69}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:56,684] Trial 9605 finished with value: 0.997353402905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:59,070] Trial 9606 finished with value: 0.9973145340610032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:01,228] Trial 9607 finished with value: 0.9972878663477269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:05,307] Trial 9608 finished with value: 0.996944174008697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:08,301] Trial 9609 finished with value: 0.9975656774875468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:10,711] Trial 9610 finished with value: 0.9972587208877526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:13,302] Trial 9611 finished with value: 0.9978006127138621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:16,093] Trial 9612 finished with value: 0.9974943504125316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:18,917] Trial 9613 finished with value: 0.9975224834332578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:21,115] Trial 9614 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.071247377140817e-06, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:23,725] Trial 9615 finished with value: 0.9975312356690494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:26,702] Trial 9616 finished with value: 0.9971898041163824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:29,201] Trial 9617 finished with value: 0.9976334462353279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:32,448] Trial 9618 finished with value: 0.9973759712549336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:34,999] Trial 9619 finished with value: 0.9975132676970656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:37,698] Trial 9620 finished with value: 0.9974859150480083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:40,870] Trial 9621 finished with value: 0.9974927145773048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:43,339] Trial 9622 finished with value: 0.9975491768542392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:55,820] Trial 9623 finished with value: 0.9965702770205066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:58,537] Trial 9624 finished with value: 0.9973093576400327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:01,969] Trial 9625 finished with value: 0.9971862504546207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:04,646] Trial 9626 finished with value: 0.9975646569551321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:07,460] Trial 9627 finished with value: 0.9973415996089496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:10,787] Trial 9628 finished with value: 0.9973786247979013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:13,686] Trial 9629 finished with value: 0.997504933005185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:19,115] Trial 9630 finished with value: 0.99727565302965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:21,638] Trial 9631 finished with value: 0.9974793937649468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:33,757] Trial 9632 finished with value: 0.9963419624169033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:35,636] Trial 9633 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.5161130374945285e-05, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:38,793] Trial 9634 finished with value: 0.9973524522911954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:41,197] Trial 9635 finished with value: 0.997504552943743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:44,333] Trial 9636 finished with value: 0.9975243192490396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:47,147] Trial 9637 finished with value: 0.9972205417402229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:49,644] Trial 9638 finished with value: 0.9975501752653324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:52,434] Trial 9639 finished with value: 0.9972443208278507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:53,917] Trial 9640 finished with value: 0.9967736226505933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:56,633] Trial 9641 finished with value: 0.9974873892103345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:59,435] Trial 9642 finished with value: 0.9973501078754463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:02,344] Trial 9643 finished with value: 0.9976500051394336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:10,107] Trial 9644 finished with value: 0.9967524775236442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:22,055] Trial 9645 finished with value: 0.9965623378464287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:24,546] Trial 9646 finished with value: 0.9972002236714048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:26,238] Trial 9647 finished with value: 0.9971252913605285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:29,398] Trial 9648 finished with value: 0.9976220592771478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:31,854] Trial 9649 finished with value: 0.9974409992122393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:35,238] Trial 9650 finished with value: 0.9970634619495379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:38,088] Trial 9651 finished with value: 0.9973160178399154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:39,853] Trial 9652 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.024834983627937e-07, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:42,412] Trial 9653 finished with value: 0.9975529677568592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:45,500] Trial 9654 finished with value: 0.9974763279465609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:48,020] Trial 9655 finished with value: 0.9974158192451137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:50,485] Trial 9656 finished with value: 0.9974093766403245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:53,460] Trial 9657 finished with value: 0.9974588429937908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:59,582] Trial 9658 finished with value: 0.9971658528188687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:01,829] Trial 9659 finished with value: 0.9974194521246922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:04,792] Trial 9660 finished with value: 0.9975564695906177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:11,825] Trial 9661 finished with value: 0.9967864140111788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:14,331] Trial 9662 finished with value: 0.9974923300090799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:16,961] Trial 9663 finished with value: 0.9975134646942574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:31,433] Trial 9664 finished with value: 0.9962367251968168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:35,326] Trial 9665 finished with value: 0.9973179606759212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:37,777] Trial 9666 finished with value: 0.9975955569818452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:40,469] Trial 9667 finished with value: 0.9974264409388688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:45,174] Trial 9668 finished with value: 0.9973452324567903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:48,217] Trial 9669 finished with value: 0.9974168190209368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:49,578] Trial 9670 finished with value: 0.9942384814377937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:51,442] Trial 9671 finished with value: 0.9852051540128905 and parameters: {'classifier': 'SVC', 'svc_c': 1.7657606683536274e-08, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:54,833] Trial 9672 finished with value: 0.9969359225970855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:08,839] Trial 9673 finished with value: 0.9955904373955962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 64, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:11,549] Trial 9674 finished with value: 0.9967327114722507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:13,950] Trial 9675 finished with value: 0.9964626267990532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:16,449] Trial 9676 finished with value: 0.9970364608930194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:18,932] Trial 9677 finished with value: 0.9977085465349486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:21,558] Trial 9678 finished with value: 0.9974549429762453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:24,991] Trial 9679 finished with value: 0.9975478226294653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:27,265] Trial 9680 finished with value: 0.9971639248679414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:37,027] Trial 9681 finished with value: 0.9969094504527951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:39,361] Trial 9682 finished with value: 0.9973555001459257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:41,988] Trial 9683 finished with value: 0.9971532834966835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:43,273] Trial 9684 finished with value: 0.9972193789585071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:45,585] Trial 9685 finished with value: 0.9976126507331676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:48,408] Trial 9686 finished with value: 0.9974717047490556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:51,357] Trial 9687 finished with value: 0.9975526329219352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:53,778] Trial 9688 finished with value: 0.997470380548342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:57,945] Trial 9689 finished with value: 0.9972431098362534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:59,268] Trial 9690 finished with value: 0.9912515789145594 and parameters: {'classifier': 'SVC', 'svc_c': 13.867193313467604, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:01,685] Trial 9691 finished with value: 0.9960603452354818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:06,071] Trial 9692 finished with value: 0.9962794893928869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:07,578] Trial 9693 finished with value: 0.9963412445371742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:10,128] Trial 9694 finished with value: 0.9977501292239372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:13,474] Trial 9695 finished with value: 0.9974971770857848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:22,186] Trial 9696 finished with value: 0.9957842972316356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:23,407] Trial 9697 finished with value: 0.9872034586769584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:26,019] Trial 9698 finished with value: 0.9973203851664109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:28,499] Trial 9699 finished with value: 0.9976116164582391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:38,334] Trial 9700 finished with value: 0.9968486613786732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:51,017] Trial 9701 finished with value: 0.9962559148878108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:52,469] Trial 9702 finished with value: 0.9954302043803277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:54,858] Trial 9703 finished with value: 0.9971900683979378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:57,924] Trial 9704 finished with value: 0.9972354744891637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:02,520] Trial 9705 finished with value: 0.9973044605443858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:04,982] Trial 9706 finished with value: 0.9972988625487903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:07,894] Trial 9707 finished with value: 0.9972590769870743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:09,576] Trial 9708 finished with value: 0.9857212519020546 and parameters: {'classifier': 'SVC', 'svc_c': 0.43222040506179454, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:11,879] Trial 9709 finished with value: 0.9975707350817918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:13,063] Trial 9710 finished with value: 0.9972379332248553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:16,053] Trial 9711 finished with value: 0.997495769319161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:18,770] Trial 9712 finished with value: 0.9969800756122487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:21,042] Trial 9713 finished with value: 0.9974175483580505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:27,211] Trial 9714 finished with value: 0.9969220790296535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:29,964] Trial 9715 finished with value: 0.9974949131573693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:32,913] Trial 9716 finished with value: 0.9969124457495505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:35,656] Trial 9717 finished with value: 0.9974640794311446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:44,706] Trial 9718 finished with value: 0.9964558970614151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 37, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:46,135] Trial 9719 finished with value: 0.9954579088123516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:48,558] Trial 9720 finished with value: 0.9972803424641684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:50,211] Trial 9721 finished with value: 0.9945648119353967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:52,996] Trial 9722 finished with value: 0.9971907544445457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:54,266] Trial 9723 finished with value: 0.9970166836064065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:56,820] Trial 9724 finished with value: 0.9973132832700699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:02,345] Trial 9725 finished with value: 0.9965120061271774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 94}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:05,105] Trial 9726 finished with value: 0.9969422367903009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:07,080] Trial 9727 finished with value: 0.9969128479957897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:07,858] Trial 9728 finished with value: 0.9937472683214779 and parameters: {'classifier': 'SVC', 'svc_c': 241.84046143136302, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:09,209] Trial 9729 finished with value: 0.9963002803565265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 23}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:11,662] Trial 9730 finished with value: 0.9977141259321302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:14,372] Trial 9731 finished with value: 0.9972531432361557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:17,149] Trial 9732 finished with value: 0.9976099214635527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:20,206] Trial 9733 finished with value: 0.9972928599266125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:22,349] Trial 9734 finished with value: 0.997608603134352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 72}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:24,797] Trial 9735 finished with value: 0.9971116638647706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:28,018] Trial 9736 finished with value: 0.997497549149274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:29,055] Trial 9737 finished with value: 0.996737449656195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:31,561] Trial 9738 finished with value: 0.9971693153293599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:33,524] Trial 9739 finished with value: 0.9973971218090646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:36,562] Trial 9740 finished with value: 0.9974789382624986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:37,761] Trial 9741 finished with value: 0.9958138582995085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:38,578] Trial 9742 finished with value: 0.9957643090783658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 17}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:42,802] Trial 9743 finished with value: 0.9974581288908729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:45,458] Trial 9744 finished with value: 0.9973856439535175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:47,292] Trial 9745 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 9783058531.06456, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:49,398] Trial 9746 finished with value: 0.9971745529727539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:52,116] Trial 9747 finished with value: 0.9974721450490458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:54,583] Trial 9748 finished with value: 0.997383486347092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:55,672] Trial 9749 finished with value: 0.99043985619156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:59,508] Trial 9750 finished with value: 0.9970719639636668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:00,697] Trial 9751 finished with value: 0.9970333968519564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:03,429] Trial 9752 finished with value: 0.9974291557042602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:05,856] Trial 9753 finished with value: 0.9976030820397064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:08,750] Trial 9754 finished with value: 0.9971727521004082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:16,510] Trial 9755 finished with value: 0.9971202795640841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:19,290] Trial 9756 finished with value: 0.9968858132970895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:21,525] Trial 9757 finished with value: 0.9963419578466448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:22,833] Trial 9758 finished with value: 0.9972358660079902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:25,293] Trial 9759 finished with value: 0.9974626321190879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:27,872] Trial 9760 finished with value: 0.9964446883750613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:30,883] Trial 9761 finished with value: 0.9974788683121507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:33,214] Trial 9762 finished with value: 0.9973048454299898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:34,738] Trial 9763 finished with value: 0.9971936473230737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:42,624] Trial 9764 finished with value: 0.9897374673225299 and parameters: {'classifier': 'SVC', 'svc_c': 730212263.8133858, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:44,946] Trial 9765 finished with value: 0.9974851582258668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:46,141] Trial 9766 finished with value: 0.994022889291779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:47,511] Trial 9767 finished with value: 0.9972404435346468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:51,171] Trial 9768 finished with value: 0.9974546098234304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:53,411] Trial 9769 finished with value: 0.9975737361231084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:57,768] Trial 9770 finished with value: 0.9961642954199444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:09,416] Trial 9771 finished with value: 0.9964810298977481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:12,126] Trial 9772 finished with value: 0.9973191797924229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:14,906] Trial 9773 finished with value: 0.997599713917752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:17,020] Trial 9774 finished with value: 0.9974204959844689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:21,633] Trial 9775 finished with value: 0.9973710715567784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:23,952] Trial 9776 finished with value: 0.9952693633619661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:26,973] Trial 9777 finished with value: 0.997162617139202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:29,685] Trial 9778 finished with value: 0.9973612591796636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:30,415] Trial 9779 finished with value: 0.996686766122239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 12}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:32,612] Trial 9780 finished with value: 0.9975838249691352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:33,363] Trial 9781 finished with value: 0.985606631560052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:43,552] Trial 9782 finished with value: 0.9963860070788503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:45,402] Trial 9783 finished with value: 0.9853941811494978 and parameters: {'classifier': 'SVC', 'svc_c': 0.05503627479346213, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:47,853] Trial 9784 finished with value: 0.9969998584529951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:49,236] Trial 9785 finished with value: 0.9961474086632546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:50,834] Trial 9786 finished with value: 0.9969213082428325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:53,470] Trial 9787 finished with value: 0.9974016157063349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:56,220] Trial 9788 finished with value: 0.9974022192343835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:00,000] Trial 9789 finished with value: 0.9972480119464896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:02,365] Trial 9790 finished with value: 0.9973281655557376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:16,255] Trial 9791 finished with value: 0.9965575863008255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:19,269] Trial 9792 finished with value: 0.9974128456888249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:21,898] Trial 9793 finished with value: 0.9976994435635415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:23,412] Trial 9794 finished with value: 0.9971732531467534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:29,193] Trial 9795 finished with value: 0.9967559991618572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:31,762] Trial 9796 finished with value: 0.9976324099609112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:41,445] Trial 9797 finished with value: 0.9969775005888638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:45,142] Trial 9798 finished with value: 0.9970288665513061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:47,976] Trial 9799 finished with value: 0.9969417513590062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:50,717] Trial 9800 finished with value: 0.997481224312236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:52,494] Trial 9801 finished with value: 0.9852022858899305 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006099834826139318, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:05,723] Trial 9802 finished with value: 0.9968103355067975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:08,922] Trial 9803 finished with value: 0.9973087217393187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:17,227] Trial 9804 finished with value: 0.9968868401453478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:19,455] Trial 9805 finished with value: 0.9974605215165034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:22,496] Trial 9806 finished with value: 0.9970091757187532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:25,181] Trial 9807 finished with value: 0.9974901245101521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:27,817] Trial 9808 finished with value: 0.9973319783575137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:29,127] Trial 9809 finished with value: 0.996458086469224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:32,381] Trial 9810 finished with value: 0.9972176685074596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:34,003] Trial 9811 finished with value: 0.9970569223854414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 50}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:36,589] Trial 9812 finished with value: 0.9974131174605265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:38,237] Trial 9813 finished with value: 0.9948568231863012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:40,440] Trial 9814 finished with value: 0.9975266514774322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:41,543] Trial 9815 finished with value: 0.9963315858032696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:43,822] Trial 9816 finished with value: 0.9973393267304439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:52,869] Trial 9817 finished with value: 0.9968537908275407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:53,960] Trial 9818 finished with value: 0.997044878992121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:56,539] Trial 9819 finished with value: 0.9966997808224797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:58,344] Trial 9820 finished with value: 0.9852055639397035 and parameters: {'classifier': 'SVC', 'svc_c': 5.588332417488666e-08, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:01,190] Trial 9821 finished with value: 0.9974378182169872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:02,116] Trial 9822 finished with value: 0.9961682659273828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:04,294] Trial 9823 finished with value: 0.9974374194936556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:06,481] Trial 9824 finished with value: 0.9974126775731289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:09,417] Trial 9825 finished with value: 0.9970445909706108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:11,799] Trial 9826 finished with value: 0.9975932055837567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:14,563] Trial 9827 finished with value: 0.9973684204258914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:16,161] Trial 9828 finished with value: 0.996519176291757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:17,840] Trial 9829 finished with value: 0.9966440494060785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:20,208] Trial 9830 finished with value: 0.9975089335366837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:22,388] Trial 9831 finished with value: 0.997615133621407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:25,970] Trial 9832 finished with value: 0.9971084247891479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:32,176] Trial 9833 finished with value: 0.9967564326381974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:33,339] Trial 9834 finished with value: 0.9967365341127783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:35,624] Trial 9835 finished with value: 0.9970805078400957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:40,669] Trial 9836 finished with value: 0.9972479707824236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:42,379] Trial 9837 finished with value: 0.996259531358891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:44,253] Trial 9838 finished with value: 0.9972267236181023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:24,347] Trial 9839 finished with value: 0.9897235424425789 and parameters: {'classifier': 'SVC', 'svc_c': 1766728682.4982069, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:28,754] Trial 9840 finished with value: 0.9970462666686494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:31,865] Trial 9841 finished with value: 0.9976397277384986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:34,438] Trial 9842 finished with value: 0.9969525713512072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:36,456] Trial 9843 finished with value: 0.9975226172720136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:38,901] Trial 9844 finished with value: 0.9972904824082262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:41,343] Trial 9845 finished with value: 0.9974268100507327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:43,943] Trial 9846 finished with value: 0.9973943335069418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:46,541] Trial 9847 finished with value: 0.9971007097799105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:49,341] Trial 9848 finished with value: 0.9974580045100135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:51,451] Trial 9849 finished with value: 0.9974333079112186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:53,549] Trial 9850 finished with value: 0.997385566957354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:56,401] Trial 9851 finished with value: 0.9975648478269076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:57,858] Trial 9852 finished with value: 0.9968043349475838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:59,677] Trial 9853 finished with value: 0.9972324119397823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:13,791] Trial 9854 finished with value: 0.9961857696055182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:17,447] Trial 9855 finished with value: 0.9969537461298522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:20,381] Trial 9856 finished with value: 0.9974058756000135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:21,875] Trial 9857 finished with value: 0.9867092920627112 and parameters: {'classifier': 'SVC', 'svc_c': 2613996.5119503206, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:23,993] Trial 9858 finished with value: 0.9970260113774122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:26,814] Trial 9859 finished with value: 0.9973509167477562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:30,764] Trial 9860 finished with value: 0.9971227282705972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:33,201] Trial 9861 finished with value: 0.997343377598264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:34,280] Trial 9862 finished with value: 0.9898404064007366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:43,228] Trial 9863 finished with value: 0.9969952913681102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:52,452] Trial 9864 finished with value: 0.9967191723030892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:03,588] Trial 9865 finished with value: 0.996664019976548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:05,700] Trial 9866 finished with value: 0.9973926362906019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:08,098] Trial 9867 finished with value: 0.9975160526984462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:10,735] Trial 9868 finished with value: 0.9974576634227219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:15,245] Trial 9869 finished with value: 0.9946290699945429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:16,818] Trial 9870 finished with value: 0.9962244437057145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:31,735] Trial 9871 finished with value: 0.9963104374390541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:39,823] Trial 9872 finished with value: 0.9969659086990151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:42,472] Trial 9873 finished with value: 0.9972170056295243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:45,229] Trial 9874 finished with value: 0.9973700015132279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:47,576] Trial 9875 finished with value: 0.9973515864810795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:49,646] Trial 9876 finished with value: 0.9970545861580725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:51,424] Trial 9877 finished with value: 0.9853469842151051 and parameters: {'classifier': 'SVC', 'svc_c': 0.0031477457966754743, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:02,864] Trial 9878 finished with value: 0.9966549869872269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 100}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:04,616] Trial 9879 finished with value: 0.9972414875531129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:06,882] Trial 9880 finished with value: 0.9974669785937782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:10,209] Trial 9881 finished with value: 0.9969973047892221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:12,049] Trial 9882 finished with value: 0.9974970016386323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:15,126] Trial 9883 finished with value: 0.9973420788830903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:32,600] Trial 9884 finished with value: 0.995883878121853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:34,607] Trial 9885 finished with value: 0.9974778895150842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:38,263] Trial 9886 finished with value: 0.9973987100374303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:45,502] Trial 9887 finished with value: 0.9968791958481682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:47,128] Trial 9888 finished with value: 0.9966538140811183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:49,507] Trial 9889 finished with value: 0.9973388991256167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:59,710] Trial 9890 finished with value: 0.9965518352650403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 46, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:14,795] Trial 9891 finished with value: 0.9960680801443873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:19,289] Trial 9892 finished with value: 0.9973579702120502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:21,421] Trial 9893 finished with value: 0.9974291135245811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:24,037] Trial 9894 finished with value: 0.997494522463728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:25,825] Trial 9895 finished with value: 0.9866457846368145 and parameters: {'classifier': 'SVC', 'svc_c': 1.323220613726022, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:27,318] Trial 9896 finished with value: 0.9956298958981756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:30,421] Trial 9897 finished with value: 0.9972658560454204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:32,471] Trial 9898 finished with value: 0.9976223396815603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:35,053] Trial 9899 finished with value: 0.9973451455901375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:37,210] Trial 9900 finished with value: 0.9975563547628684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:49,970] Trial 9901 finished with value: 0.9959215892621988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 61, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:01,178] Trial 9902 finished with value: 0.99635410384862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:02,701] Trial 9903 finished with value: 0.9974016277350021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:06,163] Trial 9904 finished with value: 0.9973365136727533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:07,683] Trial 9905 finished with value: 0.9966263988131695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:09,920] Trial 9906 finished with value: 0.9976003856188257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:12,143] Trial 9907 finished with value: 0.9970699450518968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:14,149] Trial 9908 finished with value: 0.9972102634188887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:16,351] Trial 9909 finished with value: 0.9974278687003744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:17,830] Trial 9910 finished with value: 0.9973843184832877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:19,836] Trial 9911 finished with value: 0.9973994924403252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:22,127] Trial 9912 finished with value: 0.996892756567369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:24,947] Trial 9913 finished with value: 0.9974485304272546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:26,717] Trial 9914 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.00021417990534265322, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:28,614] Trial 9915 finished with value: 0.9966374477943729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:31,906] Trial 9916 finished with value: 0.9974517900373034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:33,376] Trial 9917 finished with value: 0.9959548109485814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:36,059] Trial 9918 finished with value: 0.9974772762752361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:38,900] Trial 9919 finished with value: 0.9973763145956166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:41,254] Trial 9920 finished with value: 0.9975705780108877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:42,764] Trial 9921 finished with value: 0.9967539159808245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:45,791] Trial 9922 finished with value: 0.9973724150858773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:48,800] Trial 9923 finished with value: 0.9972864129102544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:50,864] Trial 9924 finished with value: 0.9972384781647268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:52,652] Trial 9925 finished with value: 0.9975369732162239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:55,540] Trial 9926 finished with value: 0.9974269534425986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:58,568] Trial 9927 finished with value: 0.9968883361750923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:59,750] Trial 9928 finished with value: 0.9901585820969183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:04,330] Trial 9929 finished with value: 0.997163501357304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:06,794] Trial 9930 finished with value: 0.9973994306466193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:09,455] Trial 9931 finished with value: 0.9973740387654856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:10,979] Trial 9932 finished with value: 0.9866085323948727 and parameters: {'classifier': 'SVC', 'svc_c': 76792567.97896962, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:13,505] Trial 9933 finished with value: 0.9973278198029737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:15,528] Trial 9934 finished with value: 0.9968155401427677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:21,976] Trial 9935 finished with value: 0.9969357637171207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:24,216] Trial 9936 finished with value: 0.9974472650368837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:28,295] Trial 9937 finished with value: 0.9973842180645486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:29,669] Trial 9938 finished with value: 0.9972942293221063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:32,471] Trial 9939 finished with value: 0.9975497981555158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:36,011] Trial 9940 finished with value: 0.9970978211225242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:38,026] Trial 9941 finished with value: 0.9972549532172809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:39,603] Trial 9942 finished with value: 0.9971605809302725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:42,051] Trial 9943 finished with value: 0.9939833188178616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 32, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:44,949] Trial 9944 finished with value: 0.9973702006368592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:46,474] Trial 9945 finished with value: 0.9965183145123554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:47,321] Trial 9946 finished with value: 0.9968241857074522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 36}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:48,961] Trial 9947 finished with value: 0.993881457114662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:50,079] Trial 9948 finished with value: 0.9971740935665432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:52,700] Trial 9949 finished with value: 0.9975696569450748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:58,713] Trial 9950 finished with value: 0.9967084273075635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:00,929] Trial 9951 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.2365959817225915e-09, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:02,125] Trial 9952 finished with value: 0.9971450477953362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:05,024] Trial 9953 finished with value: 0.9973051271039185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:07,120] Trial 9954 finished with value: 0.9973122691169746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:09,425] Trial 9955 finished with value: 0.9970082826140371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:11,863] Trial 9956 finished with value: 0.9975419871391082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:13,613] Trial 9957 finished with value: 0.9973244448256312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:16,621] Trial 9958 finished with value: 0.9973801504708514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:18,990] Trial 9959 finished with value: 0.9973221296722329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:20,926] Trial 9960 finished with value: 0.9970924504655598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:23,981] Trial 9961 finished with value: 0.9974599204640118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:26,165] Trial 9962 finished with value: 0.9975011099520646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:28,272] Trial 9963 finished with value: 0.9975438945238714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:32,032] Trial 9964 finished with value: 0.995560985442649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:33,527] Trial 9965 finished with value: 0.9959863146937704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 26}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:37,242] Trial 9966 finished with value: 0.9975605178876673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:40,633] Trial 9967 finished with value: 0.997342312220186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:43,142] Trial 9968 finished with value: 0.9970369638436392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:44,013] Trial 9969 finished with value: 0.9915771807732828 and parameters: {'classifier': 'SVC', 'svc_c': 55.75636350824208, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:45,895] Trial 9970 finished with value: 0.9974424517927883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:47,351] Trial 9971 finished with value: 0.993484616253617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 9}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:50,518] Trial 9972 finished with value: 0.9974649665691341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:54,542] Trial 9973 finished with value: 0.9972715475726291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:56,632] Trial 9974 finished with value: 0.9976226657250837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:59,376] Trial 9975 finished with value: 0.9972039365939862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:00,193] Trial 9976 finished with value: 0.9877200123542117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:02,518] Trial 9977 finished with value: 0.9972680942343932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:04,009] Trial 9978 finished with value: 0.9966105864481234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:06,927] Trial 9979 finished with value: 0.9972682514639869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:09,556] Trial 9980 finished with value: 0.9972406388814673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:12,507] Trial 9981 finished with value: 0.997178477269799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:28,239] Trial 9982 finished with value: 0.9967025338637874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 66, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:30,571] Trial 9983 finished with value: 0.9970425179774464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:34,278] Trial 9984 finished with value: 0.9972099966300384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 74}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:36,024] Trial 9985 finished with value: 0.9955600175951608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:48,953] Trial 9986 finished with value: 0.9957629379372873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 58, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:01,034] Trial 9987 finished with value: 0.9963870133926824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:02,863] Trial 9988 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.2780063102773923e-06, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:04,784] Trial 9989 finished with value: 0.9973204909488563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:07,472] Trial 9990 finished with value: 0.99713456019424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:09,293] Trial 9991 finished with value: 0.9973163177314031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:22,882] Trial 9992 finished with value: 0.9967657301947151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:30,233] Trial 9993 finished with value: 0.9966258782162735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:33,180] Trial 9994 finished with value: 0.9971532281140352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:35,498] Trial 9995 finished with value: 0.9972589140446574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:38,856] Trial 9996 finished with value: 0.9973925049591407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:40,777] Trial 9997 finished with value: 0.9972106969269668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:43,367] Trial 9998 finished with value: 0.9975076322824773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:45,670] Trial 9999 finished with value: 0.9973797703776714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:45,671] A new study created in memory with name: no-name-61ca7357-f03c-47cb-b4a2-4a17fbe72ab8
[I 2023-09-07 11:04:46,386] Trial 0 finished with value: 0.9969694164360247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:04:48,059] Trial 1 finished with value: 0.9854049937467665 and parameters: {'classifier': 'SVC', 'svc_c': 0.20981520347183488, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:04:48,541] Trial 2 finished with value: 0.9869214756526774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:14,418] Trial 3 finished with value: 0.9892302055524468 and parameters: {'classifier': 'SVC', 'svc_c': 6099224743.194647, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:15,237] Trial 4 finished with value: 0.9960720764864822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 24}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:15,453] Trial 5 finished with value: 0.9892778024479494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 13}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:15,985] Trial 6 finished with value: 0.9929197595441576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:16,495] Trial 7 finished with value: 0.9944406118551411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 83}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:17,242] Trial 8 finished with value: 0.9907368741291057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:17,854] Trial 9 finished with value: 0.9950395603139782 and parameters: {'classifier': 'SVC', 'svc_c': 1252.0400055180762, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:19,553] Trial 10 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.910276899590827e-09, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:24,373] Trial 11 finished with value: 0.9936823721082261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 71, 'rf_n_estimators': 35}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:25,873] Trial 12 finished with value: 0.9967964863852318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 53}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:26,355] Trial 13 finished with value: 0.997308567905681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 59}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:26,911] Trial 14 finished with value: 0.997023944858781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 76}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:27,425] Trial 15 finished with value: 0.9967765115618827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 68}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:27,958] Trial 16 finished with value: 0.9968708556021536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 54}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:28,500] Trial 17 finished with value: 0.9964825509369638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 81}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:30,109] Trial 18 finished with value: 0.9850749532147316 and parameters: {'classifier': 'SVC', 'svc_c': 3.008904575705163e-10, 'svc_kernel': 'rbf'}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:30,784] Trial 19 finished with value: 0.9971227566442864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 86}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:31,502] Trial 20 finished with value: 0.9971372678820779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 53}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:32,095] Trial 21 finished with value: 0.9972214399547422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 45}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:32,729] Trial 22 finished with value: 0.9974250261899056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 45}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:33,321] Trial 23 finished with value: 0.9969812609278789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 37}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:33,923] Trial 24 finished with value: 0.9968054320953071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 41}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:34,890] Trial 25 finished with value: 0.9972444388928666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:36,321] Trial 26 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2014971909.2849047, 'svc_kernel': 'sigmoid'}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:37,342] Trial 27 finished with value: 0.9971450006328059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:37,564] Trial 28 finished with value: 0.9903852254140522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 4}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:38,623] Trial 29 finished with value: 0.9967623142119962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:40,167] Trial 30 finished with value: 0.9970228752912993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:40,774] Trial 31 finished with value: 0.997208214133941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 46}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:41,176] Trial 32 finished with value: 0.9973736896802413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 25}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:41,557] Trial 33 finished with value: 0.9962770367508734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 27}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:43,238] Trial 34 finished with value: 0.9852053993151775 and parameters: {'classifier': 'SVC', 'svc_c': 0.00022608075853558252, 'svc_kernel': 'sigmoid'}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:43,903] Trial 35 finished with value: 0.9963428785633405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 27}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:44,976] Trial 36 finished with value: 0.9971181425238225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:45,386] Trial 37 finished with value: 0.9958805814419281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 19}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:47,013] Trial 38 finished with value: 0.995372599062656 and parameters: {'classifier': 'SVC', 'svc_c': 177617.52421178154, 'svc_kernel': 'rbf'}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:47,562] Trial 39 finished with value: 0.9970729524407949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 60}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:48,426] Trial 40 finished with value: 0.9974816927002742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 31}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:48,919] Trial 41 finished with value: 0.9955239396240575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 12}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:50,009] Trial 42 finished with value: 0.996770173184382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 33}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:50,962] Trial 43 finished with value: 0.99680782665695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 47}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:51,286] Trial 44 finished with value: 0.9962205705067007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 16}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:52,740] Trial 45 finished with value: 0.9965793178173529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 33}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:53,314] Trial 46 finished with value: 0.9969988579789378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 22}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:54,953] Trial 47 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.7452059334805882e-05, 'svc_kernel': 'rbf'}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:55,640] Trial 48 finished with value: 0.9974681494369227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 61}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:56,800] Trial 49 finished with value: 0.9970391197362177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:57,347] Trial 50 finished with value: 0.9967429717981915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 48}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:58,265] Trial 51 finished with value: 0.9972664372299821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:59,229] Trial 52 finished with value: 0.9974801106290627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 72}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:09:03,661] Trial 53 finished with value: 0.9963383318224541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 71}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:09:04,435] Trial 54 finished with value: 0.9973400697465958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 76}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:09:05,345] Trial 55 finished with value: 0.9974072649269131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:09:06,570] Trial 56 finished with value: 0.9974916650999185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 56 with value: 0.9974916650999185.
[I 2023-09-07 11:09:07,646] Trial 57 finished with value: 0.9973165017477905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 56 with value: 0.9974916650999185.
[I 2023-09-07 11:09:08,367] Trial 58 finished with value: 0.9915870115901217 and parameters: {'classifier': 'SVC', 'svc_c': 56.16533189352135, 'svc_kernel': 'sigmoid'}. Best is trial 56 with value: 0.9974916650999185.
[I 2023-09-07 11:09:09,265] Trial 59 finished with value: 0.9961522216851847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 56 with value: 0.9974916650999185.
[I 2023-09-07 11:09:11,319] Trial 60 finished with value: 0.9976615867462003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:13,293] Trial 61 finished with value: 0.9975661884043814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:15,681] Trial 62 finished with value: 0.997455325544982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:18,330] Trial 63 finished with value: 0.9972863353745464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:21,487] Trial 64 finished with value: 0.997361569449447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:24,075] Trial 65 finished with value: 0.9972867021060674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:25,604] Trial 66 finished with value: 0.9969517319152926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:27,630] Trial 67 finished with value: 0.997355233484027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:29,835] Trial 68 finished with value: 0.997308378239946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:31,897] Trial 69 finished with value: 0.9971800590236314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:37,341] Trial 70 finished with value: 0.9929396925686823 and parameters: {'classifier': 'SVC', 'svc_c': 1497093.742742775, 'svc_kernel': 'rbf'}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:39,830] Trial 71 finished with value: 0.9973326998236263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:41,367] Trial 72 finished with value: 0.9974483790374359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:43,656] Trial 73 finished with value: 0.9970473892384367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:45,286] Trial 74 finished with value: 0.9973410621274864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:48,329] Trial 75 finished with value: 0.997661865309814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:09:50,998] Trial 76 finished with value: 0.9970297258551509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 93}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:09:54,532] Trial 77 finished with value: 0.997007876940104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 99}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:09:57,482] Trial 78 finished with value: 0.9972192326467536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:09:59,887] Trial 79 finished with value: 0.9971078436998001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:02,203] Trial 80 finished with value: 0.9972062315938132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:04,629] Trial 81 finished with value: 0.9974777761155408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:06,999] Trial 82 finished with value: 0.9970407712817088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:08,859] Trial 83 finished with value: 0.9972419113493914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:13,971] Trial 84 finished with value: 0.9966141479491482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:17,399] Trial 85 finished with value: 0.9973573334226747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:18,673] Trial 86 finished with value: 0.9974113054481752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:20,840] Trial 87 finished with value: 0.9974582971969963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:22,520] Trial 88 finished with value: 0.9853958195872329 and parameters: {'classifier': 'SVC', 'svc_c': 0.06219202306914538, 'svc_kernel': 'sigmoid'}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:25,488] Trial 89 finished with value: 0.997311457356515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 90}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:27,684] Trial 90 finished with value: 0.9973123698848307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:30,092] Trial 91 finished with value: 0.9966155609207887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:32,972] Trial 92 finished with value: 0.9973858987771765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:35,154] Trial 93 finished with value: 0.9973664281739637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:36,113] Trial 94 finished with value: 0.9972611574069091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:38,914] Trial 95 finished with value: 0.9974390070237873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:40,412] Trial 96 finished with value: 0.9974141467526035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:43,065] Trial 97 finished with value: 0.9973026025438066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 74}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:45,619] Trial 98 finished with value: 0.9966674991811786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:47,097] Trial 99 finished with value: 0.9975047962148036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:48,259] Trial 100 finished with value: 0.9970770222244077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:49,621] Trial 101 finished with value: 0.9970210288433184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 54}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:51,386] Trial 102 finished with value: 0.9972795501907842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:52,564] Trial 103 finished with value: 0.9972681374296851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:52,861] Trial 104 finished with value: 0.9908067318976945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 4}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:54,473] Trial 105 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8509197350851653e-07, 'svc_kernel': 'rbf'}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:55,798] Trial 106 finished with value: 0.997248875534952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 51}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:58,921] Trial 107 finished with value: 0.9971104064406145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 88}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:01,691] Trial 108 finished with value: 0.997270974830351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:02,524] Trial 109 finished with value: 0.9971002600537616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 41}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:03,793] Trial 110 finished with value: 0.9975632971127486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:05,048] Trial 111 finished with value: 0.9970520987947881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:07,788] Trial 112 finished with value: 0.9974453787895668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:08,947] Trial 113 finished with value: 0.9971174549855331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:10,933] Trial 114 finished with value: 0.9974740581148943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:12,554] Trial 115 finished with value: 0.9976759046683975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:14,193] Trial 116 finished with value: 0.9975295109676816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:15,872] Trial 117 finished with value: 0.9975613985828615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:17,570] Trial 118 finished with value: 0.997381570266142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:18,926] Trial 119 finished with value: 0.9974269851170302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:20,693] Trial 120 finished with value: 0.9976653914865478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:22,389] Trial 121 finished with value: 0.9973349408690106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:24,124] Trial 122 finished with value: 0.9972375356440885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:25,721] Trial 123 finished with value: 0.9974803512341394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:27,347] Trial 124 finished with value: 0.9975900106873011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:28,932] Trial 125 finished with value: 0.9974254466537037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:30,595] Trial 126 finished with value: 0.985206547116601 and parameters: {'classifier': 'SVC', 'svc_c': 1.0796929088152605e-10, 'svc_kernel': 'sigmoid'}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:31,878] Trial 127 finished with value: 0.9975662511819623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:33,211] Trial 128 finished with value: 0.9972549230027928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:34,583] Trial 129 finished with value: 0.9975627651219435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:35,935] Trial 130 finished with value: 0.9973080234418785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:37,507] Trial 131 finished with value: 0.9975204982271456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:39,058] Trial 132 finished with value: 0.9974018528519796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:40,298] Trial 133 finished with value: 0.9973287146532748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:42,113] Trial 134 finished with value: 0.997465838853783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:43,188] Trial 135 finished with value: 0.9973308622622595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:44,971] Trial 136 finished with value: 0.9974981743860512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:46,653] Trial 137 finished with value: 0.997536526251273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:48,453] Trial 138 finished with value: 0.9974530955126513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:49,932] Trial 139 finished with value: 0.9974325128766366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:51,887] Trial 140 finished with value: 0.9974570217457086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:53,593] Trial 141 finished with value: 0.9977993986436878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:11:55,151] Trial 142 finished with value: 0.9974020758107796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:11:57,011] Trial 143 finished with value: 0.9975332668951274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:11:58,866] Trial 144 finished with value: 0.9974572997063024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:00,416] Trial 145 finished with value: 0.9976181592913399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:01,987] Trial 146 finished with value: 0.9972748125146466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:03,570] Trial 147 finished with value: 0.997588240854629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:04,990] Trial 148 finished with value: 0.9974500533707444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:06,673] Trial 149 finished with value: 0.9852422718447942 and parameters: {'classifier': 'SVC', 'svc_c': 0.000847705593026861, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:08,310] Trial 150 finished with value: 0.997413070678851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:10,063] Trial 151 finished with value: 0.9975156806349569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:11,594] Trial 152 finished with value: 0.9977090693534981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:13,119] Trial 153 finished with value: 0.997351085910803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:15,286] Trial 154 finished with value: 0.9974001813116069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:16,538] Trial 155 finished with value: 0.9973649281452429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:18,165] Trial 156 finished with value: 0.997413388280091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:20,012] Trial 157 finished with value: 0.9974755693153585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:21,137] Trial 158 finished with value: 0.9974005376965699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:22,739] Trial 159 finished with value: 0.9971104916568961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:24,369] Trial 160 finished with value: 0.9971775859741435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:26,592] Trial 161 finished with value: 0.997363337949127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:28,416] Trial 162 finished with value: 0.9975104490217653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:30,159] Trial 163 finished with value: 0.9970730125841296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:31,376] Trial 164 finished with value: 0.9973139199642316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:33,368] Trial 165 finished with value: 0.9976616565695967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:35,771] Trial 166 finished with value: 0.9976850094488651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:37,950] Trial 167 finished with value: 0.9973465809687408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:40,367] Trial 168 finished with value: 0.9976849916756371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:42,786] Trial 169 finished with value: 0.9973677146700429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:45,307] Trial 170 finished with value: 0.9974491083745495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:47,647] Trial 171 finished with value: 0.9973982412050612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:50,285] Trial 172 finished with value: 0.9973574076259025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:52,267] Trial 173 finished with value: 0.9976221684872874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:54,345] Trial 174 finished with value: 0.9973889251136056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:56,536] Trial 175 finished with value: 0.9975094858080116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:58,905] Trial 176 finished with value: 0.9977137830357777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:01,415] Trial 177 finished with value: 0.9972584495603815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:03,018] Trial 178 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.836070692543851e-07, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:05,442] Trial 179 finished with value: 0.9974455528085135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:07,379] Trial 180 finished with value: 0.9973466608213161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:09,327] Trial 181 finished with value: 0.9976029118610467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:11,244] Trial 182 finished with value: 0.9972493737248854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:13,436] Trial 183 finished with value: 0.99745267479495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:15,699] Trial 184 finished with value: 0.9972727005790697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:17,274] Trial 185 finished with value: 0.9974423405196847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:27,859] Trial 186 finished with value: 0.9966684186600959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:29,204] Trial 187 finished with value: 0.9971801036788673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:32,111] Trial 188 finished with value: 0.9975375332316013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:34,694] Trial 189 finished with value: 0.9974422593341176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:36,644] Trial 190 finished with value: 0.9975097294281893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:38,365] Trial 191 finished with value: 0.997410719344238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:39,783] Trial 192 finished with value: 0.997401177691474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:41,516] Trial 193 finished with value: 0.9970454197743264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:43,668] Trial 194 finished with value: 0.9975192070021182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:45,176] Trial 195 finished with value: 0.9974734107567959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:46,560] Trial 196 finished with value: 0.9972773388520811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:47,240] Trial 197 finished with value: 0.9895473280896451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:49,169] Trial 198 finished with value: 0.997641710564268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:51,070] Trial 199 finished with value: 0.9974841174129292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:53,156] Trial 200 finished with value: 0.9975511459692323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:54,684] Trial 201 finished with value: 0.9972375222506916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:56,627] Trial 202 finished with value: 0.9975402520277069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:57,311] Trial 203 finished with value: 0.9952847526289678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:58,981] Trial 204 finished with value: 0.9973166660866756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:01,330] Trial 205 finished with value: 0.9972285813330402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:04,078] Trial 206 finished with value: 0.9976253696361107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:07,204] Trial 207 finished with value: 0.9976095223593662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:10,867] Trial 208 finished with value: 0.9973197744338572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:11,860] Trial 209 finished with value: 0.9882520455928132 and parameters: {'classifier': 'SVC', 'svc_c': 3.768112109081258, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:14,865] Trial 210 finished with value: 0.9975374491578844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:17,884] Trial 211 finished with value: 0.9972088582865112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:20,676] Trial 212 finished with value: 0.9974156434171063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:23,757] Trial 213 finished with value: 0.9973833781843032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:27,214] Trial 214 finished with value: 0.9974079474823512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:29,817] Trial 215 finished with value: 0.9974278554339291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:32,474] Trial 216 finished with value: 0.9972923841753795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:35,245] Trial 217 finished with value: 0.9973634771833271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:37,557] Trial 218 finished with value: 0.997575507510938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:39,993] Trial 219 finished with value: 0.9971344476516202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:42,352] Trial 220 finished with value: 0.997471270320578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:43,857] Trial 221 finished with value: 0.9966433999850159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:44,902] Trial 222 finished with value: 0.9941201345576474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:48,356] Trial 223 finished with value: 0.9972558554942523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:51,143] Trial 224 finished with value: 0.9972368656568619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:53,564] Trial 225 finished with value: 0.9972491174412826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:54,345] Trial 226 finished with value: 0.9968530444789087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:56,500] Trial 227 finished with value: 0.997233688343207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:57,855] Trial 228 finished with value: 0.997400937911583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:58,949] Trial 229 finished with value: 0.9973864825007707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:02,363] Trial 230 finished with value: 0.9971837749613138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:04,093] Trial 231 finished with value: 0.9973649555033193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:05,755] Trial 232 finished with value: 0.9974564881997464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:07,656] Trial 233 finished with value: 0.997414847398649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:09,440] Trial 234 finished with value: 0.9973154018706073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:10,946] Trial 235 finished with value: 0.9975328641093437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:12,966] Trial 236 finished with value: 0.9974089359277413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:15,625] Trial 237 finished with value: 0.9973086630876655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:16,960] Trial 238 finished with value: 0.9973182846247427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:18,917] Trial 239 finished with value: 0.9973814994271325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:21,232] Trial 240 finished with value: 0.9972851494241581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:23,330] Trial 241 finished with value: 0.9973733184419374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:25,695] Trial 242 finished with value: 0.997515915590686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:32,724] Trial 243 finished with value: 0.996626964255729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:34,767] Trial 244 finished with value: 0.997572850984607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:36,405] Trial 245 finished with value: 0.997558736026328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:38,379] Trial 246 finished with value: 0.9972029718885506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:40,296] Trial 247 finished with value: 0.9973865025591282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:40,924] Trial 248 finished with value: 0.9951292116507262 and parameters: {'classifier': 'SVC', 'svc_c': 1850.1779937512833, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:42,083] Trial 249 finished with value: 0.997288429886012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:43,570] Trial 250 finished with value: 0.9975535928984224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:45,342] Trial 251 finished with value: 0.9974175879034832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:48,609] Trial 252 finished with value: 0.9971894222458797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:50,405] Trial 253 finished with value: 0.9972847147100393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:53,581] Trial 254 finished with value: 0.9973089564728824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 96}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:55,706] Trial 255 finished with value: 0.9974616636685795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:57,439] Trial 256 finished with value: 0.9975605506411878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:00,325] Trial 257 finished with value: 0.9972712404448987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:02,185] Trial 258 finished with value: 0.9975025617391662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:03,671] Trial 259 finished with value: 0.9973642171209018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:05,354] Trial 260 finished with value: 0.9976084259416148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:07,056] Trial 261 finished with value: 0.9977208156482668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:10,054] Trial 262 finished with value: 0.9975363957132597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:11,772] Trial 263 finished with value: 0.9972983493468267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:13,726] Trial 264 finished with value: 0.9972328355456334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:15,599] Trial 265 finished with value: 0.9975808297993315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:17,483] Trial 266 finished with value: 0.9974051611162406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:19,127] Trial 267 finished with value: 0.9853836912632722 and parameters: {'classifier': 'SVC', 'svc_c': 0.014747579690508047, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:21,326] Trial 268 finished with value: 0.9974004514011994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:23,094] Trial 269 finished with value: 0.9974430696346331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:24,688] Trial 270 finished with value: 0.9974233186270078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:26,334] Trial 271 finished with value: 0.9973220899363726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:28,021] Trial 272 finished with value: 0.9975719034176415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:29,578] Trial 273 finished with value: 0.9974198946463361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:31,856] Trial 274 finished with value: 0.9973243958857778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:33,409] Trial 275 finished with value: 0.9973697091753623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:35,063] Trial 276 finished with value: 0.9973760771960686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:36,878] Trial 277 finished with value: 0.9971371896163982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:39,096] Trial 278 finished with value: 0.9974066310574251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:40,540] Trial 279 finished with value: 0.997514896930808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:41,809] Trial 280 finished with value: 0.997522321506454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:43,426] Trial 281 finished with value: 0.9960106575735864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 57}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:45,343] Trial 282 finished with value: 0.9973821864576156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:46,719] Trial 283 finished with value: 0.9975006256950726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:48,613] Trial 284 finished with value: 0.9973322950383543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:50,637] Trial 285 finished with value: 0.9974801637900578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:52,482] Trial 286 finished with value: 0.9974070982394231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:52,881] Trial 287 finished with value: 0.9963089290632636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 10}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:54,559] Trial 288 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.544715095432622e-06, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:57,008] Trial 289 finished with value: 0.9974904180857961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:59,835] Trial 290 finished with value: 0.9975369493493176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:13,196] Trial 291 finished with value: 0.9967792515271725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:16,743] Trial 292 finished with value: 0.9973403150488828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:18,685] Trial 293 finished with value: 0.997506365686066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:20,520] Trial 294 finished with value: 0.9972548154430244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:21,295] Trial 295 finished with value: 0.9968977735688301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:22,069] Trial 296 finished with value: 0.9961907822906241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:25,921] Trial 297 finished with value: 0.9972340810680741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:28,396] Trial 298 finished with value: 0.9972686538371777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:30,981] Trial 299 finished with value: 0.997200859889498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:33,733] Trial 300 finished with value: 0.9972480374002916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:35,959] Trial 301 finished with value: 0.9973080938365572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:36,798] Trial 302 finished with value: 0.9968134640075507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:38,751] Trial 303 finished with value: 0.997601726323251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:40,333] Trial 304 finished with value: 0.9975973735327174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:41,972] Trial 305 finished with value: 0.9976498591450592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:43,695] Trial 306 finished with value: 0.9972859389680822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:45,323] Trial 307 finished with value: 0.985323385303578 and parameters: {'classifier': 'SVC', 'svc_c': 0.001763436499669857, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:46,940] Trial 308 finished with value: 0.997335921379924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:48,660] Trial 309 finished with value: 0.9973164328447934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:50,088] Trial 310 finished with value: 0.9972439025539682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:51,381] Trial 311 finished with value: 0.9975046886232976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:55,860] Trial 312 finished with value: 0.9970733776335413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 101}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:57,387] Trial 313 finished with value: 0.9973829543245488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:58,929] Trial 314 finished with value: 0.997536745782379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:00,478] Trial 315 finished with value: 0.9973570264218958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:02,006] Trial 316 finished with value: 0.9975115647996403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:04,197] Trial 317 finished with value: 0.9970355399541583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:05,695] Trial 318 finished with value: 0.9973065102419261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:09,431] Trial 319 finished with value: 0.99747806385141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:13,979] Trial 320 finished with value: 0.9972400932116242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:22,109] Trial 321 finished with value: 0.9961786714542503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 41, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:25,383] Trial 322 finished with value: 0.9976880230266553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:28,444] Trial 323 finished with value: 0.9971478782454003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:31,930] Trial 324 finished with value: 0.9970091980622402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:35,161] Trial 325 finished with value: 0.9975246390401953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:36,808] Trial 326 finished with value: 0.9852061373802156 and parameters: {'classifier': 'SVC', 'svc_c': 2.2250908272353888e-08, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:40,107] Trial 327 finished with value: 0.9970037911288476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:41,835] Trial 328 finished with value: 0.9975506978934546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:44,595] Trial 329 finished with value: 0.9972904944051552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:46,172] Trial 330 finished with value: 0.9975401033356105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:48,537] Trial 331 finished with value: 0.9973080096676267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 73}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:50,528] Trial 332 finished with value: 0.9973469936884897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:56,498] Trial 333 finished with value: 0.9969618105099752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:57,446] Trial 334 finished with value: 0.9941122773625845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:58,853] Trial 335 finished with value: 0.9975698093505067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:01,752] Trial 336 finished with value: 0.9975437634463136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:04,170] Trial 337 finished with value: 0.997438493631396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:05,907] Trial 338 finished with value: 0.9975380384356124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:10,297] Trial 339 finished with value: 0.997206110577172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:12,377] Trial 340 finished with value: 0.9973520817828637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:13,456] Trial 341 finished with value: 0.9968783617759599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:14,881] Trial 342 finished with value: 0.9973866955573437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:18,968] Trial 343 finished with value: 0.9975549512491243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:20,908] Trial 344 finished with value: 0.9971423656882518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:23,547] Trial 345 finished with value: 0.9976596080146211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:38,229] Trial 346 finished with value: 0.9966839790896325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:41,261] Trial 347 finished with value: 0.9971248109120853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:42,917] Trial 348 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.400176806588e-06, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:44,294] Trial 349 finished with value: 0.9972129165175257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:47,978] Trial 350 finished with value: 0.9973331377750115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:48,767] Trial 351 finished with value: 0.9909711198493815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:52,495] Trial 352 finished with value: 0.9977605569038639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:55,438] Trial 353 finished with value: 0.9973342274643265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:58,844] Trial 354 finished with value: 0.9975995982013414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:02,253] Trial 355 finished with value: 0.9975117548779683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:06,276] Trial 356 finished with value: 0.9969622465570859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:10,240] Trial 357 finished with value: 0.9974611616383591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:13,790] Trial 358 finished with value: 0.9974523455458978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:17,251] Trial 359 finished with value: 0.9975365987089159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:18,973] Trial 360 finished with value: 0.9973813270902948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 63}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:21,901] Trial 361 finished with value: 0.9972947249095313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:26,863] Trial 362 finished with value: 0.9974126792869761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:29,735] Trial 363 finished with value: 0.9974735935988807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:33,642] Trial 364 finished with value: 0.9974912358764577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:35,266] Trial 365 finished with value: 0.996747439226047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:04,691] Trial 366 finished with value: 0.9897608447669386 and parameters: {'classifier': 'SVC', 'svc_c': 24309333.612187795, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:08,423] Trial 367 finished with value: 0.9971560554537842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:09,560] Trial 368 finished with value: 0.9955206478000326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:11,147] Trial 369 finished with value: 0.9966700247569035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:14,111] Trial 370 finished with value: 0.9972555291650878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:17,060] Trial 371 finished with value: 0.9975545784874011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:20,646] Trial 372 finished with value: 0.9972406000977444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:21,906] Trial 373 finished with value: 0.9972521298447701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:23,878] Trial 374 finished with value: 0.9968873942257365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:25,784] Trial 375 finished with value: 0.9974695982406608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:28,290] Trial 376 finished with value: 0.9972220237418123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:30,362] Trial 377 finished with value: 0.9974291363758745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:32,144] Trial 378 finished with value: 0.9970079828177631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:34,728] Trial 379 finished with value: 0.9977518987709683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:37,294] Trial 380 finished with value: 0.9973091921585832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:40,443] Trial 381 finished with value: 0.9972236513251832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:43,601] Trial 382 finished with value: 0.9973556058966332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:52,315] Trial 383 finished with value: 0.9972800317500542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:54,690] Trial 384 finished with value: 0.9975506090590517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:57,314] Trial 385 finished with value: 0.9974716757088702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:58,118] Trial 386 finished with value: 0.9900506952058886 and parameters: {'classifier': 'SVC', 'svc_c': 5.356199320465405, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:00,317] Trial 387 finished with value: 0.9972905268095585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:03,861] Trial 388 finished with value: 0.9972580697211049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:07,525] Trial 389 finished with value: 0.9969251502434835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:08,559] Trial 390 finished with value: 0.9972766066902937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:10,693] Trial 391 finished with value: 0.9975651387683054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:13,019] Trial 392 finished with value: 0.9968735152387995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:15,999] Trial 393 finished with value: 0.9973964233529348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:18,500] Trial 394 finished with value: 0.9974466353250616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:21,405] Trial 395 finished with value: 0.9972897282203309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:24,734] Trial 396 finished with value: 0.9973049300749889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:30,203] Trial 397 finished with value: 0.9973578818854539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:39,707] Trial 398 finished with value: 0.9968333941439257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:46,722] Trial 399 finished with value: 0.9971169629527535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:49,125] Trial 400 finished with value: 0.9973901608925088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:53,385] Trial 401 finished with value: 0.9974793886868815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:54,754] Trial 402 finished with value: 0.9974201213502091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:55,150] Trial 403 finished with value: 0.9965023710697515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 39}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:59,648] Trial 404 finished with value: 0.9972435782242918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:01,689] Trial 405 finished with value: 0.9972849623609313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:05,192] Trial 406 finished with value: 0.9974422033801865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:08,168] Trial 407 finished with value: 0.9972023875301983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:10,386] Trial 408 finished with value: 0.9972666691706099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:11,391] Trial 409 finished with value: 0.988326712574783 and parameters: {'classifier': 'SVC', 'svc_c': 37188.020542793594, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:12,241] Trial 410 finished with value: 0.9967485803625102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 29}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:13,919] Trial 411 finished with value: 0.9975122262811079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:16,031] Trial 412 finished with value: 0.9974888934284593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:18,896] Trial 413 finished with value: 0.9973881335067175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:20,804] Trial 414 finished with value: 0.9974556615542083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:22,513] Trial 415 finished with value: 0.9974977122503805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:24,841] Trial 416 finished with value: 0.9972249243326518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:27,692] Trial 417 finished with value: 0.9972343539823405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:30,220] Trial 418 finished with value: 0.9973579655465779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:32,286] Trial 419 finished with value: 0.9975420752435394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:36,206] Trial 420 finished with value: 0.9972485145797303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:39,048] Trial 421 finished with value: 0.9969953536378847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:42,904] Trial 422 finished with value: 0.9971028282217583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:44,829] Trial 423 finished with value: 0.9973599203160369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:46,508] Trial 424 finished with value: 0.9854048299791639 and parameters: {'classifier': 'SVC', 'svc_c': 0.20808918711724042, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:49,475] Trial 425 finished with value: 0.9971006820092413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:51,835] Trial 426 finished with value: 0.9970234072186285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:52,836] Trial 427 finished with value: 0.997283972233432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:55,076] Trial 428 finished with value: 0.9973643783812097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:56,030] Trial 429 finished with value: 0.9973158572778416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:57,956] Trial 430 finished with value: 0.997452855859712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:00,673] Trial 431 finished with value: 0.9960401311400485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:02,894] Trial 432 finished with value: 0.9975298845545905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:04,769] Trial 433 finished with value: 0.9973327754867977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:08,710] Trial 434 finished with value: 0.9971281227944678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:11,986] Trial 435 finished with value: 0.9973342269247821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:15,769] Trial 436 finished with value: 0.9974719114580468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:17,054] Trial 437 finished with value: 0.9956590880128742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:17,964] Trial 438 finished with value: 0.9971244329770831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:19,768] Trial 439 finished with value: 0.9973273866440125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:22,776] Trial 440 finished with value: 0.9974083873697488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:24,371] Trial 441 finished with value: 0.9976817315577815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:26,004] Trial 442 finished with value: 0.9972727487889511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:27,625] Trial 443 finished with value: 0.9853864782324031 and parameters: {'classifier': 'SVC', 'svc_c': 0.021217944281917353, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:29,044] Trial 444 finished with value: 0.9973117426168274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:30,620] Trial 445 finished with value: 0.9973147133167046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:40,063] Trial 446 finished with value: 0.9956672348480806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 71}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:41,770] Trial 447 finished with value: 0.9971072188756156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:43,523] Trial 448 finished with value: 0.9972741990208952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:45,931] Trial 449 finished with value: 0.9973579695455542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:48,132] Trial 450 finished with value: 0.9970497845935271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:48,947] Trial 451 finished with value: 0.9974364619927251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 50}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:50,868] Trial 452 finished with value: 0.9974849485335122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:52,510] Trial 453 finished with value: 0.9972976535249433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:53,882] Trial 454 finished with value: 0.9973241854951892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 60}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:54,524] Trial 455 finished with value: 0.9884579734825273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:55,557] Trial 456 finished with value: 0.9971937990302714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:57,993] Trial 457 finished with value: 0.9976296971950079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:00,338] Trial 458 finished with value: 0.9975080455417705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:03,216] Trial 459 finished with value: 0.9976045237341534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:06,046] Trial 460 finished with value: 0.9973066068838543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:08,247] Trial 461 finished with value: 0.9968663418052154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:10,915] Trial 462 finished with value: 0.9974070834178203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:12,145] Trial 463 finished with value: 0.9867364849114044 and parameters: {'classifier': 'SVC', 'svc_c': 43323681.28984857, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:14,966] Trial 464 finished with value: 0.9977248453786404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:18,125] Trial 465 finished with value: 0.9973940090820514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:20,740] Trial 466 finished with value: 0.9971915976572713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:23,270] Trial 467 finished with value: 0.9972896369738469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:24,610] Trial 468 finished with value: 0.9973683303219721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:27,653] Trial 469 finished with value: 0.997470132611809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:29,881] Trial 470 finished with value: 0.9970096978708071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:31,973] Trial 471 finished with value: 0.9974814823731615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:33,095] Trial 472 finished with value: 0.9969011474988217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:34,122] Trial 473 finished with value: 0.9973751633664989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:36,835] Trial 474 finished with value: 0.9975358197019769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:37,775] Trial 475 finished with value: 0.9970978499088062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:39,978] Trial 476 finished with value: 0.9974925282123123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:42,512] Trial 477 finished with value: 0.9971213816946589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:45,166] Trial 478 finished with value: 0.9973858625959621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:47,233] Trial 479 finished with value: 0.9973927189995888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:49,191] Trial 480 finished with value: 0.9970045392865406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:51,624] Trial 481 finished with value: 0.996864015004005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:40,290] Trial 482 finished with value: 0.989609147534933 and parameters: {'classifier': 'SVC', 'svc_c': 8473038172.443074, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:42,723] Trial 483 finished with value: 0.9973039275379678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:45,699] Trial 484 finished with value: 0.9971615641706458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:47,496] Trial 485 finished with value: 0.997543733136612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:52,029] Trial 486 finished with value: 0.9973181546262738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:52,620] Trial 487 finished with value: 0.9934823420103812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:55,038] Trial 488 finished with value: 0.9972512670814936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:56,921] Trial 489 finished with value: 0.9974409367837752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:05,982] Trial 490 finished with value: 0.996750579818943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:07,136] Trial 491 finished with value: 0.9974210963704645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:07,941] Trial 492 finished with value: 0.9932581924358511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:10,071] Trial 493 finished with value: 0.9975342714951126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:15,250] Trial 494 finished with value: 0.99683518866869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:18,596] Trial 495 finished with value: 0.997544240784442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:20,476] Trial 496 finished with value: 0.9972822759692294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:24,288] Trial 497 finished with value: 0.9971632889354894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:26,047] Trial 498 finished with value: 0.9974936915018345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:27,837] Trial 499 finished with value: 0.9976797851353923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:29,299] Trial 500 finished with value: 0.9974624228710641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:31,180] Trial 501 finished with value: 0.9975819937236121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:31,877] Trial 502 finished with value: 0.9926752826016024 and parameters: {'classifier': 'SVC', 'svc_c': 324.68744928559465, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:32,407] Trial 503 finished with value: 0.9958705234768853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 20}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:33,984] Trial 504 finished with value: 0.997160628759299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:36,266] Trial 505 finished with value: 0.997421060855746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:41,195] Trial 506 finished with value: 0.9967212124475194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 26, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:42,336] Trial 507 finished with value: 0.9974399813458089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:43,617] Trial 508 finished with value: 0.9974036676890047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:44,891] Trial 509 finished with value: 0.9972433585979722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:49,281] Trial 510 finished with value: 0.997417179119235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:52,251] Trial 511 finished with value: 0.9971198417713886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:54,473] Trial 512 finished with value: 0.9970615882386945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:01,253] Trial 513 finished with value: 0.9969375040970148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:03,800] Trial 514 finished with value: 0.9974064789693725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:04,544] Trial 515 finished with value: 0.9965527615358698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:16,302] Trial 516 finished with value: 0.9967142144293497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:19,540] Trial 517 finished with value: 0.9974016296710143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:26,174] Trial 518 finished with value: 0.9968943619659424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:27,907] Trial 519 finished with value: 0.9973496722726664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:29,723] Trial 520 finished with value: 0.9972543949157505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:31,365] Trial 521 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.020102604322761e-09, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:33,405] Trial 522 finished with value: 0.9970451149952009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:35,449] Trial 523 finished with value: 0.9976360308752986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:37,487] Trial 524 finished with value: 0.9975891927696877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:39,432] Trial 525 finished with value: 0.9972242500925456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:41,392] Trial 526 finished with value: 0.9974120912470265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:42,404] Trial 527 finished with value: 0.9960486864103864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:43,782] Trial 528 finished with value: 0.9975923393927859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:45,360] Trial 529 finished with value: 0.9975240678213367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:47,267] Trial 530 finished with value: 0.9974431839228379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:47,901] Trial 531 finished with value: 0.994257581437461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 7}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:48,593] Trial 532 finished with value: 0.9901537315290438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:59,724] Trial 533 finished with value: 0.9966093883103785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:02,019] Trial 534 finished with value: 0.9972611809881742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:03,658] Trial 535 finished with value: 0.9974304556889502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:05,660] Trial 536 finished with value: 0.9973055939367995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:08,376] Trial 537 finished with value: 0.9972974396431847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:09,385] Trial 538 finished with value: 0.9972367116645348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:10,819] Trial 539 finished with value: 0.9974471154878638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:11,738] Trial 540 finished with value: 0.9885185050035302 and parameters: {'classifier': 'SVC', 'svc_c': 2.0627092394087487, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:12,963] Trial 541 finished with value: 0.9973234389243917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:15,575] Trial 542 finished with value: 0.9970714831343686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:18,398] Trial 543 finished with value: 0.9975363072914495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:20,120] Trial 544 finished with value: 0.9975093929746323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:22,114] Trial 545 finished with value: 0.9974641615371111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:24,400] Trial 546 finished with value: 0.9974451564972631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:26,198] Trial 547 finished with value: 0.9969777028228104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:30,574] Trial 548 finished with value: 0.9973529306766746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:32,156] Trial 549 finished with value: 0.9971079590670936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:35,187] Trial 550 finished with value: 0.9973100485742782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:36,754] Trial 551 finished with value: 0.9974432379724943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:38,781] Trial 552 finished with value: 0.9974551401003886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:42,280] Trial 553 finished with value: 0.997252412216933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:44,729] Trial 554 finished with value: 0.9973646499942218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:55,031] Trial 555 finished with value: 0.9967875796175688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:56,474] Trial 556 finished with value: 0.9972499794428495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:57,263] Trial 557 finished with value: 0.9960755503591443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:58,562] Trial 558 finished with value: 0.9974344028372885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:59,283] Trial 559 finished with value: 0.9929131585354725 and parameters: {'classifier': 'SVC', 'svc_c': 3059.0416388377375, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:01,502] Trial 560 finished with value: 0.9954597396452819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:03,645] Trial 561 finished with value: 0.9975558056018556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:07,082] Trial 562 finished with value: 0.9977090509455119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:10,069] Trial 563 finished with value: 0.9972704077374203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:13,349] Trial 564 finished with value: 0.9974226008424925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:26,200] Trial 565 finished with value: 0.9962688744910437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:26,954] Trial 566 finished with value: 0.9950701377883379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 15}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:30,570] Trial 567 finished with value: 0.9973764877576397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:34,280] Trial 568 finished with value: 0.9973465196193656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:39,000] Trial 569 finished with value: 0.9971316309758079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:41,603] Trial 570 finished with value: 0.9971599056428152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:44,165] Trial 571 finished with value: 0.9972473140933801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:53,420] Trial 572 finished with value: 0.9962725234617414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 57, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:54,128] Trial 573 finished with value: 0.9965499630458785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:56,740] Trial 574 finished with value: 0.9976546270991608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:59,690] Trial 575 finished with value: 0.9974630791792528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:02,245] Trial 576 finished with value: 0.9975746751525767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:04,989] Trial 577 finished with value: 0.9970629319582209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:08,233] Trial 578 finished with value: 0.9976436172190591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:12,098] Trial 579 finished with value: 0.9970387009227908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:13,592] Trial 580 finished with value: 0.9857242018136024 and parameters: {'classifier': 'SVC', 'svc_c': 0.4351012307523933, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:18,787] Trial 581 finished with value: 0.9950398146298308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:22,001] Trial 582 finished with value: 0.99749627455491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:25,476] Trial 583 finished with value: 0.9970435211492257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:28,518] Trial 584 finished with value: 0.9971915832165235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:31,944] Trial 585 finished with value: 0.9973627758707858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:35,713] Trial 586 finished with value: 0.9971714757604593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:41,211] Trial 587 finished with value: 0.9973404461264405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:44,247] Trial 588 finished with value: 0.997306799437739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:46,669] Trial 589 finished with value: 0.9972870351954062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:00,079] Trial 590 finished with value: 0.9964715600678687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:02,807] Trial 591 finished with value: 0.9975468018748853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:04,963] Trial 592 finished with value: 0.997591922642323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:07,199] Trial 593 finished with value: 0.9972411800127897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:11,455] Trial 594 finished with value: 0.9970459129814085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:13,782] Trial 595 finished with value: 0.996989178075849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:17,664] Trial 596 finished with value: 0.996719299286457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:20,145] Trial 597 finished with value: 0.997605604632068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:20,858] Trial 598 finished with value: 0.9897103483596852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:23,836] Trial 599 finished with value: 0.9974246974803976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:25,795] Trial 600 finished with value: 0.997093621753035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:27,429] Trial 601 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.620640014930248e-10, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:28,280] Trial 602 finished with value: 0.9970572702329071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:41,570] Trial 603 finished with value: 0.9962911248588826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:42,974] Trial 604 finished with value: 0.9953757635541961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:43,911] Trial 605 finished with value: 0.9968583263966836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:46,409] Trial 606 finished with value: 0.9974025219822829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:49,255] Trial 607 finished with value: 0.9973815122175093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:52,908] Trial 608 finished with value: 0.9972508705798155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:54,421] Trial 609 finished with value: 0.9965762456196477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:56,502] Trial 610 finished with value: 0.9974998848370985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:58,204] Trial 611 finished with value: 0.9949855050399465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:03,396] Trial 612 finished with value: 0.9971786430686276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:05,668] Trial 613 finished with value: 0.9973809966034647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:12,419] Trial 614 finished with value: 0.9971435319293995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:15,650] Trial 615 finished with value: 0.9975596968914768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:18,457] Trial 616 finished with value: 0.997316876858119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:21,113] Trial 617 finished with value: 0.9972783064139282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:21,823] Trial 618 finished with value: 0.9920535797769561 and parameters: {'classifier': 'SVC', 'svc_c': 36.11815949206814, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:23,772] Trial 619 finished with value: 0.9976921069653747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:25,104] Trial 620 finished with value: 0.9972865852470919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:26,730] Trial 621 finished with value: 0.9975407655470497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:28,619] Trial 622 finished with value: 0.997648211059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:30,292] Trial 623 finished with value: 0.9977178850333667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:32,064] Trial 624 finished with value: 0.9971548985753188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:33,637] Trial 625 finished with value: 0.9976650021576369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:38,952] Trial 626 finished with value: 0.9946883249851693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:40,340] Trial 627 finished with value: 0.9973417868626037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:41,999] Trial 628 finished with value: 0.9975555616960367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:43,805] Trial 629 finished with value: 0.9973732076766405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:45,186] Trial 630 finished with value: 0.9974445286262394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:46,419] Trial 631 finished with value: 0.9974743889825796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:48,297] Trial 632 finished with value: 0.9975185465680015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:49,765] Trial 633 finished with value: 0.9973618566775095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:51,417] Trial 634 finished with value: 0.9975150574611438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:53,365] Trial 635 finished with value: 0.9975772670605282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:54,680] Trial 636 finished with value: 0.9969270172576284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:56,424] Trial 637 finished with value: 0.9974554935972019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:00,741] Trial 638 finished with value: 0.9971880086077429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:02,454] Trial 639 finished with value: 0.9852222790577899 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004524341465375417, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:16,639] Trial 640 finished with value: 0.9963348463337178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:18,215] Trial 641 finished with value: 0.9975132924526336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:19,812] Trial 642 finished with value: 0.9970308293187179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:21,590] Trial 643 finished with value: 0.9969798407199955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:32,649] Trial 644 finished with value: 0.9957353164364157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 72, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:46,300] Trial 645 finished with value: 0.9958029113556778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 58, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:48,176] Trial 646 finished with value: 0.9975059007257215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:49,590] Trial 647 finished with value: 0.9974943428589098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:51,494] Trial 648 finished with value: 0.9974103281110526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:52,402] Trial 649 finished with value: 0.9969615373100678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:54,459] Trial 650 finished with value: 0.997555836006771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:56,418] Trial 651 finished with value: 0.9975036756445045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:58,108] Trial 652 finished with value: 0.9974155257646832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:59,437] Trial 653 finished with value: 0.9973817350176198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:04,701] Trial 654 finished with value: 0.9971870124500413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:05,747] Trial 655 finished with value: 0.9974929151291422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:07,865] Trial 656 finished with value: 0.997302826137365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:09,535] Trial 657 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.50687543646768e-05, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:14,603] Trial 658 finished with value: 0.9972981570785832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:16,227] Trial 659 finished with value: 0.9973079725342747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:17,151] Trial 660 finished with value: 0.9974180100493905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:31,226] Trial 661 finished with value: 0.9966452776313598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:32,281] Trial 662 finished with value: 0.995590258044681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:33,970] Trial 663 finished with value: 0.9976359268701759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:36,117] Trial 664 finished with value: 0.9972891962930017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:37,762] Trial 665 finished with value: 0.9972795569509584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:41,380] Trial 666 finished with value: 0.9972010307346539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:43,341] Trial 667 finished with value: 0.9945131777876363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:46,073] Trial 668 finished with value: 0.9974579814048169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:47,954] Trial 669 finished with value: 0.9974184265776881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:50,194] Trial 670 finished with value: 0.9973363349565963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:52,783] Trial 671 finished with value: 0.9970694323260014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:55,099] Trial 672 finished with value: 0.9975271649332994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:56,630] Trial 673 finished with value: 0.9976526000624863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:58,219] Trial 674 finished with value: 0.9973327397181758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:59,906] Trial 675 finished with value: 0.9972035476459299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:01,467] Trial 676 finished with value: 0.9866073851964693 and parameters: {'classifier': 'SVC', 'svc_c': 241064962.88822302, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:03,193] Trial 677 finished with value: 0.997436877410196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:04,713] Trial 678 finished with value: 0.9972873572716913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:06,392] Trial 679 finished with value: 0.9972817443592792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:08,422] Trial 680 finished with value: 0.9974787839527927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:11,130] Trial 681 finished with value: 0.9970197864311926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:12,794] Trial 682 finished with value: 0.9966084800349425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:13,665] Trial 683 finished with value: 0.9973882428755466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:15,764] Trial 684 finished with value: 0.9972078061431408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:17,075] Trial 685 finished with value: 0.9973509984728679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:18,360] Trial 686 finished with value: 0.996827531454182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:19,006] Trial 687 finished with value: 0.9971719718239531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:21,434] Trial 688 finished with value: 0.9974804633006905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:24,556] Trial 689 finished with value: 0.9970518962752006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 98}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:26,720] Trial 690 finished with value: 0.9974116343481104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:27,803] Trial 691 finished with value: 0.9972755577524518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:30,623] Trial 692 finished with value: 0.9974947904586188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:33,449] Trial 693 finished with value: 0.9970387197751078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:35,828] Trial 694 finished with value: 0.9975990014652051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:37,649] Trial 695 finished with value: 0.9975620008731317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:42,741] Trial 696 finished with value: 0.9975716750316593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:48,313] Trial 697 finished with value: 0.9929377268496453 and parameters: {'classifier': 'SVC', 'svc_c': 1519027.0789350665, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:50,174] Trial 698 finished with value: 0.997482451172787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:53,346] Trial 699 finished with value: 0.997306124055068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:55,273] Trial 700 finished with value: 0.9974351138298917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:05,402] Trial 701 finished with value: 0.9959451883958912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:18,799] Trial 702 finished with value: 0.9958664222092684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:20,767] Trial 703 finished with value: 0.9974376475305208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:23,004] Trial 704 finished with value: 0.9972091406586739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:24,510] Trial 705 finished with value: 0.9974807487831683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:25,389] Trial 706 finished with value: 0.9958330000027864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 54}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:34,064] Trial 707 finished with value: 0.9966820321276987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:37,691] Trial 708 finished with value: 0.9974492412611681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:39,832] Trial 709 finished with value: 0.9972654746509863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:40,229] Trial 710 finished with value: 0.9865978305629012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:41,485] Trial 711 finished with value: 0.9974006067899944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:51,053] Trial 712 finished with value: 0.9967916563200454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:53,681] Trial 713 finished with value: 0.9975534442380639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:55,448] Trial 714 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1077846889.793076, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:57,169] Trial 715 finished with value: 0.9972931555652206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:00,567] Trial 716 finished with value: 0.9976167691709926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:01,363] Trial 717 finished with value: 0.9970169131349534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:04,288] Trial 718 finished with value: 0.9972580164648962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:06,377] Trial 719 finished with value: 0.9975504148230581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:10,419] Trial 720 finished with value: 0.9973529962789295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:12,791] Trial 721 finished with value: 0.9974259020292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:14,785] Trial 722 finished with value: 0.9958288054257213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 24}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:20,153] Trial 723 finished with value: 0.9970409336845812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:22,048] Trial 724 finished with value: 0.9975364517306664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:28,333] Trial 725 finished with value: 0.9965884244386193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:31,490] Trial 726 finished with value: 0.997480307753206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:34,042] Trial 727 finished with value: 0.9974997458885396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:36,346] Trial 728 finished with value: 0.9974913442296741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:37,932] Trial 729 finished with value: 0.997594134330143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:39,301] Trial 730 finished with value: 0.9975291941281513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:40,875] Trial 731 finished with value: 0.9974620999378555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:41,103] Trial 732 finished with value: 0.9831242281807452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:42,845] Trial 733 finished with value: 0.99721646922715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:43,667] Trial 734 finished with value: 0.9962367211661025 and parameters: {'classifier': 'SVC', 'svc_c': 14737.63301722886, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:46,887] Trial 735 finished with value: 0.997211298550741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:48,119] Trial 736 finished with value: 0.9976098429439696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:49,563] Trial 737 finished with value: 0.9972408375290301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:50,706] Trial 738 finished with value: 0.997213307814187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:52,905] Trial 739 finished with value: 0.9970097834679433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:55,276] Trial 740 finished with value: 0.9976003851744951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:57,246] Trial 741 finished with value: 0.9973303734984844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:00,569] Trial 742 finished with value: 0.9972322804813696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:01,667] Trial 743 finished with value: 0.99546476594595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:09,161] Trial 744 finished with value: 0.9970281942472123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:12,132] Trial 745 finished with value: 0.9971473567598425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:13,980] Trial 746 finished with value: 0.9974961429695456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:16,855] Trial 747 finished with value: 0.9972651182342854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:17,894] Trial 748 finished with value: 0.9973607685433521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:21,247] Trial 749 finished with value: 0.9969868562257521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 62}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:23,107] Trial 750 finished with value: 0.9971887711109698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:27,911] Trial 751 finished with value: 0.9969276840393264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 75}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:34,676] Trial 752 finished with value: 0.9963654084151922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:36,399] Trial 753 finished with value: 0.9853353497964603 and parameters: {'classifier': 'SVC', 'svc_c': 0.0027807290110688975, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:38,326] Trial 754 finished with value: 0.9971418208118563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:40,095] Trial 755 finished with value: 0.9975426189138944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:44,140] Trial 756 finished with value: 0.9971570730028355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:46,919] Trial 757 finished with value: 0.99700778493191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:55,534] Trial 758 finished with value: 0.9970253660505396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:57,167] Trial 759 finished with value: 0.997630098139993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:58,252] Trial 760 finished with value: 0.9966228546410424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:59,747] Trial 761 finished with value: 0.9971858328154964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:02,974] Trial 762 finished with value: 0.9937411587425519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:05,813] Trial 763 finished with value: 0.9972528720674743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:07,912] Trial 764 finished with value: 0.997360135308622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:13,031] Trial 765 finished with value: 0.9972339292339246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:23,721] Trial 766 finished with value: 0.9960724064337683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 63, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:26,569] Trial 767 finished with value: 0.9972775887563645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:29,007] Trial 768 finished with value: 0.9974441761133012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:30,983] Trial 769 finished with value: 0.9973754973127612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:32,435] Trial 770 finished with value: 0.9976163821906869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:33,089] Trial 771 finished with value: 0.9926895940492665 and parameters: {'classifier': 'SVC', 'svc_c': 65.06547021222656, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:35,585] Trial 772 finished with value: 0.9973282246834593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:40,930] Trial 773 finished with value: 0.9971970819676823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:42,633] Trial 774 finished with value: 0.9970801240018429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:45,655] Trial 775 finished with value: 0.9972766159895006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:48,083] Trial 776 finished with value: 0.9973923827999348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:52,291] Trial 777 finished with value: 0.9973614815354432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:53,307] Trial 778 finished with value: 0.9972931168449736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:56,049] Trial 779 finished with value: 0.9974297970004186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:57,858] Trial 780 finished with value: 0.9972398779016598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:00,509] Trial 781 finished with value: 0.9974035475610248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:01,092] Trial 782 finished with value: 0.9884433584300405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:02,182] Trial 783 finished with value: 0.9943862790965842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:03,573] Trial 784 finished with value: 0.9973610703391141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:05,439] Trial 785 finished with value: 0.9973784762644943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:06,581] Trial 786 finished with value: 0.9973757459475284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:09,951] Trial 787 finished with value: 0.997317649263573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:12,996] Trial 788 finished with value: 0.997029552248797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:14,715] Trial 789 finished with value: 0.9973785011787517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:16,384] Trial 790 finished with value: 0.9852052355793127 and parameters: {'classifier': 'SVC', 'svc_c': 5.668220490339973e-07, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:18,360] Trial 791 finished with value: 0.9973949311952152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:20,746] Trial 792 finished with value: 0.9976310399306594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:23,149] Trial 793 finished with value: 0.9973988463517429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:24,469] Trial 794 finished with value: 0.9971537507104196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:27,024] Trial 795 finished with value: 0.9972253877061009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:27,888] Trial 796 finished with value: 0.9970052409799367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:29,219] Trial 797 finished with value: 0.9974777094341972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:29,963] Trial 798 finished with value: 0.996927451305251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:33,688] Trial 799 finished with value: 0.9975478184717993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:36,831] Trial 800 finished with value: 0.9968810159854238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:38,605] Trial 801 finished with value: 0.9974511136707572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:45,736] Trial 802 finished with value: 0.9970320026056813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:52,926] Trial 803 finished with value: 0.997320702005941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:54,944] Trial 804 finished with value: 0.997517671458679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:56,810] Trial 805 finished with value: 0.9975659153631633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:01,012] Trial 806 finished with value: 0.9972759451770883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:02,706] Trial 807 finished with value: 0.997587122632935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:05,629] Trial 808 finished with value: 0.9974566980190526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:07,238] Trial 809 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 8.409758603216739e-05, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:08,761] Trial 810 finished with value: 0.9968579838177103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 44}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:11,335] Trial 811 finished with value: 0.9972102990605589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:17,744] Trial 812 finished with value: 0.9969870153278824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 96}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:20,395] Trial 813 finished with value: 0.9974006328150785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:29,413] Trial 814 finished with value: 0.9962618369909172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 58, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:31,870] Trial 815 finished with value: 0.9959005528375829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:34,060] Trial 816 finished with value: 0.9976674171902301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:36,167] Trial 817 finished with value: 0.9974812705226291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:38,368] Trial 818 finished with value: 0.9973717012368625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:40,925] Trial 819 finished with value: 0.9975668603910961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:43,244] Trial 820 finished with value: 0.9975041628848601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:46,045] Trial 821 finished with value: 0.9973592901916218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:49,249] Trial 822 finished with value: 0.9967911371513548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:56,684] Trial 823 finished with value: 0.9972118766884632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:59,077] Trial 824 finished with value: 0.9971246651398763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:00,382] Trial 825 finished with value: 0.997081720609016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:02,869] Trial 826 finished with value: 0.9975617073609634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:06,171] Trial 827 finished with value: 0.9972255841320102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:07,295] Trial 828 finished with value: 0.9868330186133875 and parameters: {'classifier': 'SVC', 'svc_c': 499549.9508948175, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:08,866] Trial 829 finished with value: 0.9974077116696987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:12,480] Trial 830 finished with value: 0.9961426264905708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:13,052] Trial 831 finished with value: 0.9880376888765848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:14,945] Trial 832 finished with value: 0.997667203816278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:16,717] Trial 833 finished with value: 0.997090021309598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:18,136] Trial 834 finished with value: 0.997387346374874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:19,242] Trial 835 finished with value: 0.9962131700201261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:20,694] Trial 836 finished with value: 0.9969521975738709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:22,556] Trial 837 finished with value: 0.9975764405736798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:25,767] Trial 838 finished with value: 0.997561012269052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:27,294] Trial 839 finished with value: 0.9972998495659748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:31,557] Trial 840 finished with value: 0.9973945221570637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:35,966] Trial 841 finished with value: 0.9957303179064166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 37}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:38,861] Trial 842 finished with value: 0.9974831787643158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:40,600] Trial 843 finished with value: 0.9974489228030047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:42,596] Trial 844 finished with value: 0.9975790292126266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:43,998] Trial 845 finished with value: 0.9974238011066769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:45,511] Trial 846 finished with value: 0.9957436849609059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:47,179] Trial 847 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.001320817080574e-08, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:49,342] Trial 848 finished with value: 0.9973727799765996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:51,910] Trial 849 finished with value: 0.9971403883214025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:57,484] Trial 850 finished with value: 0.9973043908796789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:00,176] Trial 851 finished with value: 0.9967382329160134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:08,579] Trial 852 finished with value: 0.99728120970249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:12,026] Trial 853 finished with value: 0.9965902879615941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:13,596] Trial 854 finished with value: 0.997101934450546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:15,912] Trial 855 finished with value: 0.9972815761801076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:18,168] Trial 856 finished with value: 0.9971805735585874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:20,274] Trial 857 finished with value: 0.9970490937544952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:21,977] Trial 858 finished with value: 0.9976500233569925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:23,309] Trial 859 finished with value: 0.997129880598473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 51}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:25,558] Trial 860 finished with value: 0.9973663039200561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:27,725] Trial 861 finished with value: 0.9976948150975434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:30,007] Trial 862 finished with value: 0.9974244391338308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:32,015] Trial 863 finished with value: 0.9972446739755472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:34,770] Trial 864 finished with value: 0.9952910970366712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 31}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:36,983] Trial 865 finished with value: 0.9974328704676401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:38,689] Trial 866 finished with value: 0.9853938532334378 and parameters: {'classifier': 'SVC', 'svc_c': 0.06840684004944227, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:39,734] Trial 867 finished with value: 0.9972727938885176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:46,417] Trial 868 finished with value: 0.9963692619367035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:48,290] Trial 869 finished with value: 0.9972908353337572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:49,123] Trial 870 finished with value: 0.9970383037546166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:51,109] Trial 871 finished with value: 0.9974458512717953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:52,758] Trial 872 finished with value: 0.9972829106956409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:00,449] Trial 873 finished with value: 0.9968787845883632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 59}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:01,364] Trial 874 finished with value: 0.9940895814897385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:03,363] Trial 875 finished with value: 0.997411676019983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:04,786] Trial 876 finished with value: 0.9974477778897306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:12,665] Trial 877 finished with value: 0.9964307139839746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:15,013] Trial 878 finished with value: 0.9975513415699561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:16,850] Trial 879 finished with value: 0.9972992145856602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:18,602] Trial 880 finished with value: 0.9970263418642427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:19,834] Trial 881 finished with value: 0.9968833759210095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:26,985] Trial 882 finished with value: 0.9972199726160663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:31,767] Trial 883 finished with value: 0.9971016616949692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:34,132] Trial 884 finished with value: 0.9974265850607066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:35,759] Trial 885 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.328584554284642e-06, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:39,937] Trial 886 finished with value: 0.9972868063333554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:41,918] Trial 887 finished with value: 0.9975412653238785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:43,686] Trial 888 finished with value: 0.9976033432426851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:45,334] Trial 889 finished with value: 0.9965439635657537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:46,743] Trial 890 finished with value: 0.9975238387371205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:48,333] Trial 891 finished with value: 0.9973397824550574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:51,464] Trial 892 finished with value: 0.9972709381095921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:59,062] Trial 893 finished with value: 0.9963685748110068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:00,279] Trial 894 finished with value: 0.9972910085275183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:04,110] Trial 895 finished with value: 0.9973892569016902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:06,358] Trial 896 finished with value: 0.9975118040399868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:07,225] Trial 897 finished with value: 0.9969266886115965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:09,279] Trial 898 finished with value: 0.9971661284308571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:11,695] Trial 899 finished with value: 0.9973714313694354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:16,597] Trial 900 finished with value: 0.9972255134199525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:18,422] Trial 901 finished with value: 0.9971807080638392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:27,763] Trial 902 finished with value: 0.9965909855290626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:29,813] Trial 903 finished with value: 0.9976016318077625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:32,231] Trial 904 finished with value: 0.9974929772402271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:33,888] Trial 905 finished with value: 0.9852060554329386 and parameters: {'classifier': 'SVC', 'svc_c': 1.6563360123838842e-10, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:35,873] Trial 906 finished with value: 0.9971731985575527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:38,941] Trial 907 finished with value: 0.9974961183091916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:41,413] Trial 908 finished with value: 0.9973704699012663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:54,788] Trial 909 finished with value: 0.9965832141850394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:58,698] Trial 910 finished with value: 0.9973029820657042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:00,336] Trial 911 finished with value: 0.9972947143090702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:05,823] Trial 912 finished with value: 0.9969816872314521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:08,409] Trial 913 finished with value: 0.9977033458344787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:15,472] Trial 914 finished with value: 0.9969511182945897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:17,042] Trial 915 finished with value: 0.9974569323400232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:19,057] Trial 916 finished with value: 0.997442044405008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:21,802] Trial 917 finished with value: 0.997260958822822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:23,586] Trial 918 finished with value: 0.9974876534284144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:24,509] Trial 919 finished with value: 0.9972524370677145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:30,124] Trial 920 finished with value: 0.9968114340509887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:30,952] Trial 921 finished with value: 0.9971697817179103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:32,248] Trial 922 finished with value: 0.9975983752762908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:33,958] Trial 923 finished with value: 0.9853594384873753 and parameters: {'classifier': 'SVC', 'svc_c': 0.004802846908341798, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:34,802] Trial 924 finished with value: 0.9970355857519588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:35,330] Trial 925 finished with value: 0.9873952681806997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:51,431] Trial 926 finished with value: 0.995645819028519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 66, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:52,602] Trial 927 finished with value: 0.99698336930881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 56}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:53,536] Trial 928 finished with value: 0.9960111590960005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:08,660] Trial 929 finished with value: 0.9966084340149766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:12,624] Trial 930 finished with value: 0.9973708292378548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:15,287] Trial 931 finished with value: 0.9970322472732098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:17,867] Trial 932 finished with value: 0.9975705746149316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:19,723] Trial 933 finished with value: 0.9977071356262718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:21,503] Trial 934 finished with value: 0.9974892029365328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:23,062] Trial 935 finished with value: 0.9976297920913514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:24,841] Trial 936 finished with value: 0.9975117688426476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:26,772] Trial 937 finished with value: 0.9977851982786999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:28,683] Trial 938 finished with value: 0.9972964409464504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:30,363] Trial 939 finished with value: 0.9973975231349046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:31,496] Trial 940 finished with value: 0.9968415501196497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:33,468] Trial 941 finished with value: 0.9974035203616382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:34,800] Trial 942 finished with value: 0.9973318552144326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:36,639] Trial 943 finished with value: 0.997157697446165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:49,877] Trial 944 finished with value: 0.9961297871105309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:51,789] Trial 945 finished with value: 0.9974132659621956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:53,970] Trial 946 finished with value: 0.9970980069162344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:55,660] Trial 947 finished with value: 0.9852235902142232 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004830830071462976, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:00,199] Trial 948 finished with value: 0.9971203057795958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:01,929] Trial 949 finished with value: 0.9975140250587516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:03,937] Trial 950 finished with value: 0.9974604141789003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:05,466] Trial 951 finished with value: 0.9974036988873677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:06,455] Trial 952 finished with value: 0.9955174584894487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:08,294] Trial 953 finished with value: 0.9977140147542402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:10,087] Trial 954 finished with value: 0.9973542810928997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:11,742] Trial 955 finished with value: 0.9974620818472483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:13,504] Trial 956 finished with value: 0.9973550765718123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:15,473] Trial 957 finished with value: 0.9976362299037164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:17,457] Trial 958 finished with value: 0.9976863200022782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:19,672] Trial 959 finished with value: 0.9974922437771857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:21,820] Trial 960 finished with value: 0.9976148989195813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:23,812] Trial 961 finished with value: 0.9973586900912674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:25,808] Trial 962 finished with value: 0.9974803233365185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:36,868] Trial 963 finished with value: 0.9968548958462652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:39,026] Trial 964 finished with value: 0.9975218177306487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:41,361] Trial 965 finished with value: 0.9973031328525027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:42,711] Trial 966 finished with value: 0.9959068511301067 and parameters: {'classifier': 'SVC', 'svc_c': 124342.21337501273, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:44,561] Trial 967 finished with value: 0.9976265715824044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:46,178] Trial 968 finished with value: 0.9975064692151202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:48,073] Trial 969 finished with value: 0.9974630578513789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:50,521] Trial 970 finished with value: 0.9972032357575134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:52,665] Trial 971 finished with value: 0.9975055135867262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:55,072] Trial 972 finished with value: 0.9972479506605904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:57,600] Trial 973 finished with value: 0.9973678367022973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:59,593] Trial 974 finished with value: 0.9975460285807696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:04,931] Trial 975 finished with value: 0.9970197041347985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:22,796] Trial 976 finished with value: 0.9958602847961976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:24,241] Trial 977 finished with value: 0.9974487809345582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:26,421] Trial 978 finished with value: 0.9974836270939967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:26,720] Trial 979 finished with value: 0.9960649147641858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 10}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:27,982] Trial 980 finished with value: 0.9966226657370173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:29,842] Trial 981 finished with value: 0.9975018697258315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:31,609] Trial 982 finished with value: 0.9977354524094824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:32,303] Trial 983 finished with value: 0.9886410058679577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:33,986] Trial 984 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 9.32044665572614e-07, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:35,305] Trial 985 finished with value: 0.9973185459546728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:37,517] Trial 986 finished with value: 0.9973759242510928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:39,544] Trial 987 finished with value: 0.9975561411032755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:41,170] Trial 988 finished with value: 0.9972836578377207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:47,232] Trial 989 finished with value: 0.9972003923583831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:53,665] Trial 990 finished with value: 0.9970548620557022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:55,450] Trial 991 finished with value: 0.9966156809535548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:58,058] Trial 992 finished with value: 0.99721178315685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:03,289] Trial 993 finished with value: 0.9964768883229885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:05,095] Trial 994 finished with value: 0.9972637274474422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:06,020] Trial 995 finished with value: 0.9934350139666926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:16,090] Trial 996 finished with value: 0.9969716565292718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:20,749] Trial 997 finished with value: 0.9973574664997208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:22,279] Trial 998 finished with value: 0.9966469112449331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:24,103] Trial 999 finished with value: 0.9974462100371014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:34,504] Trial 1000 finished with value: 0.9969513832743789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:37,032] Trial 1001 finished with value: 0.9974423120825197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:49,103] Trial 1002 finished with value: 0.997018308619007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:50,779] Trial 1003 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4692267727088713e-09, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:52,708] Trial 1004 finished with value: 0.9972969650979923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:54,943] Trial 1005 finished with value: 0.9973536333539461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:57,219] Trial 1006 finished with value: 0.9976219873273114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:58,746] Trial 1007 finished with value: 0.9975728584747531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:00,201] Trial 1008 finished with value: 0.9974111293662647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:00,926] Trial 1009 finished with value: 0.996103912368873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:13,871] Trial 1010 finished with value: 0.9966147020612747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:16,525] Trial 1011 finished with value: 0.9974177371985999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:18,164] Trial 1012 finished with value: 0.9966274428633738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:19,940] Trial 1013 finished with value: 0.9974144093837879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:21,979] Trial 1014 finished with value: 0.9967397667773435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:25,937] Trial 1015 finished with value: 0.996865601677213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:28,135] Trial 1016 finished with value: 0.9974439847019813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:30,913] Trial 1017 finished with value: 0.9975090101519922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:31,750] Trial 1018 finished with value: 0.9936051583813471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:34,164] Trial 1019 finished with value: 0.9975359859133984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:36,803] Trial 1020 finished with value: 0.9975278999197607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:38,487] Trial 1021 finished with value: 0.9852034331200716 and parameters: {'classifier': 'SVC', 'svc_c': 1.6608854512926174e-08, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:41,902] Trial 1022 finished with value: 0.9944888321783601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:44,033] Trial 1023 finished with value: 0.9973986702380943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:44,813] Trial 1024 finished with value: 0.9970853023905635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 46}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:49,101] Trial 1025 finished with value: 0.9969373052907624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:49,778] Trial 1026 finished with value: 0.9929260694527556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:51,339] Trial 1027 finished with value: 0.9973941870999745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:52,691] Trial 1028 finished with value: 0.9974143074098913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:55,282] Trial 1029 finished with value: 0.9973560386430016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:57,193] Trial 1030 finished with value: 0.997463421059992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:58,614] Trial 1031 finished with value: 0.9960210366310392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:01,507] Trial 1032 finished with value: 0.9973395278853016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:03,813] Trial 1033 finished with value: 0.9973940752238507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:04,443] Trial 1034 finished with value: 0.9933594720975657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:06,242] Trial 1035 finished with value: 0.997448281252943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:08,367] Trial 1036 finished with value: 0.9974077053538549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:09,405] Trial 1037 finished with value: 0.9968848378007654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:10,868] Trial 1038 finished with value: 0.9969509010803508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:16,485] Trial 1039 finished with value: 0.9972281660425208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:18,128] Trial 1040 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.715983290123478e-05, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:27,727] Trial 1041 finished with value: 0.996969602229735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:32,115] Trial 1042 finished with value: 0.9973116311532965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:35,681] Trial 1043 finished with value: 0.997051535034338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:41,658] Trial 1044 finished with value: 0.9972422264750748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:43,660] Trial 1045 finished with value: 0.9974441149860914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:46,332] Trial 1046 finished with value: 0.9973427827346644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:47,970] Trial 1047 finished with value: 0.9973467967865116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:49,294] Trial 1048 finished with value: 0.9973371088537321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:50,926] Trial 1049 finished with value: 0.9975551621475195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:53,925] Trial 1050 finished with value: 0.99738162580748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:56,129] Trial 1051 finished with value: 0.9976488881872559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:57,837] Trial 1052 finished with value: 0.9974633359389241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:05,228] Trial 1053 finished with value: 0.996932255757946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:14,821] Trial 1054 finished with value: 0.9969504074289381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:17,238] Trial 1055 finished with value: 0.9970747901291133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:19,265] Trial 1056 finished with value: 0.9974423364254946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:21,953] Trial 1057 finished with value: 0.9973070734628321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:25,810] Trial 1058 finished with value: 0.9970355896239834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:27,170] Trial 1059 finished with value: 0.9867047046655655 and parameters: {'classifier': 'SVC', 'svc_c': 5603301.00303116, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:28,975] Trial 1060 finished with value: 0.9975068327093745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:31,915] Trial 1061 finished with value: 0.9974611606227461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:32,501] Trial 1062 finished with value: 0.996986484447904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:34,749] Trial 1063 finished with value: 0.9973335779163124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:35,374] Trial 1064 finished with value: 0.9955628540436893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:38,387] Trial 1065 finished with value: 0.9964271331545641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:40,197] Trial 1066 finished with value: 0.9973485737602129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:42,515] Trial 1067 finished with value: 0.9975083076016724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:48,415] Trial 1068 finished with value: 0.9967865149694625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 66}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:49,620] Trial 1069 finished with value: 0.9973209426110176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:53,392] Trial 1070 finished with value: 0.9973703915721107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:54,757] Trial 1071 finished with value: 0.9973826927407156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:07,185] Trial 1072 finished with value: 0.9965528267890075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:09,324] Trial 1073 finished with value: 0.9971428548646196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:10,130] Trial 1074 finished with value: 0.9964032718022803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:10,957] Trial 1075 finished with value: 0.996967527364034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:12,558] Trial 1076 finished with value: 0.9974763298190975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:14,447] Trial 1077 finished with value: 0.9975105797184683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:15,584] Trial 1078 finished with value: 0.9870051495354083 and parameters: {'classifier': 'SVC', 'svc_c': 0.8755559328130313, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:18,397] Trial 1079 finished with value: 0.9976183218529019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:21,604] Trial 1080 finished with value: 0.9974951077742178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:22,400] Trial 1081 finished with value: 0.9904101843583901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:24,645] Trial 1082 finished with value: 0.9974020563237045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:32,023] Trial 1083 finished with value: 0.9969720644565965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:34,510] Trial 1084 finished with value: 0.9974862548340457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:48,015] Trial 1085 finished with value: 0.9967286017940883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:49,431] Trial 1086 finished with value: 0.9970318814938263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:50,669] Trial 1087 finished with value: 0.9973465355517952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:54,797] Trial 1088 finished with value: 0.9972999727090558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:57,073] Trial 1089 finished with value: 0.9972113944626972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 75}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:59,878] Trial 1090 finished with value: 0.997452423367247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:03,401] Trial 1091 finished with value: 0.9974005791780148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:06,022] Trial 1092 finished with value: 0.9971078914018748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:14,732] Trial 1093 finished with value: 0.9971088755943857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:16,851] Trial 1094 finished with value: 0.997393393588812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:18,425] Trial 1095 finished with value: 0.9962696483881798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:20,290] Trial 1096 finished with value: 0.9974010540723244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:21,162] Trial 1097 finished with value: 0.9894728792423132 and parameters: {'classifier': 'SVC', 'svc_c': 8.326903241622954, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:23,398] Trial 1098 finished with value: 0.99757662985856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:25,442] Trial 1099 finished with value: 0.9972298589742433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:27,679] Trial 1100 finished with value: 0.997683441627974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:30,151] Trial 1101 finished with value: 0.9974063273573884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:33,263] Trial 1102 finished with value: 0.9973937875514575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:35,924] Trial 1103 finished with value: 0.9973942085865378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:37,026] Trial 1104 finished with value: 0.9973271559411631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:46,428] Trial 1105 finished with value: 0.9971758116664263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:48,668] Trial 1106 finished with value: 0.9975324424712432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:50,305] Trial 1107 finished with value: 0.9975473468147564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:52,730] Trial 1108 finished with value: 0.9974900664932571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:53,163] Trial 1109 finished with value: 0.9899653999286787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 60}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:55,385] Trial 1110 finished with value: 0.9970387887733185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:56,504] Trial 1111 finished with value: 0.9965129965403176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:58,714] Trial 1112 finished with value: 0.9972800987170389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:00:01,302] Trial 1113 finished with value: 0.9975385152659343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:00:04,554] Trial 1114 finished with value: 0.9971807781728769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:00:16,876] Trial 1115 finished with value: 0.9965793347653955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:00:22,356] Trial 1116 finished with value: 0.996655671923008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:00:34,864] Trial 1117 finished with value: 0.996824927041495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:02:46,246] Trial 1118 finished with value: 0.9896202890003988 and parameters: {'classifier': 'SVC', 'svc_c': 1875246098.35301, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:02:50,512] Trial 1119 finished with value: 0.9972937855626839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:02:56,672] Trial 1120 finished with value: 0.9972971135044476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:02:58,825] Trial 1121 finished with value: 0.9977216107145868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:07,298] Trial 1122 finished with value: 0.99674264239045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:10,953] Trial 1123 finished with value: 0.997414013167751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:12,755] Trial 1124 finished with value: 0.9975232179753885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:15,081] Trial 1125 finished with value: 0.9973211669345475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:17,090] Trial 1126 finished with value: 0.9973388077204431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:19,883] Trial 1127 finished with value: 0.9975239018320806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:21,211] Trial 1128 finished with value: 0.9973667564391405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:23,799] Trial 1129 finished with value: 0.996827942301394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:28,304] Trial 1130 finished with value: 0.9973059047143895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:30,725] Trial 1131 finished with value: 0.9974338988393178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:32,077] Trial 1132 finished with value: 0.9974481497627923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:36,677] Trial 1133 finished with value: 0.9971031462673291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:38,938] Trial 1134 finished with value: 0.997453172413601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:39,624] Trial 1135 finished with value: 0.9928005128308589 and parameters: {'classifier': 'SVC', 'svc_c': 708.2212307328772, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:52,580] Trial 1136 finished with value: 0.9963619225773389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:55,585] Trial 1137 finished with value: 0.9974256535531224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:57,387] Trial 1138 finished with value: 0.9975774400321239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:58,945] Trial 1139 finished with value: 0.9972801506719935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:01,420] Trial 1140 finished with value: 0.9969809384072632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:02,302] Trial 1141 finished with value: 0.9974224700505756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 77}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:04,439] Trial 1142 finished with value: 0.9976596168377593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:05,072] Trial 1143 finished with value: 0.9953319791430904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 16}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:06,986] Trial 1144 finished with value: 0.9955764211104713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 23, 'rf_n_estimators': 40}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:08,608] Trial 1145 finished with value: 0.9971394297096453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:09,901] Trial 1146 finished with value: 0.9946652196933171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:11,667] Trial 1147 finished with value: 0.9972356126442748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:12,560] Trial 1148 finished with value: 0.9967521382771513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:13,405] Trial 1149 finished with value: 0.9902094816708104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:14,192] Trial 1150 finished with value: 0.9969325137553957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:16,219] Trial 1151 finished with value: 0.9973504211920691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:19,915] Trial 1152 finished with value: 0.9973835409680306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:21,150] Trial 1153 finished with value: 0.9973235991373487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 52}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:23,383] Trial 1154 finished with value: 0.9972984865815384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:24,162] Trial 1155 finished with value: 0.9959776469760264 and parameters: {'classifier': 'SVC', 'svc_c': 9354.020522962093, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:25,139] Trial 1156 finished with value: 0.9969511692656691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:32,185] Trial 1157 finished with value: 0.9964585059491471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:33,984] Trial 1158 finished with value: 0.9975005604736727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:42,214] Trial 1159 finished with value: 0.9969928857616756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:44,631] Trial 1160 finished with value: 0.9973804419517935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:45,926] Trial 1161 finished with value: 0.997453314472475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:48,071] Trial 1162 finished with value: 0.9966140439440254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 55}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:49,375] Trial 1163 finished with value: 0.9957612742044398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:52,797] Trial 1164 finished with value: 0.9973414470765661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:54,746] Trial 1165 finished with value: 0.9975782710257554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:56,579] Trial 1166 finished with value: 0.9973879055333281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:58,550] Trial 1167 finished with value: 0.9974718575988177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:00,866] Trial 1168 finished with value: 0.99723299106138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:02,504] Trial 1169 finished with value: 0.9974601466918163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:05,192] Trial 1170 finished with value: 0.9967792564782862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:07,712] Trial 1171 finished with value: 0.9976332268311735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:09,406] Trial 1172 finished with value: 0.9852060554329386 and parameters: {'classifier': 'SVC', 'svc_c': 1.0503240460341033e-10, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:11,666] Trial 1173 finished with value: 0.9976534902790529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:13,654] Trial 1174 finished with value: 0.9974872019249426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:15,296] Trial 1175 finished with value: 0.9974697173530277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:19,101] Trial 1176 finished with value: 0.9974196221764006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:21,259] Trial 1177 finished with value: 0.9972895499802426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:27,560] Trial 1178 finished with value: 0.9972894684455582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:29,215] Trial 1179 finished with value: 0.9975520214594099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:36,972] Trial 1180 finished with value: 0.9971234144758944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:39,272] Trial 1181 finished with value: 0.9969393959302032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:42,301] Trial 1182 finished with value: 0.997567432212975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:44,994] Trial 1183 finished with value: 0.9975486779025958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:46,087] Trial 1184 finished with value: 0.997196399539196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:47,997] Trial 1185 finished with value: 0.9975301766068151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:49,082] Trial 1186 finished with value: 0.9961767282056516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:50,409] Trial 1187 finished with value: 0.9972868070633272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:52,740] Trial 1188 finished with value: 0.9977963516458809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:54,988] Trial 1189 finished with value: 0.9969060953751206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:57,381] Trial 1190 finished with value: 0.9970629723605772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:59,730] Trial 1191 finished with value: 0.9974532417926669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:01,387] Trial 1192 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011080742642610227, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:04,485] Trial 1193 finished with value: 0.997367041699453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:07,089] Trial 1194 finished with value: 0.9974777480274928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:09,691] Trial 1195 finished with value: 0.9973871816551344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:12,034] Trial 1196 finished with value: 0.9974877524189477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:18,322] Trial 1197 finished with value: 0.996971456516979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:20,514] Trial 1198 finished with value: 0.9975997261368463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:23,107] Trial 1199 finished with value: 0.9977387567699806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:26,225] Trial 1200 finished with value: 0.9972048554064074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:27,146] Trial 1201 finished with value: 0.9964551216725978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 33}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:28,132] Trial 1202 finished with value: 0.9972609205151676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 42}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:30,530] Trial 1203 finished with value: 0.9965782621510746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:33,742] Trial 1204 finished with value: 0.9973178555599717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:36,177] Trial 1205 finished with value: 0.9974534096227217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:38,436] Trial 1206 finished with value: 0.9970248786197565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:39,378] Trial 1207 finished with value: 0.9964066841034019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 36}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:41,721] Trial 1208 finished with value: 0.9963825609133813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:44,778] Trial 1209 finished with value: 0.9969164277461114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:45,564] Trial 1210 finished with value: 0.9894376129047177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:49,335] Trial 1211 finished with value: 0.9970818212181826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:51,008] Trial 1212 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.3337090839232884e-06, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:53,725] Trial 1213 finished with value: 0.9973790031772344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:57,053] Trial 1214 finished with value: 0.9974548312905488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:01,812] Trial 1215 finished with value: 0.99706579493964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:03,830] Trial 1216 finished with value: 0.9955218057893246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:04,761] Trial 1217 finished with value: 0.9969238934540856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:05,832] Trial 1218 finished with value: 0.9969873242646736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 47}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:07,053] Trial 1219 finished with value: 0.9973607065592187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:12,238] Trial 1220 finished with value: 0.9973130597082496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:12,852] Trial 1221 finished with value: 0.9966310534629415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 23}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:15,982] Trial 1222 finished with value: 0.9974686414379644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:18,835] Trial 1223 finished with value: 0.9974175469933204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:23,093] Trial 1224 finished with value: 0.997432128213198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:25,735] Trial 1225 finished with value: 0.9974915888654646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:27,639] Trial 1226 finished with value: 0.9971457484413815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:30,597] Trial 1227 finished with value: 0.9974927747206396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:32,793] Trial 1228 finished with value: 0.9973392758545784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:35,030] Trial 1229 finished with value: 0.9973614726805672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:36,673] Trial 1230 finished with value: 0.9853838563003912 and parameters: {'classifier': 'SVC', 'svc_c': 0.09398874043742181, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:38,666] Trial 1231 finished with value: 0.9972804518647355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:41,307] Trial 1232 finished with value: 0.9975052852959578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:43,380] Trial 1233 finished with value: 0.9972171213776727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:45,759] Trial 1234 finished with value: 0.9973545615925259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:47,592] Trial 1235 finished with value: 0.9965961179295554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:53,519] Trial 1236 finished with value: 0.9969860074588928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:55,965] Trial 1237 finished with value: 0.9964758997189088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 30}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:04,487] Trial 1238 finished with value: 0.9966115529308818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:07,689] Trial 1239 finished with value: 0.997476589276491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:09,763] Trial 1240 finished with value: 0.9972169371073821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:10,562] Trial 1241 finished with value: 0.9969030246056212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:12,176] Trial 1242 finished with value: 0.9972694017727052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:14,227] Trial 1243 finished with value: 0.9973524630820839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:17,880] Trial 1244 finished with value: 0.9973180808673767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:19,678] Trial 1245 finished with value: 0.997519109979335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:22,778] Trial 1246 finished with value: 0.99720380078748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:29,388] Trial 1247 finished with value: 0.9967384244225471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:31,747] Trial 1248 finished with value: 0.9976411295383958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:33,441] Trial 1249 finished with value: 0.9853869704873478 and parameters: {'classifier': 'SVC', 'svc_c': 0.020760747784723876, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:34,361] Trial 1250 finished with value: 0.996687698074154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:36,598] Trial 1251 finished with value: 0.9972942333528204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:37,723] Trial 1252 finished with value: 0.9970791583442701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:40,888] Trial 1253 finished with value: 0.9971528347861477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:42,802] Trial 1254 finished with value: 0.99749020204586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:44,007] Trial 1255 finished with value: 0.9974102391496981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:58,329] Trial 1256 finished with value: 0.9966294968455317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:02,609] Trial 1257 finished with value: 0.9972301549302305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:05,041] Trial 1258 finished with value: 0.997077968870974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:07,844] Trial 1259 finished with value: 0.9973904828735799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:08,788] Trial 1260 finished with value: 0.9939116487512806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:10,869] Trial 1261 finished with value: 0.9972048825423183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:12,574] Trial 1262 finished with value: 0.9974979100727577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:14,190] Trial 1263 finished with value: 0.9974959917701544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:17,687] Trial 1264 finished with value: 0.9967271994229088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:20,234] Trial 1265 finished with value: 0.997409066434017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:22,336] Trial 1266 finished with value: 0.9976533814497683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:23,568] Trial 1267 finished with value: 0.9971481973383218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:16,902] Trial 1268 finished with value: 0.9896084918297646 and parameters: {'classifier': 'SVC', 'svc_c': 7134258647.337562, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:22,230] Trial 1269 finished with value: 0.9972763167010332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:35,612] Trial 1270 finished with value: 0.9964893908368785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:37,718] Trial 1271 finished with value: 0.9956811045992864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:39,261] Trial 1272 finished with value: 0.9970968643198276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:41,124] Trial 1273 finished with value: 0.997450358816366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:42,466] Trial 1274 finished with value: 0.9966340624387349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 48}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:46,008] Trial 1275 finished with value: 0.997403491924473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:48,023] Trial 1276 finished with value: 0.9972799868726531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:50,481] Trial 1277 finished with value: 0.9973877740749154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:53,184] Trial 1278 finished with value: 0.9976169457924478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:57,169] Trial 1279 finished with value: 0.9972597405949818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:12,505] Trial 1280 finished with value: 0.9965829064860263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:13,919] Trial 1281 finished with value: 0.9972717419038367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:15,933] Trial 1282 finished with value: 0.9973831956595972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:26,358] Trial 1283 finished with value: 0.996991751988407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:28,119] Trial 1284 finished with value: 0.9973972690094796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:29,027] Trial 1285 finished with value: 0.9905280570424608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:30,866] Trial 1286 finished with value: 0.9975151337273355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:32,566] Trial 1287 finished with value: 0.9852051537907253 and parameters: {'classifier': 'SVC', 'svc_c': 1.001766488808492e-07, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:37,136] Trial 1288 finished with value: 0.9973058593926577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:39,005] Trial 1289 finished with value: 0.9970841724575817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:46,085] Trial 1290 finished with value: 0.9972611633101599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:49,280] Trial 1291 finished with value: 0.9972629651981185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:58,460] Trial 1292 finished with value: 0.9967817417468686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:59,301] Trial 1293 finished with value: 0.997039625606725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:01,370] Trial 1294 finished with value: 0.9975177040217719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:02,948] Trial 1295 finished with value: 0.9974631356092521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:05,804] Trial 1296 finished with value: 0.9975358384273424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:07,613] Trial 1297 finished with value: 0.9976796850975079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:09,450] Trial 1298 finished with value: 0.997559114754778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:11,811] Trial 1299 finished with value: 0.9974899549662503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:12,702] Trial 1300 finished with value: 0.9970053661225059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:15,208] Trial 1301 finished with value: 0.9965229646870823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:16,370] Trial 1302 finished with value: 0.9947426721209981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:18,626] Trial 1303 finished with value: 0.9973169365888609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:20,925] Trial 1304 finished with value: 0.9970654923821681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:11,170] Trial 1305 finished with value: 0.990532580868578 and parameters: {'classifier': 'SVC', 'svc_c': 123981633.35050564, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:13,200] Trial 1306 finished with value: 0.9972667161744507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:15,469] Trial 1307 finished with value: 0.9976392178372774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:17,249] Trial 1308 finished with value: 0.9973385428676055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:18,298] Trial 1309 finished with value: 0.9960717394933806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:20,946] Trial 1310 finished with value: 0.9972549124658077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:22,990] Trial 1311 finished with value: 0.9975721171407104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:24,453] Trial 1312 finished with value: 0.9968990035396964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:26,517] Trial 1313 finished with value: 0.9971858238019307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:29,523] Trial 1314 finished with value: 0.9974385863695616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:32,846] Trial 1315 finished with value: 0.9973676530667647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:33,218] Trial 1316 finished with value: 0.9923592246490345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 6}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:37,520] Trial 1317 finished with value: 0.9970949095821063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:42,315] Trial 1318 finished with value: 0.9962435609390656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:45,404] Trial 1319 finished with value: 0.9967737470949284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 50}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:01,424] Trial 1320 finished with value: 0.9958711737866096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:04,851] Trial 1321 finished with value: 0.9971027108232384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:06,574] Trial 1322 finished with value: 0.9974054835733805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:07,008] Trial 1323 finished with value: 0.9951106763636465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 13}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:10,511] Trial 1324 finished with value: 0.9970695721949597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:12,223] Trial 1325 finished with value: 0.9853027385252521 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014857575420649275, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:14,582] Trial 1326 finished with value: 0.9973453282100572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:17,452] Trial 1327 finished with value: 0.9975753321589993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:18,593] Trial 1328 finished with value: 0.9956528986131108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:19,435] Trial 1329 finished with value: 0.9957728677129216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:21,033] Trial 1330 finished with value: 0.9975986538081667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:22,834] Trial 1331 finished with value: 0.9975102254282072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:25,084] Trial 1332 finished with value: 0.9975674614435878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:27,627] Trial 1333 finished with value: 0.9973835785457129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:29,187] Trial 1334 finished with value: 0.9974009432118137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:32,062] Trial 1335 finished with value: 0.9973635960417907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:33,444] Trial 1336 finished with value: 0.9973767524200502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:35,762] Trial 1337 finished with value: 0.9974474550199979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:43,746] Trial 1338 finished with value: 0.9964171284457302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:55,846] Trial 1339 finished with value: 0.9958282483619693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:05,275] Trial 1340 finished with value: 0.9969785476541692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:08,488] Trial 1341 finished with value: 0.9974924687672114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:12,414] Trial 1342 finished with value: 0.997412441220932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:13,074] Trial 1343 finished with value: 0.9934603420228947 and parameters: {'classifier': 'SVC', 'svc_c': 173.69586868890104, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:24,378] Trial 1344 finished with value: 0.9969701743055172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:26,356] Trial 1345 finished with value: 0.9975280449937355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:28,124] Trial 1346 finished with value: 0.9968580794757634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:32,960] Trial 1347 finished with value: 0.9973618382377852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:44,158] Trial 1348 finished with value: 0.996361997669228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:46,325] Trial 1349 finished with value: 0.9974546438464674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:48,675] Trial 1350 finished with value: 0.9973830627729788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:50,573] Trial 1351 finished with value: 0.9967627914549108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:52,543] Trial 1352 finished with value: 0.9973503874229354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:55,479] Trial 1353 finished with value: 0.9973777933282015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:59,030] Trial 1354 finished with value: 0.997358564758271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:01,466] Trial 1355 finished with value: 0.9972207026831518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:03,179] Trial 1356 finished with value: 0.997377948177452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:05,879] Trial 1357 finished with value: 0.9973715096033772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:07,083] Trial 1358 finished with value: 0.9973988810730136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:08,741] Trial 1359 finished with value: 0.9974080453937958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:13,729] Trial 1360 finished with value: 0.9971912472072972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:15,938] Trial 1361 finished with value: 0.9974793635821967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:16,704] Trial 1362 finished with value: 0.993047040200926 and parameters: {'classifier': 'SVC', 'svc_c': 2446.183429381929, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:18,179] Trial 1363 finished with value: 0.9971141768405462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:19,953] Trial 1364 finished with value: 0.997442402535556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:21,791] Trial 1365 finished with value: 0.9975038265899925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:24,256] Trial 1366 finished with value: 0.9972656155990336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:26,993] Trial 1367 finished with value: 0.9974625620735263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:29,743] Trial 1368 finished with value: 0.996726784989313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 58}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:33,565] Trial 1369 finished with value: 0.9967662366682424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:35,689] Trial 1370 finished with value: 0.997412895326912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:39,949] Trial 1371 finished with value: 0.9972304860518193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:41,476] Trial 1372 finished with value: 0.9970257258949345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:44,738] Trial 1373 finished with value: 0.9874539594743516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:47,375] Trial 1374 finished with value: 0.9972127239636412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:48,909] Trial 1375 finished with value: 0.997330261844526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:01,402] Trial 1376 finished with value: 0.9968755918183474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:04,570] Trial 1377 finished with value: 0.9971189752630387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:07,648] Trial 1378 finished with value: 0.9970242158687728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:13,423] Trial 1379 finished with value: 0.9968347412276705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:15,164] Trial 1380 finished with value: 0.9973912167174767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:16,794] Trial 1381 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.8510130199596814e-05, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:19,054] Trial 1382 finished with value: 0.9970544267703012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:24,577] Trial 1383 finished with value: 0.9969699797838821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:25,670] Trial 1384 finished with value: 0.9974350161723504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:26,588] Trial 1385 finished with value: 0.9971258829868619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:29,196] Trial 1386 finished with value: 0.9976085812669341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:32,430] Trial 1387 finished with value: 0.9972783171096031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:42,742] Trial 1388 finished with value: 0.9969275285870557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:43,877] Trial 1389 finished with value: 0.9974019638711801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:45,856] Trial 1390 finished with value: 0.9974887871699449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:46,722] Trial 1391 finished with value: 0.9934708856413975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:48,319] Trial 1392 finished with value: 0.9973868774790292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:50,292] Trial 1393 finished with value: 0.9974038478333673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:52,537] Trial 1394 finished with value: 0.9974807142840628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:57,249] Trial 1395 finished with value: 0.9974656623275417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:01,325] Trial 1396 finished with value: 0.9973436949773387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:03,689] Trial 1397 finished with value: 0.9972588903047027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:05,967] Trial 1398 finished with value: 0.9973523585056787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:18,516] Trial 1399 finished with value: 0.9965967223462653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:20,214] Trial 1400 finished with value: 0.9854326848171312 and parameters: {'classifier': 'SVC', 'svc_c': 0.31127476800855586, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:22,597] Trial 1401 finished with value: 0.9973464734089724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:25,806] Trial 1402 finished with value: 0.997486142894446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:27,765] Trial 1403 finished with value: 0.9975381087668155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:29,515] Trial 1404 finished with value: 0.9975806590493891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:46,839] Trial 1405 finished with value: 0.9957745470925575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:49,938] Trial 1406 finished with value: 0.9973778949212432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:51,844] Trial 1407 finished with value: 0.997177412240838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:59,500] Trial 1408 finished with value: 0.9969816259138149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:02,000] Trial 1409 finished with value: 0.9968031843849622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:04,200] Trial 1410 finished with value: 0.9972395320219443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:08,323] Trial 1411 finished with value: 0.9973409412060591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:17,404] Trial 1412 finished with value: 0.997213044389555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:18,495] Trial 1413 finished with value: 0.9960807728635567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:20,684] Trial 1414 finished with value: 0.9974428688923683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:22,350] Trial 1415 finished with value: 0.9974844770034209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:24,321] Trial 1416 finished with value: 0.9975308473874894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:26,162] Trial 1417 finished with value: 0.9955551641073987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:28,887] Trial 1418 finished with value: 0.9973778251930604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:29,636] Trial 1419 finished with value: 0.9911589796340138 and parameters: {'classifier': 'SVC', 'svc_c': 12.300228950380992, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:30,359] Trial 1420 finished with value: 0.9928454277462286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:33,014] Trial 1421 finished with value: 0.9975075762333327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:35,361] Trial 1422 finished with value: 0.9975474826847385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:35,878] Trial 1423 finished with value: 0.987336933525914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:41,156] Trial 1424 finished with value: 0.9970466308611375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:44,312] Trial 1425 finished with value: 0.9969821115037991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:46,229] Trial 1426 finished with value: 0.9973735735512378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:51,669] Trial 1427 finished with value: 0.9969115775908296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:52,113] Trial 1428 finished with value: 0.9969058680682273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 38}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:53,891] Trial 1429 finished with value: 0.9972852218183249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:55,505] Trial 1430 finished with value: 0.9971365569212126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:57,727] Trial 1431 finished with value: 0.9967513770751787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:59,186] Trial 1432 finished with value: 0.9968188855721184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:01,616] Trial 1433 finished with value: 0.9963580641999278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:03,676] Trial 1434 finished with value: 0.9971965745737554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:06,214] Trial 1435 finished with value: 0.9974301399919844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:17,740] Trial 1436 finished with value: 0.9967268711259939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:18,798] Trial 1437 finished with value: 0.9874500593933299 and parameters: {'classifier': 'SVC', 'svc_c': 2.384212637389155, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:21,352] Trial 1438 finished with value: 0.9976215267785361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:23,886] Trial 1439 finished with value: 0.9973813899313518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:29,314] Trial 1440 finished with value: 0.9972621329032331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:31,066] Trial 1441 finished with value: 0.9970800399598637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:33,476] Trial 1442 finished with value: 0.9973567401777083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:36,018] Trial 1443 finished with value: 0.9973558960763214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:37,444] Trial 1444 finished with value: 0.9973916043008025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:40,877] Trial 1445 finished with value: 0.9971556616498282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:42,563] Trial 1446 finished with value: 0.9974774339174225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:44,746] Trial 1447 finished with value: 0.9973883345980991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:47,245] Trial 1448 finished with value: 0.9968562759691714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:48,236] Trial 1449 finished with value: 0.9971239060326055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:52,762] Trial 1450 finished with value: 0.9972965977317134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:55,980] Trial 1451 finished with value: 0.997340395885333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:58,447] Trial 1452 finished with value: 0.9972814211404296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:59,382] Trial 1453 finished with value: 0.9970113006033965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:00,999] Trial 1454 finished with value: 0.9974051913942041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:02,168] Trial 1455 finished with value: 0.9973283872767592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:03,856] Trial 1456 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 4.913102365847547e-10, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:06,739] Trial 1457 finished with value: 0.9975268482841965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:08,842] Trial 1458 finished with value: 0.9974797750959049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:20,563] Trial 1459 finished with value: 0.9968463156616701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:23,236] Trial 1460 finished with value: 0.9973606902459342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:26,106] Trial 1461 finished with value: 0.9973759247271613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:28,055] Trial 1462 finished with value: 0.997518778286464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:31,058] Trial 1463 finished with value: 0.9970789985439059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:32,560] Trial 1464 finished with value: 0.997493884182671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:40,683] Trial 1465 finished with value: 0.9969992953907788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:42,442] Trial 1466 finished with value: 0.9976192055949354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:43,400] Trial 1467 finished with value: 0.9971595964203827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:45,221] Trial 1468 finished with value: 0.9972985259682816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:50,555] Trial 1469 finished with value: 0.9975611997131333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:51,943] Trial 1470 finished with value: 0.9974763986586187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:53,814] Trial 1471 finished with value: 0.9971708258633281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:55,794] Trial 1472 finished with value: 0.9972551413278584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:58,158] Trial 1473 finished with value: 0.9976562699167272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:00,625] Trial 1474 finished with value: 0.9975145310879484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:02,038] Trial 1475 finished with value: 0.9866198391513606 and parameters: {'classifier': 'SVC', 'svc_c': 8867129.481874796, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:08,448] Trial 1476 finished with value: 0.9970419903982105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:11,402] Trial 1477 finished with value: 0.9962778569218783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:15,068] Trial 1478 finished with value: 0.9971329613336755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:17,128] Trial 1479 finished with value: 0.9975362034767542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:18,908] Trial 1480 finished with value: 0.9961918516042024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:21,107] Trial 1481 finished with value: 0.997600525424308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:21,790] Trial 1482 finished with value: 0.9969488280554485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 27}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:24,988] Trial 1483 finished with value: 0.9972932121856477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:29,209] Trial 1484 finished with value: 0.9977234465938444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:42,090] Trial 1485 finished with value: 0.9965343547873152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:46,365] Trial 1486 finished with value: 0.9971491283698376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:50,799] Trial 1487 finished with value: 0.9972929895759647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:55,288] Trial 1488 finished with value: 0.9973876562955407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:59,233] Trial 1489 finished with value: 0.9976018534653083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:03,441] Trial 1490 finished with value: 0.9973588849302816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:08,416] Trial 1491 finished with value: 0.9968354557749192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:12,002] Trial 1492 finished with value: 0.9973221824841109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:16,114] Trial 1493 finished with value: 0.9974537527412393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:17,756] Trial 1494 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.4825496670765373e-06, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:21,770] Trial 1495 finished with value: 0.9965688202822917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:25,480] Trial 1496 finished with value: 0.997493591178309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:27,522] Trial 1497 finished with value: 0.9954213437913202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:33,271] Trial 1498 finished with value: 0.9975001468335245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:36,578] Trial 1499 finished with value: 0.9971612243211326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:40,118] Trial 1500 finished with value: 0.9974736210839086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:54,599] Trial 1501 finished with value: 0.9967012908169034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:59,889] Trial 1502 finished with value: 0.9966452697286208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:01,439] Trial 1503 finished with value: 0.9971163150233724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 64}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:02,933] Trial 1504 finished with value: 0.997124058152396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 44}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:05,746] Trial 1505 finished with value: 0.9971889010777012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:06,621] Trial 1506 finished with value: 0.9909467072731205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:10,984] Trial 1507 finished with value: 0.9970178053827462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:13,144] Trial 1508 finished with value: 0.9969471141132314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:16,665] Trial 1509 finished with value: 0.9968787766856243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:18,859] Trial 1510 finished with value: 0.9973949891803722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:22,661] Trial 1511 finished with value: 0.9973704923399668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:25,139] Trial 1512 finished with value: 0.9971746247639007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:26,850] Trial 1513 finished with value: 0.9852050717482346 and parameters: {'classifier': 'SVC', 'svc_c': 2.5062614525846475e-07, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:27,095] Trial 1514 finished with value: 0.9795554775832186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 2}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:35,304] Trial 1515 finished with value: 0.9969203173218855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:38,145] Trial 1516 finished with value: 0.997495514400288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:39,920] Trial 1517 finished with value: 0.9968963208295915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 67}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:42,279] Trial 1518 finished with value: 0.997202187010099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:44,238] Trial 1519 finished with value: 0.9974579936239113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:47,547] Trial 1520 finished with value: 0.9973000153330656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:50,406] Trial 1521 finished with value: 0.9973795927723413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:58,900] Trial 1522 finished with value: 0.9969736830581398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:01,391] Trial 1523 finished with value: 0.9975303279648958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:03,405] Trial 1524 finished with value: 0.9973691096462901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:06,126] Trial 1525 finished with value: 0.9973976161587114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:11,835] Trial 1526 finished with value: 0.9974491096440659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:16,262] Trial 1527 finished with value: 0.996969178973001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:20,499] Trial 1528 finished with value: 0.9971577059201863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:21,106] Trial 1529 finished with value: 0.9931442110096637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:23,124] Trial 1530 finished with value: 0.9973181954094849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:34,782] Trial 1531 finished with value: 0.9966693067502227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:36,063] Trial 1532 finished with value: 0.9963050737644296 and parameters: {'classifier': 'SVC', 'svc_c': 78243.27518538723, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:39,798] Trial 1533 finished with value: 0.9956677570636101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 33}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:42,805] Trial 1534 finished with value: 0.9973907231295395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:45,243] Trial 1535 finished with value: 0.997390708879219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:47,461] Trial 1536 finished with value: 0.9974973954108503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:50,662] Trial 1537 finished with value: 0.9974055486360908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:55,513] Trial 1538 finished with value: 0.9968668572605704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:57,479] Trial 1539 finished with value: 0.9976124248544801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:59,362] Trial 1540 finished with value: 0.9974612877965413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:00,276] Trial 1541 finished with value: 0.9973320315502466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:02,516] Trial 1542 finished with value: 0.9975713228995758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:05,169] Trial 1543 finished with value: 0.9974011311319638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:06,156] Trial 1544 finished with value: 0.9971484454652826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:07,073] Trial 1545 finished with value: 0.9939109458835818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:09,859] Trial 1546 finished with value: 0.9974798414598695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:12,105] Trial 1547 finished with value: 0.9974267693944733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:12,813] Trial 1548 finished with value: 0.9959166791540098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 18}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:14,546] Trial 1549 finished with value: 0.9972048246523751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:16,243] Trial 1550 finished with value: 0.9853736955997419 and parameters: {'classifier': 'SVC', 'svc_c': 0.007433659187648733, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:18,254] Trial 1551 finished with value: 0.997135105546704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 42}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:20,421] Trial 1552 finished with value: 0.9970984721304821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:22,257] Trial 1553 finished with value: 0.9971209569462433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:24,767] Trial 1554 finished with value: 0.9973542489423993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:27,938] Trial 1555 finished with value: 0.9973075968209263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:30,222] Trial 1556 finished with value: 0.997639492687556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:34,114] Trial 1557 finished with value: 0.997711193920762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:37,928] Trial 1558 finished with value: 0.9973433852788375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:41,675] Trial 1559 finished with value: 0.9971105829985937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:45,181] Trial 1560 finished with value: 0.996823658255168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:49,585] Trial 1561 finished with value: 0.9973601516536444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:53,649] Trial 1562 finished with value: 0.9969992488630064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:57,609] Trial 1563 finished with value: 0.9970513674899243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:02,346] Trial 1564 finished with value: 0.9973205658185801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:05,735] Trial 1565 finished with value: 0.9972156956473933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:10,561] Trial 1566 finished with value: 0.9973690389977081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:14,848] Trial 1567 finished with value: 0.9967140943331078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:22,142] Trial 1568 finished with value: 0.9969117912186847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:25,796] Trial 1569 finished with value: 0.997411493495277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:27,372] Trial 1570 finished with value: 0.9956497786498549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:29,548] Trial 1571 finished with value: 0.995110593876825 and parameters: {'classifier': 'SVC', 'svc_c': 303129.16436756775, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:31,586] Trial 1572 finished with value: 0.9970148903511588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:36,232] Trial 1573 finished with value: 0.9972379661370655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:47,123] Trial 1574 finished with value: 0.9967302720966827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:49,845] Trial 1575 finished with value: 0.9971845918950523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:54,588] Trial 1576 finished with value: 0.99716481095858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:56,645] Trial 1577 finished with value: 0.9961183941856243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:59,328] Trial 1578 finished with value: 0.9972670860480245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:02,683] Trial 1579 finished with value: 0.9970784382746253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:06,683] Trial 1580 finished with value: 0.9971964599681717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:11,431] Trial 1581 finished with value: 0.9969845009239009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:14,322] Trial 1582 finished with value: 0.9972514159005416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:15,120] Trial 1583 finished with value: 0.9970837766858757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:18,149] Trial 1584 finished with value: 0.9973936870375044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:21,830] Trial 1585 finished with value: 0.9968575364084287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:25,650] Trial 1586 finished with value: 0.9973705056381501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:30,496] Trial 1587 finished with value: 0.9958513216620108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:32,306] Trial 1588 finished with value: 0.9974097754271319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:34,007] Trial 1589 finished with value: 0.9852111340376783 and parameters: {'classifier': 'SVC', 'svc_c': 0.00038461423397223474, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:38,771] Trial 1590 finished with value: 0.9973707498930859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:40,380] Trial 1591 finished with value: 0.9955465516770897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:57,153] Trial 1592 finished with value: 0.995668746683303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 71, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:59,901] Trial 1593 finished with value: 0.9975797494726989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:04,897] Trial 1594 finished with value: 0.9972507298856716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:06,165] Trial 1595 finished with value: 0.997150463551867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:07,788] Trial 1596 finished with value: 0.9973688713898187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:10,790] Trial 1597 finished with value: 0.9972545246285783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:15,080] Trial 1598 finished with value: 0.9975493650917685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:17,529] Trial 1599 finished with value: 0.9973742388729921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:18,311] Trial 1600 finished with value: 0.9934568937944617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:21,909] Trial 1601 finished with value: 0.9974040394351148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:23,943] Trial 1602 finished with value: 0.9973834466112317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:26,946] Trial 1603 finished with value: 0.9973245766648987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:28,332] Trial 1604 finished with value: 0.9917081942840383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:31,765] Trial 1605 finished with value: 0.9954916235788644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:42,601] Trial 1606 finished with value: 0.9968842300198375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:43,322] Trial 1607 finished with value: 0.9918690606609881 and parameters: {'classifier': 'SVC', 'svc_c': 27.498854362627146, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:45,134] Trial 1608 finished with value: 0.9973401614374104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:47,415] Trial 1609 finished with value: 0.9974522581397007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:50,339] Trial 1610 finished with value: 0.9976426424844448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:53,927] Trial 1611 finished with value: 0.9973489251940624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:08,865] Trial 1612 finished with value: 0.9961848233080691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 63, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:10,525] Trial 1613 finished with value: 0.9973709389558009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:17,919] Trial 1614 finished with value: 0.9971089670947729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:20,628] Trial 1615 finished with value: 0.9974597600923653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:22,643] Trial 1616 finished with value: 0.9975645970022248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:25,618] Trial 1617 finished with value: 0.9975318915646452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:29,975] Trial 1618 finished with value: 0.9974976845114493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:31,868] Trial 1619 finished with value: 0.9973816681458487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:33,155] Trial 1620 finished with value: 0.9968174448615468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:35,663] Trial 1621 finished with value: 0.9976445566293823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:39,112] Trial 1622 finished with value: 0.9970078612615776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:40,026] Trial 1623 finished with value: 0.9967896806353053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:42,866] Trial 1624 finished with value: 0.9975705012051517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:47,553] Trial 1625 finished with value: 0.9972352100489187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:49,257] Trial 1626 finished with value: 0.9972873102361124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:53,298] Trial 1627 finished with value: 0.9971996033857412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:54,639] Trial 1628 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 445553273.48215425, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:56,238] Trial 1629 finished with value: 0.9973819487724266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:57,770] Trial 1630 finished with value: 0.9963149856398843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 57}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:58,714] Trial 1631 finished with value: 0.9970157293744806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:01,313] Trial 1632 finished with value: 0.9974997631222234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:07,185] Trial 1633 finished with value: 0.996911460128834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:09,241] Trial 1634 finished with value: 0.9971806547758925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:27,120] Trial 1635 finished with value: 0.9954270569003061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:29,593] Trial 1636 finished with value: 0.997536814431473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:31,803] Trial 1637 finished with value: 0.997274807500057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:33,285] Trial 1638 finished with value: 0.9966485137236192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 49}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:35,138] Trial 1639 finished with value: 0.997458474580161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:36,875] Trial 1640 finished with value: 0.9972738827209092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:39,375] Trial 1641 finished with value: 0.9974055002992577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:42,741] Trial 1642 finished with value: 0.9970059028105213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:44,880] Trial 1643 finished with value: 0.9974958678653637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:49,449] Trial 1644 finished with value: 0.9968649006185748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:51,511] Trial 1645 finished with value: 0.9975661539052759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:53,169] Trial 1646 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.619552410709499e-09, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:54,570] Trial 1647 finished with value: 0.9976040489667956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:55,364] Trial 1648 finished with value: 0.9964535220185854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:58,316] Trial 1649 finished with value: 0.99674640856924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:13,033] Trial 1650 finished with value: 0.9957103849771056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:15,455] Trial 1651 finished with value: 0.9975799744944629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:16,909] Trial 1652 finished with value: 0.997041652040379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:20,404] Trial 1653 finished with value: 0.9970283506198823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:22,029] Trial 1654 finished with value: 0.9975650514573219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:30,545] Trial 1655 finished with value: 0.9972696803680569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:31,874] Trial 1656 finished with value: 0.9944195902203901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:35,467] Trial 1657 finished with value: 0.9972282554799442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:36,931] Trial 1658 finished with value: 0.9974516469945544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:38,116] Trial 1659 finished with value: 0.9972880181818763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:39,785] Trial 1660 finished with value: 0.9972453180646413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:42,256] Trial 1661 finished with value: 0.9973226444293539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:44,144] Trial 1662 finished with value: 0.9974427243896756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:45,368] Trial 1663 finished with value: 0.9865066625350308 and parameters: {'classifier': 'SVC', 'svc_c': 1.162869218261461, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:45,683] Trial 1664 finished with value: 0.9872707895685681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 7}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:48,098] Trial 1665 finished with value: 0.997598307991927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:49,938] Trial 1666 finished with value: 0.9975689684863861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:55,985] Trial 1667 finished with value: 0.9972375112693755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:58,347] Trial 1668 finished with value: 0.9975141237001681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:00,566] Trial 1669 finished with value: 0.9974479518134634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:03,848] Trial 1670 finished with value: 0.9967780686553613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:09,451] Trial 1671 finished with value: 0.9970816625286453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:22,076] Trial 1672 finished with value: 0.9959995267720577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:24,336] Trial 1673 finished with value: 0.9973603846098853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:27,192] Trial 1674 finished with value: 0.9975056384119164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:30,291] Trial 1675 finished with value: 0.9969639623401015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:32,041] Trial 1676 finished with value: 0.9975768769699075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:35,336] Trial 1677 finished with value: 0.9972572879529681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:45,519] Trial 1678 finished with value: 0.9957992149685463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:48,084] Trial 1679 finished with value: 0.9975739515917623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:52,380] Trial 1680 finished with value: 0.9973260830729389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:57,950] Trial 1681 finished with value: 0.9971570709716094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:59,947] Trial 1682 finished with value: 0.9973813959298163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:00,589] Trial 1683 finished with value: 0.9950195964719454 and parameters: {'classifier': 'SVC', 'svc_c': 861.0859595142705, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:02,624] Trial 1684 finished with value: 0.9976096244602145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:04,196] Trial 1685 finished with value: 0.9972709044039343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:07,719] Trial 1686 finished with value: 0.9968827156773203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:09,589] Trial 1687 finished with value: 0.9973449026999317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:20,561] Trial 1688 finished with value: 0.9969144822123833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:21,641] Trial 1689 finished with value: 0.9972833402364806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:24,567] Trial 1690 finished with value: 0.9972440901250015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:26,978] Trial 1691 finished with value: 0.9974571964628893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:29,259] Trial 1692 finished with value: 0.9972891318333117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:31,741] Trial 1693 finished with value: 0.9974601900140598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:33,793] Trial 1694 finished with value: 0.9972669314844151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:34,738] Trial 1695 finished with value: 0.9970097794372291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:35,784] Trial 1696 finished with value: 0.9973593873730945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:38,027] Trial 1697 finished with value: 0.9967861885133464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:39,234] Trial 1698 finished with value: 0.9974303404486081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:44,248] Trial 1699 finished with value: 0.9972300183937525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:46,661] Trial 1700 finished with value: 0.9973487218175512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:47,690] Trial 1701 finished with value: 0.9885474806974376 and parameters: {'classifier': 'SVC', 'svc_c': 29863.824546655767, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:51,932] Trial 1702 finished with value: 0.9971836273800442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:55,487] Trial 1703 finished with value: 0.9973621973839464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:00,402] Trial 1704 finished with value: 0.996401135999797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 35, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:09,547] Trial 1705 finished with value: 0.9969747188564878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:11,235] Trial 1706 finished with value: 0.9975110755280588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:13,329] Trial 1707 finished with value: 0.9975545483046511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:14,914] Trial 1708 finished with value: 0.9975117855685247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:16,227] Trial 1709 finished with value: 0.9963189482763214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:17,558] Trial 1710 finished with value: 0.9955868380947236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:30,345] Trial 1711 finished with value: 0.9968684040392289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:32,944] Trial 1712 finished with value: 0.9974154308048641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:36,372] Trial 1713 finished with value: 0.9970640115866193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:37,229] Trial 1714 finished with value: 0.9971717651149618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:40,638] Trial 1715 finished with value: 0.9969722115300597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:47,587] Trial 1716 finished with value: 0.997162342415875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:57,407] Trial 1717 finished with value: 0.9967098881717065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:58,753] Trial 1718 finished with value: 0.9973625249191514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:59,156] Trial 1719 finished with value: 0.9934510280578787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 22}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:59,824] Trial 1720 finished with value: 0.9930624301661618 and parameters: {'classifier': 'SVC', 'svc_c': 99.42530814280971, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:04,281] Trial 1721 finished with value: 0.9971238768337306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:06,109] Trial 1722 finished with value: 0.997352771098476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:07,265] Trial 1723 finished with value: 0.9897944034781606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 53}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:08,935] Trial 1724 finished with value: 0.9965754393815841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:11,123] Trial 1725 finished with value: 0.9977565340923542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:12,995] Trial 1726 finished with value: 0.9976873841425778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:14,725] Trial 1727 finished with value: 0.9973734492655922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:16,560] Trial 1728 finished with value: 0.9974126847776339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:18,183] Trial 1729 finished with value: 0.9973853112767713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:20,034] Trial 1730 finished with value: 0.997302931031149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:21,999] Trial 1731 finished with value: 0.9972806831388672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:23,712] Trial 1732 finished with value: 0.9973054420074364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:25,518] Trial 1733 finished with value: 0.997511409156942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:27,313] Trial 1734 finished with value: 0.9973329668346418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:29,203] Trial 1735 finished with value: 0.9971936024139346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:30,751] Trial 1736 finished with value: 0.9975291661670549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:32,752] Trial 1737 finished with value: 0.9976946076585801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:34,751] Trial 1738 finished with value: 0.9973634192933839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:35,894] Trial 1739 finished with value: 0.9966449344493663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:37,952] Trial 1740 finished with value: 0.9974213756005744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:45,781] Trial 1741 finished with value: 0.9968311360870229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:47,807] Trial 1742 finished with value: 0.9976746454034428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:49,177] Trial 1743 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2123890146.3860314, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:53,743] Trial 1744 finished with value: 0.9970442495024642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:55,822] Trial 1745 finished with value: 0.9974345704134399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:59,166] Trial 1746 finished with value: 0.9973025549686834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:01,084] Trial 1747 finished with value: 0.9973438519847669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:06,265] Trial 1748 finished with value: 0.9972247913825575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:10,477] Trial 1749 finished with value: 0.9969738848477552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:12,530] Trial 1750 finished with value: 0.9974374253969064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:16,413] Trial 1751 finished with value: 0.9971769598487049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:19,496] Trial 1752 finished with value: 0.9972973408430788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:21,230] Trial 1753 finished with value: 0.9975390369101814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:23,382] Trial 1754 finished with value: 0.9974210209294586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:37,154] Trial 1755 finished with value: 0.996684506129324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:53,603] Trial 1756 finished with value: 0.9965379140032108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:55,488] Trial 1757 finished with value: 0.9971041663871509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:56,929] Trial 1758 finished with value: 0.9975093197235418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:57,729] Trial 1759 finished with value: 0.9969201718353178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:12,417] Trial 1760 finished with value: 0.9965828138430745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:14,122] Trial 1761 finished with value: 0.985384840429426 and parameters: {'classifier': 'SVC', 'svc_c': 0.03830397408849971, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:15,643] Trial 1762 finished with value: 0.9973828418454049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:18,401] Trial 1763 finished with value: 0.9970774432277504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:22,712] Trial 1764 finished with value: 0.9973062614167315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:28,985] Trial 1765 finished with value: 0.9963441886089469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:31,276] Trial 1766 finished with value: 0.9974201678779814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:33,364] Trial 1767 finished with value: 0.9974535643132826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:35,098] Trial 1768 finished with value: 0.9975373166838587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:36,952] Trial 1769 finished with value: 0.9974019694887896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:37,970] Trial 1770 finished with value: 0.9970017274983661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:39,531] Trial 1771 finished with value: 0.9974919078314349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:42,835] Trial 1772 finished with value: 0.9971529414889927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:45,715] Trial 1773 finished with value: 0.9975438027695809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:47,611] Trial 1774 finished with value: 0.9975804533560108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:49,315] Trial 1775 finished with value: 0.9975546970919612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:51,346] Trial 1776 finished with value: 0.9967545968858914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:55,297] Trial 1777 finished with value: 0.9971963355238365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:57,028] Trial 1778 finished with value: 0.9853725483378626 and parameters: {'classifier': 'SVC', 'svc_c': 0.0073103758753815945, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:00,166] Trial 1779 finished with value: 0.9973374802824632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:02,153] Trial 1780 finished with value: 0.997329394415777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:03,080] Trial 1781 finished with value: 0.9970856740731978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:06,642] Trial 1782 finished with value: 0.9963798189486033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:09,708] Trial 1783 finished with value: 0.9973163125898621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:11,198] Trial 1784 finished with value: 0.9974044891930015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:13,494] Trial 1785 finished with value: 0.9975034196782809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:15,650] Trial 1786 finished with value: 0.9971730125734148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:17,336] Trial 1787 finished with value: 0.9973798920608088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:19,786] Trial 1788 finished with value: 0.9963523358884844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:25,753] Trial 1789 finished with value: 0.9971125605241323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:28,276] Trial 1790 finished with value: 0.9974200825982242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:30,162] Trial 1791 finished with value: 0.9976596966585967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:41,764] Trial 1792 finished with value: 0.996259547513486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:46,269] Trial 1793 finished with value: 0.9972151001807735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:47,525] Trial 1794 finished with value: 0.9974684449803171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:56,801] Trial 1795 finished with value: 0.9970054137928429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:58,919] Trial 1796 finished with value: 0.9976779920388338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:01,828] Trial 1797 finished with value: 0.9939203244669771 and parameters: {'classifier': 'SVC', 'svc_c': 706271.6549748945, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:04,814] Trial 1798 finished with value: 0.9973852936939706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:06,977] Trial 1799 finished with value: 0.9974509016297975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:15,730] Trial 1800 finished with value: 0.9972187985356552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:20,768] Trial 1801 finished with value: 0.9974445765187419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:21,502] Trial 1802 finished with value: 0.9892571049207097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:24,231] Trial 1803 finished with value: 0.9975824826143387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:25,648] Trial 1804 finished with value: 0.9967537540222828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:26,691] Trial 1805 finished with value: 0.9964942099842246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 29}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:28,963] Trial 1806 finished with value: 0.9971614562934983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:31,675] Trial 1807 finished with value: 0.9973010552890796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:33,456] Trial 1808 finished with value: 0.9954274591782832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:34,969] Trial 1809 finished with value: 0.9973894101323074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:37,363] Trial 1810 finished with value: 0.9972143302191383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:40,280] Trial 1811 finished with value: 0.9973410994830036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:44,618] Trial 1812 finished with value: 0.9973879882105768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:46,676] Trial 1813 finished with value: 0.997428487557832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:48,625] Trial 1814 finished with value: 0.9973279310760771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:51,510] Trial 1815 finished with value: 0.9973658262645486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:53,228] Trial 1816 finished with value: 0.9975565677242276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:55,107] Trial 1817 finished with value: 0.9945509376456702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:56,880] Trial 1818 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.4445361905167999e-05, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:58,851] Trial 1819 finished with value: 0.997191843753006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:02,499] Trial 1820 finished with value: 0.9975532791057313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:04,600] Trial 1821 finished with value: 0.9972482165290412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:10,722] Trial 1822 finished with value: 0.9971816865117886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:13,252] Trial 1823 finished with value: 0.9974452955727736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:15,798] Trial 1824 finished with value: 0.9977214822712752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:18,419] Trial 1825 finished with value: 0.9975521498709835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:21,162] Trial 1826 finished with value: 0.9973096415038771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:23,838] Trial 1827 finished with value: 0.9975121816576099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:26,851] Trial 1828 finished with value: 0.9975819093007781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:29,602] Trial 1829 finished with value: 0.9973470578942764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:32,077] Trial 1830 finished with value: 0.9972672070646657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:35,011] Trial 1831 finished with value: 0.9973379761237915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:38,365] Trial 1832 finished with value: 0.997382498092129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:40,862] Trial 1833 finished with value: 0.9974074799829742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:41,586] Trial 1834 finished with value: 0.9956063448156751 and parameters: {'classifier': 'SVC', 'svc_c': 5601.545510168859, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:43,949] Trial 1835 finished with value: 0.9974007962335641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:47,231] Trial 1836 finished with value: 0.9973868457411218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:53,033] Trial 1837 finished with value: 0.9971694107969856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 98}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:53,907] Trial 1838 finished with value: 0.9970172509532406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:54,396] Trial 1839 finished with value: 0.9965190205538451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 35}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:56,362] Trial 1840 finished with value: 0.9968301158402495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:07,628] Trial 1841 finished with value: 0.9966818411924475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:10,036] Trial 1842 finished with value: 0.9976541316069492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:13,375] Trial 1843 finished with value: 0.9971663722097244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:15,891] Trial 1844 finished with value: 0.9973427705155699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:16,769] Trial 1845 finished with value: 0.9949156628546704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:19,244] Trial 1846 finished with value: 0.9959856481024998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:23,054] Trial 1847 finished with value: 0.997514072951254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:25,983] Trial 1848 finished with value: 0.9972428307648329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:28,127] Trial 1849 finished with value: 0.9975324250788699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:30,565] Trial 1850 finished with value: 0.9977380376524732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:35,221] Trial 1851 finished with value: 0.9972265917470966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:37,619] Trial 1852 finished with value: 0.9973365816553512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:39,805] Trial 1853 finished with value: 0.9973631573921714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:40,522] Trial 1854 finished with value: 0.9925751593422847 and parameters: {'classifier': 'SVC', 'svc_c': 280.11477660301546, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:42,769] Trial 1855 finished with value: 0.9975524787709187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:45,016] Trial 1856 finished with value: 0.9973494115140186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:47,133] Trial 1857 finished with value: 0.9975604114069876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:52,276] Trial 1858 finished with value: 0.9972646758713312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:54,670] Trial 1859 finished with value: 0.9974721850070712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:59,524] Trial 1860 finished with value: 0.9972087245747071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:02,078] Trial 1861 finished with value: 0.9973411951410567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:04,090] Trial 1862 finished with value: 0.9973525350001822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:06,294] Trial 1863 finished with value: 0.9973963917102412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:09,081] Trial 1864 finished with value: 0.9953890678311043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:10,534] Trial 1865 finished with value: 0.9970764514816177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:13,091] Trial 1866 finished with value: 0.9971334282300321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:13,899] Trial 1867 finished with value: 0.9936729376661134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 10}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:16,380] Trial 1868 finished with value: 0.9976628340142261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:17,619] Trial 1869 finished with value: 0.9973305800170484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:24,745] Trial 1870 finished with value: 0.9969404776215655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:26,504] Trial 1871 finished with value: 0.997415026083068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:30,904] Trial 1872 finished with value: 0.9971842529976761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:32,631] Trial 1873 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.289444056715057e-06, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:37,669] Trial 1874 finished with value: 0.9968118008777235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:42,171] Trial 1875 finished with value: 0.997456875180052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:44,449] Trial 1876 finished with value: 0.9975972609583593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:46,347] Trial 1877 finished with value: 0.9969931516936023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:47,603] Trial 1878 finished with value: 0.9973411557543136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:49,860] Trial 1879 finished with value: 0.9970911504808698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:51,868] Trial 1880 finished with value: 0.9976391255117044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:52,839] Trial 1881 finished with value: 0.9940335332338073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:53,891] Trial 1882 finished with value: 0.9914365813988578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 41}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:54,955] Trial 1883 finished with value: 0.9975143737631411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:56,597] Trial 1884 finished with value: 0.997442324333352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:57,630] Trial 1885 finished with value: 0.9970609118404102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:00,440] Trial 1886 finished with value: 0.9973240698739924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:02,838] Trial 1887 finished with value: 0.9975161031934571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:07,645] Trial 1888 finished with value: 0.9969139228635022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:10,234] Trial 1889 finished with value: 0.997647491751065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:12,406] Trial 1890 finished with value: 0.9974813587222741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:14,478] Trial 1891 finished with value: 0.9972211223217643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:16,219] Trial 1892 finished with value: 0.985404010823772 and parameters: {'classifier': 'SVC', 'svc_c': 0.1844734131779537, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:22,162] Trial 1893 finished with value: 0.9962665049706101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:24,018] Trial 1894 finished with value: 0.9969636886323876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:30,544] Trial 1895 finished with value: 0.9969670748449494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:33,502] Trial 1896 finished with value: 0.9971560454563434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:37,407] Trial 1897 finished with value: 0.9972718774881774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:39,590] Trial 1898 finished with value: 0.9974771969622053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:40,801] Trial 1899 finished with value: 0.9953239518011054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:43,423] Trial 1900 finished with value: 0.9975316326467961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:44,124] Trial 1901 finished with value: 0.996240515655106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 14}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:46,467] Trial 1902 finished with value: 0.99750644661773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:48,368] Trial 1903 finished with value: 0.9971482674790973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:50,482] Trial 1904 finished with value: 0.997454317771206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:00,309] Trial 1905 finished with value: 0.9967256310624731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:02,862] Trial 1906 finished with value: 0.9974165948560964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:04,584] Trial 1907 finished with value: 0.9974027151709256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:05,161] Trial 1908 finished with value: 0.9972359467492268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 18}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:12,902] Trial 1909 finished with value: 0.9970747537574715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:14,660] Trial 1910 finished with value: 0.9852912688898229 and parameters: {'classifier': 'SVC', 'svc_c': 0.0011340362503052001, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:15,969] Trial 1911 finished with value: 0.9970722870555648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:18,402] Trial 1912 finished with value: 0.9973910251157291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:20,144] Trial 1913 finished with value: 0.9974796199292754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:32,436] Trial 1914 finished with value: 0.9965336454133454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:35,126] Trial 1915 finished with value: 0.9974921636072313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:39,849] Trial 1916 finished with value: 0.997180838125784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:41,610] Trial 1917 finished with value: 0.9960340682158465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:42,408] Trial 1918 finished with value: 0.9966687318815045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:44,612] Trial 1919 finished with value: 0.9976335805818902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:46,511] Trial 1920 finished with value: 0.9975380186628962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:48,207] Trial 1921 finished with value: 0.9977344196579733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:49,701] Trial 1922 finished with value: 0.9975437731581133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:51,374] Trial 1923 finished with value: 0.9975008574770108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:52,699] Trial 1924 finished with value: 0.9973694103312254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:54,179] Trial 1925 finished with value: 0.9974060170241293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:57,761] Trial 1926 finished with value: 0.9972931981257546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:58,519] Trial 1927 finished with value: 0.9960000145519577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:01,956] Trial 1928 finished with value: 0.997384276176657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:03,244] Trial 1929 finished with value: 0.9973659408066565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:05,017] Trial 1930 finished with value: 0.9852061371897881 and parameters: {'classifier': 'SVC', 'svc_c': 1.939126836051852e-08, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:09,284] Trial 1931 finished with value: 0.9970255207411004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:10,697] Trial 1932 finished with value: 0.9975575123395677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:11,817] Trial 1933 finished with value: 0.9973939868655165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:13,542] Trial 1934 finished with value: 0.9974031369994537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:14,834] Trial 1935 finished with value: 0.9974477541497757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:19,200] Trial 1936 finished with value: 0.9972881036837992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:31,892] Trial 1937 finished with value: 0.9962996927609075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 61, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:42,227] Trial 1938 finished with value: 0.9967805811868061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:43,825] Trial 1939 finished with value: 0.9963455661928208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:46,676] Trial 1940 finished with value: 0.9972890008509675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:49,185] Trial 1941 finished with value: 0.99754165858829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:58,698] Trial 1942 finished with value: 0.9971314795225136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:00,284] Trial 1943 finished with value: 0.9976881294755969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:03,657] Trial 1944 finished with value: 0.9975849686446309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:06,635] Trial 1945 finished with value: 0.9968117466059015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:10,220] Trial 1946 finished with value: 0.9972785387671488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:14,577] Trial 1947 finished with value: 0.9974551137896631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:16,264] Trial 1948 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.14734835173522e-10, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:17,700] Trial 1949 finished with value: 0.9974416100400063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:19,996] Trial 1950 finished with value: 0.9975097877624632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:20,973] Trial 1951 finished with value: 0.9937774360277141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:21,504] Trial 1952 finished with value: 0.9969586835961176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 47}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:28,007] Trial 1953 finished with value: 0.9965629824433294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:30,209] Trial 1954 finished with value: 0.9969934877345666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:35,946] Trial 1955 finished with value: 0.9970749327910075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:39,475] Trial 1956 finished with value: 0.996159838973405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:41,335] Trial 1957 finished with value: 0.9976328163965542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:42,660] Trial 1958 finished with value: 0.9970405533374981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:45,453] Trial 1959 finished with value: 0.9975364188501943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:47,766] Trial 1960 finished with value: 0.9973589673853652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:49,817] Trial 1961 finished with value: 0.9975232495228684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:54,636] Trial 1962 finished with value: 0.9966166363915212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:56,289] Trial 1963 finished with value: 0.9973001342867427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:57,357] Trial 1964 finished with value: 0.9970154458597532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:00,366] Trial 1965 finished with value: 0.9975096202497876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:01,846] Trial 1966 finished with value: 0.997128468134639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 52}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:03,303] Trial 1967 finished with value: 0.9867345184306576 and parameters: {'classifier': 'SVC', 'svc_c': 54721061.19118023, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:05,465] Trial 1968 finished with value: 0.9976456210235852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:09,294] Trial 1969 finished with value: 0.997259785028052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:11,090] Trial 1970 finished with value: 0.9974359844959073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:13,794] Trial 1971 finished with value: 0.9975182443279088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:15,686] Trial 1972 finished with value: 0.9973398557378857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:18,923] Trial 1973 finished with value: 0.9974781829003009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:20,906] Trial 1974 finished with value: 0.996807351603951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:34,027] Trial 1975 finished with value: 0.9964963493413533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:36,487] Trial 1976 finished with value: 0.9967218353674293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:38,566] Trial 1977 finished with value: 0.9973633674336431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:39,572] Trial 1978 finished with value: 0.9881795054314989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:41,028] Trial 1979 finished with value: 0.9975463698267508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:43,230] Trial 1980 finished with value: 0.9974745170132985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:45,654] Trial 1981 finished with value: 0.9975076523408348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:54,183] Trial 1982 finished with value: 0.9967433791224961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:57,499] Trial 1983 finished with value: 0.9974406060113036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:58,874] Trial 1984 finished with value: 0.9953895490412575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:02,940] Trial 1985 finished with value: 0.9970351703344881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:04,738] Trial 1986 finished with value: 0.9971999081648667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:09,738] Trial 1987 finished with value: 0.992980330293214 and parameters: {'classifier': 'SVC', 'svc_c': 1304159.7892559357, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:12,719] Trial 1988 finished with value: 0.9972866059719455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:14,646] Trial 1989 finished with value: 0.997197373258197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:27,850] Trial 1990 finished with value: 0.9967927747004288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:33,551] Trial 1991 finished with value: 0.9971204179413607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:37,821] Trial 1992 finished with value: 0.9973480050803869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:46,559] Trial 1993 finished with value: 0.9966861308245453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:50,303] Trial 1994 finished with value: 0.9974454037673001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:52,111] Trial 1995 finished with value: 0.9966645565693496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:53,941] Trial 1996 finished with value: 0.9974119269716173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:56,411] Trial 1997 finished with value: 0.9975967869527115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:58,449] Trial 1998 finished with value: 0.9970052555793742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:05,028] Trial 1999 finished with value: 0.9968194902109936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:06,091] Trial 2000 finished with value: 0.9974932613262367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:08,489] Trial 2001 finished with value: 0.9976434751284474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:10,033] Trial 2002 finished with value: 0.9975108076283817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:12,305] Trial 2003 finished with value: 0.9976530640389556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:14,216] Trial 2004 finished with value: 0.9967382417708895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:27,736] Trial 2005 finished with value: 0.9961952342938565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 66, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:28,570] Trial 2006 finished with value: 0.9907871232663221 and parameters: {'classifier': 'SVC', 'svc_c': 19.66055374462592, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:29,567] Trial 2007 finished with value: 0.9970759213316113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:31,737] Trial 2008 finished with value: 0.9966392159131984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:33,294] Trial 2009 finished with value: 0.9975143409778826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:35,088] Trial 2010 finished with value: 0.9944376803198418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:35,900] Trial 2011 finished with value: 0.9974841866333054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 55}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:42,410] Trial 2012 finished with value: 0.9971385604718356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:47,352] Trial 2013 finished with value: 0.9958154096801638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 39}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:50,298] Trial 2014 finished with value: 0.9975066459635268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:52,678] Trial 2015 finished with value: 0.9973704096944559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:55,053] Trial 2016 finished with value: 0.9974981759094708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:57,977] Trial 2017 finished with value: 0.9966838277315517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:00,737] Trial 2018 finished with value: 0.9973180860723936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:05,249] Trial 2019 finished with value: 0.997292094884353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:06,906] Trial 2020 finished with value: 0.9976332893548513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:09,563] Trial 2021 finished with value: 0.9973545153186567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:12,954] Trial 2022 finished with value: 0.9972050173014734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:13,810] Trial 2023 finished with value: 0.9894307744647467 and parameters: {'classifier': 'SVC', 'svc_c': 3.7204637775111875, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:15,202] Trial 2024 finished with value: 0.9955868633898358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:17,388] Trial 2025 finished with value: 0.9974034074699012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:19,249] Trial 2026 finished with value: 0.9971286295536365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:29,403] Trial 2027 finished with value: 0.9965853804876517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:30,981] Trial 2028 finished with value: 0.9921876660566991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:38,837] Trial 2029 finished with value: 0.9971487837279004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:39,463] Trial 2030 finished with value: 0.9915161977170704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:41,685] Trial 2031 finished with value: 0.9973120255602727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:43,430] Trial 2032 finished with value: 0.997461668619693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:46,096] Trial 2033 finished with value: 0.9972668515048883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:48,381] Trial 2034 finished with value: 0.996884326217435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:53,585] Trial 2035 finished with value: 0.9970958449299777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:54,584] Trial 2036 finished with value: 0.9973174586139629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:55,940] Trial 2037 finished with value: 0.9973323074478762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:57,918] Trial 2038 finished with value: 0.9975644877603473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:59,030] Trial 2039 finished with value: 0.997376974394975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:03,144] Trial 2040 finished with value: 0.9973122599129813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:05,633] Trial 2041 finished with value: 0.9968349480953513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:07,366] Trial 2042 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.2080703228986743e-09, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:09,032] Trial 2043 finished with value: 0.9975681856391604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:12,249] Trial 2044 finished with value: 0.9972601411273739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:14,458] Trial 2045 finished with value: 0.9969879050366425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:17,178] Trial 2046 finished with value: 0.9975171119511081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:20,220] Trial 2047 finished with value: 0.9976776639006086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:24,763] Trial 2048 finished with value: 0.9973133338285565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:26,840] Trial 2049 finished with value: 0.9976591920576059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:30,034] Trial 2050 finished with value: 0.9973904450419943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:32,315] Trial 2051 finished with value: 0.9975275545478515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:33,410] Trial 2052 finished with value: 0.9972840853473343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:35,388] Trial 2053 finished with value: 0.9967604739211694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:37,077] Trial 2054 finished with value: 0.9975101910877914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:39,310] Trial 2055 finished with value: 0.9975357472760721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:41,337] Trial 2056 finished with value: 0.9972827749843485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:45,306] Trial 2057 finished with value: 0.9970795770307453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:47,721] Trial 2058 finished with value: 0.9974438011616623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:49,376] Trial 2059 finished with value: 0.9974761741763992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:51,586] Trial 2060 finished with value: 0.9975394560409875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:53,303] Trial 2061 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014090169955573116, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:56,578] Trial 2062 finished with value: 0.9957400150431893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 28}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:59,176] Trial 2063 finished with value: 0.9976658151558747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:00,516] Trial 2064 finished with value: 0.9973382814424614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:01,899] Trial 2065 finished with value: 0.9964844487686166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:03,584] Trial 2066 finished with value: 0.9943794673481935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:05,568] Trial 2067 finished with value: 0.9972964982333735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:06,898] Trial 2068 finished with value: 0.9973393103536837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:15,354] Trial 2069 finished with value: 0.9969523164958103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:18,546] Trial 2070 finished with value: 0.9975251933427494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:25,469] Trial 2071 finished with value: 0.9962926885538458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:30,437] Trial 2072 finished with value: 0.9970479785796403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:32,535] Trial 2073 finished with value: 0.9957108459384737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:35,036] Trial 2074 finished with value: 0.9971350368341344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:37,252] Trial 2075 finished with value: 0.9973514387411203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:39,155] Trial 2076 finished with value: 0.997238809032412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:41,663] Trial 2077 finished with value: 0.9976211923879431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:43,440] Trial 2078 finished with value: 0.997398803124713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:44,920] Trial 2079 finished with value: 0.9973931279742644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:47,686] Trial 2080 finished with value: 0.9975202272171538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:49,429] Trial 2081 finished with value: 0.9852049898009575 and parameters: {'classifier': 'SVC', 'svc_c': 2.6222536127539264e-07, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:53,018] Trial 2082 finished with value: 0.9973168230306279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:00,269] Trial 2083 finished with value: 0.9967940767480826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:00,961] Trial 2084 finished with value: 0.9959430592266306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 31}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:04,532] Trial 2085 finished with value: 0.9972802175120267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:05,944] Trial 2086 finished with value: 0.9974178498681715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:08,320] Trial 2087 finished with value: 0.9973734458378982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:09,242] Trial 2088 finished with value: 0.9971637359321782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:11,038] Trial 2089 finished with value: 0.9974622965859302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:16,279] Trial 2090 finished with value: 0.9971282066460193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:18,103] Trial 2091 finished with value: 0.9971310902253404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:20,200] Trial 2092 finished with value: 0.9973153577866537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:22,706] Trial 2093 finished with value: 0.9974438699377078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:24,353] Trial 2094 finished with value: 0.9974374244447692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 61}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:28,804] Trial 2095 finished with value: 0.9972986496509071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:36,730] Trial 2096 finished with value: 0.9971570610693824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:39,692] Trial 2097 finished with value: 0.9973093336461747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:41,432] Trial 2098 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.3431352276717534e-05, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:43,307] Trial 2099 finished with value: 0.9953729951517412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:45,327] Trial 2100 finished with value: 0.9973966307601602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:54,375] Trial 2101 finished with value: 0.9969623330428837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:56,312] Trial 2102 finished with value: 0.9969647080539756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:59,503] Trial 2103 finished with value: 0.9973217353922083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:01,508] Trial 2104 finished with value: 0.9975764596164244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:04,282] Trial 2105 finished with value: 0.9975727776065649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:06,862] Trial 2106 finished with value: 0.997254095341642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:10,288] Trial 2107 finished with value: 0.9974811863536986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:12,942] Trial 2108 finished with value: 0.9962676504869044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:15,278] Trial 2109 finished with value: 0.997687389887139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:16,986] Trial 2110 finished with value: 0.9973937295980383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:19,856] Trial 2111 finished with value: 0.9972709523599125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:24,592] Trial 2112 finished with value: 0.997284596168955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:26,654] Trial 2113 finished with value: 0.997369411124673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:28,464] Trial 2114 finished with value: 0.9975164909037346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:34,060] Trial 2115 finished with value: 0.997389468625271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:35,678] Trial 2116 finished with value: 0.9976396851779649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:36,601] Trial 2117 finished with value: 0.9899826849008937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:37,670] Trial 2118 finished with value: 0.9894007781432107 and parameters: {'classifier': 'SVC', 'svc_c': 7.8194724547690715, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:40,147] Trial 2119 finished with value: 0.9975095589956262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:43,209] Trial 2120 finished with value: 0.9967830816578461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:45,165] Trial 2121 finished with value: 0.9973663313098701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:48,212] Trial 2122 finished with value: 0.9972035240329268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:49,933] Trial 2123 finished with value: 0.9967263615738894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:51,977] Trial 2124 finished with value: 0.9972795636476569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:59,787] Trial 2125 finished with value: 0.9970630658604525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:04,974] Trial 2126 finished with value: 0.9973486968080802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:08,099] Trial 2127 finished with value: 0.9976398825560113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:23,618] Trial 2128 finished with value: 0.9963847576526469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:27,281] Trial 2129 finished with value: 0.996938611908675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:42,600] Trial 2130 finished with value: 0.996760165365233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:43,144] Trial 2131 finished with value: 0.99445039398603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 24}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:46,337] Trial 2132 finished with value: 0.9976245594625466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:53,400] Trial 2133 finished with value: 0.9967719937342302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:02,499] Trial 2134 finished with value: 0.9971204753234973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:05,175] Trial 2135 finished with value: 0.9973574752276454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:07,549] Trial 2136 finished with value: 0.9950680775220744 and parameters: {'classifier': 'SVC', 'svc_c': 1545.6528276020567, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:11,181] Trial 2137 finished with value: 0.9969800947502069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:15,747] Trial 2138 finished with value: 0.9974825354051936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:19,107] Trial 2139 finished with value: 0.9975169089554519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:21,225] Trial 2140 finished with value: 0.9972737499295045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:24,764] Trial 2141 finished with value: 0.9972251590027398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:27,098] Trial 2142 finished with value: 0.997263142422594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:43,583] Trial 2143 finished with value: 0.9957035161322191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:46,394] Trial 2144 finished with value: 0.9975170895441453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:50,246] Trial 2145 finished with value: 0.9974747071233643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:56,183] Trial 2146 finished with value: 0.9973143112291548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:01,084] Trial 2147 finished with value: 0.9971912150885348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:07,764] Trial 2148 finished with value: 0.9974593934560582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:21,073] Trial 2149 finished with value: 0.9969848676554219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:33,472] Trial 2150 finished with value: 0.9962292977330209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:36,322] Trial 2151 finished with value: 0.9972591914657065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:39,831] Trial 2152 finished with value: 0.9972809426914745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:42,201] Trial 2153 finished with value: 0.9971975236006648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:46,412] Trial 2154 finished with value: 0.9974590049840707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:49,243] Trial 2155 finished with value: 0.9914572290023694 and parameters: {'classifier': 'SVC', 'svc_c': 46.3595986165321, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:52,379] Trial 2156 finished with value: 0.9972401350421863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:56,684] Trial 2157 finished with value: 0.9971782310788507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:01,637] Trial 2158 finished with value: 0.9973178707624294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:02,824] Trial 2159 finished with value: 0.9969312222764648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:04,564] Trial 2160 finished with value: 0.9973724081035377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:07,253] Trial 2161 finished with value: 0.9973814629285389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:09,708] Trial 2162 finished with value: 0.9974069862363476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:21,376] Trial 2163 finished with value: 0.9969055664628925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:24,688] Trial 2164 finished with value: 0.9975287828048706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:27,532] Trial 2165 finished with value: 0.997532014771202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:29,695] Trial 2166 finished with value: 0.9973533568215583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:41,604] Trial 2167 finished with value: 0.9970485936920251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:44,916] Trial 2168 finished with value: 0.9971197847383687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:48,076] Trial 2169 finished with value: 0.9973481370148681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:57,850] Trial 2170 finished with value: 0.9952606714916746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:01,746] Trial 2171 finished with value: 0.9956693322794337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:06,379] Trial 2172 finished with value: 0.9975158500836451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:11,069] Trial 2173 finished with value: 0.9962952468196152 and parameters: {'classifier': 'SVC', 'svc_c': 85852.10373728765, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:18,053] Trial 2174 finished with value: 0.9968187672849372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:21,145] Trial 2175 finished with value: 0.997700003198064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:22,264] Trial 2176 finished with value: 0.9897341517902882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:24,527] Trial 2177 finished with value: 0.9973783584851198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:27,216] Trial 2178 finished with value: 0.9972518279537943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:29,892] Trial 2179 finished with value: 0.9976313007845209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:32,313] Trial 2180 finished with value: 0.9972737652906517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:41,852] Trial 2181 finished with value: 0.9971555028650773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:44,929] Trial 2182 finished with value: 0.9974424176745377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:58,308] Trial 2183 finished with value: 0.9969597690960289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:01,059] Trial 2184 finished with value: 0.9973823454962698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:06,395] Trial 2185 finished with value: 0.997236149808359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:09,984] Trial 2186 finished with value: 0.9974159258210068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:16,379] Trial 2187 finished with value: 0.9970503693962102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:17,510] Trial 2188 finished with value: 0.9969662627671109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:24,634] Trial 2189 finished with value: 0.9971002133355619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:27,202] Trial 2190 finished with value: 0.9975309061343562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:29,994] Trial 2191 finished with value: 0.9974056995815789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:36,619] Trial 2192 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.2110685461879116e-06, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:39,637] Trial 2193 finished with value: 0.9973740473347207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:42,538] Trial 2194 finished with value: 0.9976586276941353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:48,675] Trial 2195 finished with value: 0.9973614559546898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:51,934] Trial 2196 finished with value: 0.9975557346358944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:55,630] Trial 2197 finished with value: 0.9974096638366493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:10,158] Trial 2198 finished with value: 0.9963277126359934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:13,094] Trial 2199 finished with value: 0.9974242330913357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:15,051] Trial 2200 finished with value: 0.9972067439071157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:17,255] Trial 2201 finished with value: 0.9918224805528272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:21,674] Trial 2202 finished with value: 0.9974092510216868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:24,094] Trial 2203 finished with value: 0.9967916980553936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:26,217] Trial 2204 finished with value: 0.9973472985945665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:32,157] Trial 2205 finished with value: 0.9973293346215591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:36,174] Trial 2206 finished with value: 0.9973497146110347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:38,740] Trial 2207 finished with value: 0.9964114987122272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:41,893] Trial 2208 finished with value: 0.9974789623515704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:52,075] Trial 2209 finished with value: 0.9969891748068446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:53,738] Trial 2210 finished with value: 0.9971339888801675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:56,711] Trial 2211 finished with value: 0.9963284734253736 and parameters: {'classifier': 'SVC', 'svc_c': 24706.816860472347, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:00,305] Trial 2212 finished with value: 0.9970249080090589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:04,387] Trial 2213 finished with value: 0.9971825384841768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:06,801] Trial 2214 finished with value: 0.9945636805107331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:26,906] Trial 2215 finished with value: 0.9961487801534502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:27,438] Trial 2216 finished with value: 0.992288513765493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 4}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:36,035] Trial 2217 finished with value: 0.997180546263987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:39,113] Trial 2218 finished with value: 0.9972689829910161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:41,685] Trial 2219 finished with value: 0.9974113997097604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:43,052] Trial 2220 finished with value: 0.9970869326399187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:45,906] Trial 2221 finished with value: 0.9974235346986818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:48,229] Trial 2222 finished with value: 0.9970463463307971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:50,787] Trial 2223 finished with value: 0.9954980710078155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:54,944] Trial 2224 finished with value: 0.997562630553216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:00,478] Trial 2225 finished with value: 0.9974142565340256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:02,953] Trial 2226 finished with value: 0.9976088528799459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:06,351] Trial 2227 finished with value: 0.9972623313286304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:09,678] Trial 2228 finished with value: 0.9974423535957025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:16,389] Trial 2229 finished with value: 0.997154057869888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:23,007] Trial 2230 finished with value: 0.9853310883476242 and parameters: {'classifier': 'SVC', 'svc_c': 0.002325296733410579, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:27,748] Trial 2231 finished with value: 0.9974325290629693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:43,276] Trial 2232 finished with value: 0.9967477652060949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:46,475] Trial 2233 finished with value: 0.9974662166618335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:49,899] Trial 2234 finished with value: 0.9975034746165988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:52,373] Trial 2235 finished with value: 0.9963131331617009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:55,082] Trial 2236 finished with value: 0.9971648280970502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:01,454] Trial 2237 finished with value: 0.9973571677190599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:06,095] Trial 2238 finished with value: 0.9974169812651198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:11,666] Trial 2239 finished with value: 0.9974951369413545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:20,082] Trial 2240 finished with value: 0.9971108920623367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:23,222] Trial 2241 finished with value: 0.9975676878300818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:26,822] Trial 2242 finished with value: 0.9976250823445723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:28,395] Trial 2243 finished with value: 0.9967989768905688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:30,969] Trial 2244 finished with value: 0.9973344191612877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:34,559] Trial 2245 finished with value: 0.9971553178013387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:37,694] Trial 2246 finished with value: 0.9972476404860205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:42,437] Trial 2247 finished with value: 0.9974170596260135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:46,676] Trial 2248 finished with value: 0.9969014767796119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:10,269] Trial 2249 finished with value: 0.9906754665149053 and parameters: {'classifier': 'SVC', 'svc_c': 9521599.177257866, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:12,911] Trial 2250 finished with value: 0.9976897704841027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:15,808] Trial 2251 finished with value: 0.9968728685789349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:19,120] Trial 2252 finished with value: 0.9975633011117249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:21,532] Trial 2253 finished with value: 0.9972544391583936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:23,946] Trial 2254 finished with value: 0.9970915058819577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:30,592] Trial 2255 finished with value: 0.9973365494731129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:36,643] Trial 2256 finished with value: 0.9973948317603512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:40,168] Trial 2257 finished with value: 0.997653226505304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:43,667] Trial 2258 finished with value: 0.9973366026658458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:46,431] Trial 2259 finished with value: 0.9973251429961197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:49,576] Trial 2260 finished with value: 0.9974584702003298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:50,187] Trial 2261 finished with value: 0.9959750249488009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 11}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:54,690] Trial 2262 finished with value: 0.9973545758428464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:58,628] Trial 2263 finished with value: 0.9974413886363639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:00,716] Trial 2264 finished with value: 0.9975238581289821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 57}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:05,199] Trial 2265 finished with value: 0.9974439161163632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:19,049] Trial 2266 finished with value: 0.9958782516890922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:23,686] Trial 2267 finished with value: 0.9969193130710173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:33,616] Trial 2268 finished with value: 0.9971238906714582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:40,501] Trial 2269 finished with value: 0.9852059731682825 and parameters: {'classifier': 'SVC', 'svc_c': 6.512214960788068e-08, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:45,703] Trial 2270 finished with value: 0.9973025012681439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:47,637] Trial 2271 finished with value: 0.9969088664435596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:49,154] Trial 2272 finished with value: 0.9962523814430962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:50,764] Trial 2273 finished with value: 0.9971339183902752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:01,138] Trial 2274 finished with value: 0.9964369638761895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:05,030] Trial 2275 finished with value: 0.9974891337478945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:06,182] Trial 2276 finished with value: 0.9932027115902295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:08,060] Trial 2277 finished with value: 0.9972073219178865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:09,708] Trial 2278 finished with value: 0.995475482694738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:17,606] Trial 2279 finished with value: 0.9972557154348666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:22,814] Trial 2280 finished with value: 0.9974643856384757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:25,810] Trial 2281 finished with value: 0.9973850700051988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:28,469] Trial 2282 finished with value: 0.9974134140512718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:33,062] Trial 2283 finished with value: 0.9974728523600517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:35,570] Trial 2284 finished with value: 0.9974102559390511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:41,083] Trial 2285 finished with value: 0.9973736168100057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:46,810] Trial 2286 finished with value: 0.985076919187672 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002353682885119839, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:48,869] Trial 2287 finished with value: 0.9972861083850323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:55,311] Trial 2288 finished with value: 0.9970134685881179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:59,854] Trial 2289 finished with value: 0.9974722295353554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:09,391] Trial 2290 finished with value: 0.9971152434881404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:12,236] Trial 2291 finished with value: 0.9974276057835487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:31,433] Trial 2292 finished with value: 0.9962028751950799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:34,277] Trial 2293 finished with value: 0.997411445475823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:48,327] Trial 2294 finished with value: 0.9969682487031951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:53,974] Trial 2295 finished with value: 0.9972957901606577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:55,549] Trial 2296 finished with value: 0.9965290468444562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 37}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:59,011] Trial 2297 finished with value: 0.9975038659449978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:02,056] Trial 2298 finished with value: 0.991098834712462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:05,088] Trial 2299 finished with value: 0.9969821746304971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:11,028] Trial 2300 finished with value: 0.9970464808677869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:13,708] Trial 2301 finished with value: 0.9970904262535593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:16,307] Trial 2302 finished with value: 0.9974605379567394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:24,248] Trial 2303 finished with value: 0.9971032081562486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:42,366] Trial 2304 finished with value: 0.9968293314696043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:46,244] Trial 2305 finished with value: 0.9867035582288719 and parameters: {'classifier': 'SVC', 'svc_c': 4510067.799918573, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:50,502] Trial 2306 finished with value: 0.9976222062871352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:54,600] Trial 2307 finished with value: 0.9974946448450992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:58,282] Trial 2308 finished with value: 0.9973298751498615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:01,567] Trial 2309 finished with value: 0.99769525803178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:04,198] Trial 2310 finished with value: 0.9970972425404709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:07,911] Trial 2311 finished with value: 0.9976416343298141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:11,610] Trial 2312 finished with value: 0.997386065655094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:15,284] Trial 2313 finished with value: 0.9975210194588001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:18,131] Trial 2314 finished with value: 0.9973980087883646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:20,417] Trial 2315 finished with value: 0.9971993275198496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:21,938] Trial 2316 finished with value: 0.995273414610641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:25,601] Trial 2317 finished with value: 0.9971534048941796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:32,121] Trial 2318 finished with value: 0.9973797016333639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:35,555] Trial 2319 finished with value: 0.9976045383653287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:43,342] Trial 2320 finished with value: 0.9974247406122139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:47,850] Trial 2321 finished with value: 0.9969994231675942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:53,276] Trial 2322 finished with value: 0.9972633021594822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:55,674] Trial 2323 finished with value: 0.9973158261746922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:08,313] Trial 2324 finished with value: 0.9967319688369539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:10,640] Trial 2325 finished with value: 0.997346945510346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:15,300] Trial 2326 finished with value: 0.9970247301815633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:19,801] Trial 2327 finished with value: 0.9864647125115011 and parameters: {'classifier': 'SVC', 'svc_c': 0.5676957993628148, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:21,150] Trial 2328 finished with value: 0.9969094285219011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:23,959] Trial 2329 finished with value: 0.9973458827347764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:25,755] Trial 2330 finished with value: 0.996828919606779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:27,953] Trial 2331 finished with value: 0.9967012839932533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:30,904] Trial 2332 finished with value: 0.9970694110933415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:37,561] Trial 2333 finished with value: 0.9972516277828118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:44,899] Trial 2334 finished with value: 0.996629705903128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:49,698] Trial 2335 finished with value: 0.9971543603321461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:52,364] Trial 2336 finished with value: 0.997060039397072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 63}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:01,944] Trial 2337 finished with value: 0.9973232714117161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:05,061] Trial 2338 finished with value: 0.9975320687256447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:25,173] Trial 2339 finished with value: 0.9962291199372633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:27,924] Trial 2340 finished with value: 0.9961261147489955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:31,257] Trial 2341 finished with value: 0.9975176953573232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:34,465] Trial 2342 finished with value: 0.9976012693608592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:42,783] Trial 2343 finished with value: 0.9853859874374019 and parameters: {'classifier': 'SVC', 'svc_c': 0.014855129569136727, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:44,943] Trial 2344 finished with value: 0.9970606040461837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 49}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:48,809] Trial 2345 finished with value: 0.9971530067738682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:52,429] Trial 2346 finished with value: 0.9974650855545493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:56,483] Trial 2347 finished with value: 0.9972656874219181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:58,957] Trial 2348 finished with value: 0.9971104287841014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:05,773] Trial 2349 finished with value: 0.9971561027750043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:07,962] Trial 2350 finished with value: 0.9973839454359235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:09,875] Trial 2351 finished with value: 0.9969281277035349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:30,469] Trial 2352 finished with value: 0.996483097876323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:37,194] Trial 2353 finished with value: 0.9962675060794254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:39,865] Trial 2354 finished with value: 0.9974091092167163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:44,298] Trial 2355 finished with value: 0.9972170196576794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:57,336] Trial 2356 finished with value: 0.9964142178257119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:18:00,998] Trial 2357 finished with value: 0.9972920939956915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:18:04,946] Trial 2358 finished with value: 0.9971815228076619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:18:07,156] Trial 2359 finished with value: 0.9957448875736956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 46}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:18:10,600] Trial 2360 finished with value: 0.9974643311762265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:18:16,208] Trial 2361 finished with value: 0.997138394292152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:09,441] Trial 2362 finished with value: 0.9892002254807194 and parameters: {'classifier': 'SVC', 'svc_c': 9967555624.078562, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:17,212] Trial 2363 finished with value: 0.9975097003245281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:23,642] Trial 2364 finished with value: 0.9975867776418808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:28,607] Trial 2365 finished with value: 0.9970350927035662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:33,244] Trial 2366 finished with value: 0.9977444577550858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:38,297] Trial 2367 finished with value: 0.9971722374385008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:41,481] Trial 2368 finished with value: 0.9973006193054448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:46,916] Trial 2369 finished with value: 0.997505016634571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:50,199] Trial 2370 finished with value: 0.9975395891180335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:54,392] Trial 2371 finished with value: 0.9975088777097044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:58,607] Trial 2372 finished with value: 0.9973828814225755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:02,343] Trial 2373 finished with value: 0.9974964071241496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:05,663] Trial 2374 finished with value: 0.9975947936534327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:09,029] Trial 2375 finished with value: 0.9974277526665846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:13,072] Trial 2376 finished with value: 0.997424317006363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:16,187] Trial 2377 finished with value: 0.9972565264336163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:20,803] Trial 2378 finished with value: 0.9973225284273023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:24,774] Trial 2379 finished with value: 0.9975215594158199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:27,676] Trial 2380 finished with value: 0.9913816261329841 and parameters: {'classifier': 'SVC', 'svc_c': 7912.9955013867175, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:31,845] Trial 2381 finished with value: 0.997457845883952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:33,327] Trial 2382 finished with value: 0.9914912393757526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:37,176] Trial 2383 finished with value: 0.9976039977418129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:46,484] Trial 2384 finished with value: 0.9967438242466482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:50,950] Trial 2385 finished with value: 0.9974025812052182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:06,728] Trial 2386 finished with value: 0.9962564174893133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:10,295] Trial 2387 finished with value: 0.9973820492229036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:20,770] Trial 2388 finished with value: 0.9964031561810834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:28,759] Trial 2389 finished with value: 0.9969129605066719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:33,224] Trial 2390 finished with value: 0.9973690470273987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:38,613] Trial 2391 finished with value: 0.9971314469276824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:42,878] Trial 2392 finished with value: 0.997422351287326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:48,339] Trial 2393 finished with value: 0.9918341202717023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 67, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:54,011] Trial 2394 finished with value: 0.9972717010888875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:58,208] Trial 2395 finished with value: 0.99746199961433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:02,447] Trial 2396 finished with value: 0.9958778533466157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:06,831] Trial 2397 finished with value: 0.9972775512738958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:10,271] Trial 2398 finished with value: 0.9971513321231806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 71}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:14,657] Trial 2399 finished with value: 0.9952516728110316 and parameters: {'classifier': 'SVC', 'svc_c': 213180.50069909313, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:17,700] Trial 2400 finished with value: 0.9975902383115735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:22,804] Trial 2401 finished with value: 0.9975149391422248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:26,673] Trial 2402 finished with value: 0.997384186390117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:29,638] Trial 2403 finished with value: 0.9975217779630506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:32,740] Trial 2404 finished with value: 0.9974708033290075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:37,682] Trial 2405 finished with value: 0.9974484802496227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:52,934] Trial 2406 finished with value: 0.9957588757072964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 69, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:55,863] Trial 2407 finished with value: 0.9973095162026184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:58,963] Trial 2408 finished with value: 0.9973502845286394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:05,014] Trial 2409 finished with value: 0.9971465644547203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:07,739] Trial 2410 finished with value: 0.9969375135549111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:12,608] Trial 2411 finished with value: 0.996964789906039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:13,754] Trial 2412 finished with value: 0.9963393273453978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 83}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:16,661] Trial 2413 finished with value: 0.9965566656476056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:29,190] Trial 2414 finished with value: 0.9965959149973749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:30,764] Trial 2415 finished with value: 0.9973474981307909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:42,358] Trial 2416 finished with value: 0.9970040660426022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:44,354] Trial 2417 finished with value: 0.9956695948471421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:49,682] Trial 2418 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.265442210350624e-09, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:53,394] Trial 2419 finished with value: 0.9969773212379488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:58,094] Trial 2420 finished with value: 0.9973943719415477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:03,810] Trial 2421 finished with value: 0.9970556536308522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:06,014] Trial 2422 finished with value: 0.9971465524260535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:07,441] Trial 2423 finished with value: 0.9970094845285931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 59}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:15,905] Trial 2424 finished with value: 0.9967379406416236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:16,756] Trial 2425 finished with value: 0.9967542813158774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 20}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:22,794] Trial 2426 finished with value: 0.9970837003879461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:27,535] Trial 2427 finished with value: 0.9973311977636795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:28,862] Trial 2428 finished with value: 0.9934071293903063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:31,256] Trial 2429 finished with value: 0.9971539516748495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:34,861] Trial 2430 finished with value: 0.9974513186659016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:36,849] Trial 2431 finished with value: 0.9973393317450333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:41,182] Trial 2432 finished with value: 0.9974312146692693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:45,562] Trial 2433 finished with value: 0.9971382792104994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:48,860] Trial 2434 finished with value: 0.99725641474792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:51,605] Trial 2435 finished with value: 0.9977492423715887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:53,497] Trial 2436 finished with value: 0.9972007007238921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:58,530] Trial 2437 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.384699561572024e-07, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:01,668] Trial 2438 finished with value: 0.9976304777571042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:03,315] Trial 2439 finished with value: 0.9972437570991383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:09,056] Trial 2440 finished with value: 0.9970995811481829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:13,030] Trial 2441 finished with value: 0.9974014071248071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:16,046] Trial 2442 finished with value: 0.9976758368762271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:19,855] Trial 2443 finished with value: 0.9974666766710644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:35,558] Trial 2444 finished with value: 0.9961255624459296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:39,045] Trial 2445 finished with value: 0.9974288992619678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:42,706] Trial 2446 finished with value: 0.9972293861428977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:46,357] Trial 2447 finished with value: 0.9907422316465763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:52,694] Trial 2448 finished with value: 0.9970622794268432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:00,764] Trial 2449 finished with value: 0.9974549635424094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:02,622] Trial 2450 finished with value: 0.997263429396753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:05,969] Trial 2451 finished with value: 0.9973991082529553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:07,929] Trial 2452 finished with value: 0.9964047902072495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:12,131] Trial 2453 finished with value: 0.9973878277437168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:14,667] Trial 2454 finished with value: 0.9974184732006742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:20,937] Trial 2455 finished with value: 0.9854030286624876 and parameters: {'classifier': 'SVC', 'svc_c': 0.1365383972414576, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:23,948] Trial 2456 finished with value: 0.9974800221120388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:26,505] Trial 2457 finished with value: 0.9975669572551897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:27,497] Trial 2458 finished with value: 0.9964667946845379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 16}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:30,612] Trial 2459 finished with value: 0.9974454736859103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:34,765] Trial 2460 finished with value: 0.9975075903884395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:40,681] Trial 2461 finished with value: 0.9968426621841896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:43,597] Trial 2462 finished with value: 0.9974306267245335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:45,132] Trial 2463 finished with value: 0.9968915664593144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:51,254] Trial 2464 finished with value: 0.9964463511875095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:53,893] Trial 2465 finished with value: 0.996681158795699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:07,389] Trial 2466 finished with value: 0.9968703826755944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:10,903] Trial 2467 finished with value: 0.9973780062895606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:15,531] Trial 2468 finished with value: 0.9974949500050796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:16,569] Trial 2469 finished with value: 0.9972493309104483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 34}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:21,979] Trial 2470 finished with value: 0.9973750610117472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:25,158] Trial 2471 finished with value: 0.9971300835623914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:28,217] Trial 2472 finished with value: 0.9975694813392328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:30,628] Trial 2473 finished with value: 0.9972149136570914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 43}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:37,334] Trial 2474 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7903445861126112e-09, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:39,697] Trial 2475 finished with value: 0.9958849546399363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:53,508] Trial 2476 finished with value: 0.9959683681448744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 55, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:57,628] Trial 2477 finished with value: 0.997455820751552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:04,282] Trial 2478 finished with value: 0.9971369536767939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:08,928] Trial 2479 finished with value: 0.9975948994993541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:22,783] Trial 2480 finished with value: 0.9969538156041319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:24,311] Trial 2481 finished with value: 0.996787293785974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:29,408] Trial 2482 finished with value: 0.9970781619009271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:32,626] Trial 2483 finished with value: 0.9973083973144284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:33,561] Trial 2484 finished with value: 0.9933826086829946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:36,484] Trial 2485 finished with value: 0.9974768783136142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:39,605] Trial 2486 finished with value: 0.9971848806782723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:46,910] Trial 2487 finished with value: 0.9974430402453308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:50,872] Trial 2488 finished with value: 0.9974563489020705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:56,818] Trial 2489 finished with value: 0.997190068651841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:02,743] Trial 2490 finished with value: 0.9933035720576621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 73, 'rf_n_estimators': 26}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:04,463] Trial 2491 finished with value: 0.9954106041912386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:06,768] Trial 2492 finished with value: 0.9974019323554378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:09,409] Trial 2493 finished with value: 0.9928303227874021 and parameters: {'classifier': 'SVC', 'svc_c': 553.0092038684259, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:13,382] Trial 2494 finished with value: 0.9968988164764697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:15,584] Trial 2495 finished with value: 0.9968917049952807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:19,902] Trial 2496 finished with value: 0.995586405475307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:21,486] Trial 2497 finished with value: 0.9971742972604334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:23,714] Trial 2498 finished with value: 0.9971393974321933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:27,017] Trial 2499 finished with value: 0.9973549040445474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:28,859] Trial 2500 finished with value: 0.9968739047264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:32,972] Trial 2501 finished with value: 0.9973484654704726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:36,976] Trial 2502 finished with value: 0.9973851323067112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:42,832] Trial 2503 finished with value: 0.9973811438038793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:45,508] Trial 2504 finished with value: 0.9975673601044491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:51,369] Trial 2505 finished with value: 0.9974512448435289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:56,435] Trial 2506 finished with value: 0.9862503331978827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 71, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:34:10,206] Trial 2507 finished with value: 0.9961180805833605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 59, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:34:12,965] Trial 2508 finished with value: 0.9975558033802021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:34:17,283] Trial 2509 finished with value: 0.9975458065741071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:34:36,862] Trial 2510 finished with value: 0.996274679100417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:34:40,142] Trial 2511 finished with value: 0.9975638341498808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:01,477] Trial 2512 finished with value: 0.9899677272376959 and parameters: {'classifier': 'SVC', 'svc_c': 352659032.5480399, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:05,390] Trial 2513 finished with value: 0.997495837936517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:05,935] Trial 2514 finished with value: 0.9941549128297019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 8}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:15,401] Trial 2515 finished with value: 0.9970699990380772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:30,346] Trial 2516 finished with value: 0.9969309021044545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:51,370] Trial 2517 finished with value: 0.9965378020953489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:56,305] Trial 2518 finished with value: 0.9969978289090262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:01,427] Trial 2519 finished with value: 0.9971323716750923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:04,829] Trial 2520 finished with value: 0.9971719628103873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:09,993] Trial 2521 finished with value: 0.9974371233155032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:13,374] Trial 2522 finished with value: 0.9973425145493461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:15,534] Trial 2523 finished with value: 0.9966931648335021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:26,813] Trial 2524 finished with value: 0.9971170908882586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:28,800] Trial 2525 finished with value: 0.9969888849127977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:30,290] Trial 2526 finished with value: 0.9963669180287611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:49,967] Trial 2527 finished with value: 0.9960977137968544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:52,610] Trial 2528 finished with value: 0.9972410308446245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:55,860] Trial 2529 finished with value: 0.9974809555873735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:57,927] Trial 2530 finished with value: 0.9921394146303307 and parameters: {'classifier': 'SVC', 'svc_c': 138.42354982789166, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:03,752] Trial 2531 finished with value: 0.9969880794681818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:15,703] Trial 2532 finished with value: 0.9970468362688747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:19,811] Trial 2533 finished with value: 0.9974780128485926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:22,728] Trial 2534 finished with value: 0.9972027427091209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:27,143] Trial 2535 finished with value: 0.9972220241544051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:29,763] Trial 2536 finished with value: 0.9975210306305433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:37,793] Trial 2537 finished with value: 0.9965525879612539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:41,315] Trial 2538 finished with value: 0.9955495273280803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:46,195] Trial 2539 finished with value: 0.9968522404624988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:52,749] Trial 2540 finished with value: 0.9973367468828972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:56,075] Trial 2541 finished with value: 0.9975170346375654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:59,667] Trial 2542 finished with value: 0.9973288795951798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:01,548] Trial 2543 finished with value: 0.9964920812275567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:03,720] Trial 2544 finished with value: 0.9967978815836441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:09,594] Trial 2545 finished with value: 0.9971649756148441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:11,762] Trial 2546 finished with value: 0.9974075052146105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:15,864] Trial 2547 finished with value: 0.9974616834730338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:22,284] Trial 2548 finished with value: 0.9966741536999758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:30,150] Trial 2549 finished with value: 0.9973055071970984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:36,936] Trial 2550 finished with value: 0.9973894257156201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:42,603] Trial 2551 finished with value: 0.9853854952459328 and parameters: {'classifier': 'SVC', 'svc_c': 0.06439607499773396, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:44,853] Trial 2552 finished with value: 0.9939246017212913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:47,939] Trial 2553 finished with value: 0.9976216960367967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:51,357] Trial 2554 finished with value: 0.9974306122837856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:53,511] Trial 2555 finished with value: 0.9976405079197401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:56,772] Trial 2556 finished with value: 0.9973958153815795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:01,491] Trial 2557 finished with value: 0.9965993277745654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:13,664] Trial 2558 finished with value: 0.9969048318572863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:17,917] Trial 2559 finished with value: 0.9975402715782579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:27,252] Trial 2560 finished with value: 0.9970124940439309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:30,470] Trial 2561 finished with value: 0.9971874452916233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 69}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:34,222] Trial 2562 finished with value: 0.9974747472083415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:36,893] Trial 2563 finished with value: 0.99726973416381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:40,765] Trial 2564 finished with value: 0.9975270249056516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:43,922] Trial 2565 finished with value: 0.997501407590161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:48,284] Trial 2566 finished with value: 0.9974554793151436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:50,818] Trial 2567 finished with value: 0.9973481207333217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:58,125] Trial 2568 finished with value: 0.9852157262589861 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006400753564282668, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:00,823] Trial 2569 finished with value: 0.9974511872709647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:04,615] Trial 2570 finished with value: 0.9974043842357415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:11,361] Trial 2571 finished with value: 0.9972063713358197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:13,361] Trial 2572 finished with value: 0.9972500313025904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 40}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:16,833] Trial 2573 finished with value: 0.997490859210972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:20,438] Trial 2574 finished with value: 0.9975692592373564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:23,185] Trial 2575 finished with value: 0.9973432648969546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:26,482] Trial 2576 finished with value: 0.9974883661031265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:31,818] Trial 2577 finished with value: 0.9973447776525762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:38,249] Trial 2578 finished with value: 0.9969195424091367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:40,681] Trial 2579 finished with value: 0.9974311915005969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:44,353] Trial 2580 finished with value: 0.9969325329568296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:59,065] Trial 2581 finished with value: 0.9961671873463355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:01,132] Trial 2582 finished with value: 0.9932622989402229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:05,415] Trial 2583 finished with value: 0.9972920809831495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:08,688] Trial 2584 finished with value: 0.9975159431074517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:12,133] Trial 2585 finished with value: 0.9967379814248346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:14,978] Trial 2586 finished with value: 0.9974953354937037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:17,240] Trial 2587 finished with value: 0.9952634065693267 and parameters: {'classifier': 'SVC', 'svc_c': 3317.948009087263, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:19,479] Trial 2588 finished with value: 0.9917429459914643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:22,320] Trial 2589 finished with value: 0.9974834635802975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:25,231] Trial 2590 finished with value: 0.9974702613090237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:28,644] Trial 2591 finished with value: 0.9975417328549936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:33,364] Trial 2592 finished with value: 0.9974416154354507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:35,719] Trial 2593 finished with value: 0.9946940595807185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:39,386] Trial 2594 finished with value: 0.99716974061732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:54,447] Trial 2595 finished with value: 0.9964190768358699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:01,125] Trial 2596 finished with value: 0.9971744776269617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:04,888] Trial 2597 finished with value: 0.9973496979803714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:09,339] Trial 2598 finished with value: 0.9977941647136289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:11,439] Trial 2599 finished with value: 0.9971823433912596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:15,182] Trial 2600 finished with value: 0.9974760940381827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:16,829] Trial 2601 finished with value: 0.9971250938872682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:21,594] Trial 2602 finished with value: 0.9971814225158743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:26,476] Trial 2603 finished with value: 0.9972440841582748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:28,961] Trial 2604 finished with value: 0.9974681050673281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:32,125] Trial 2605 finished with value: 0.9975413340999242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:36,674] Trial 2606 finished with value: 0.9976051402430061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:44,087] Trial 2607 finished with value: 0.9852045807628059 and parameters: {'classifier': 'SVC', 'svc_c': 1.5509291934607108e-10, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:48,580] Trial 2608 finished with value: 0.9973744220959321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:51,706] Trial 2609 finished with value: 0.9970870391205983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:55,214] Trial 2610 finished with value: 0.9971178718629475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:57,803] Trial 2611 finished with value: 0.9973865561009783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:07,964] Trial 2612 finished with value: 0.9971889421465535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:09,765] Trial 2613 finished with value: 0.9961791194348143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:14,769] Trial 2614 finished with value: 0.9971214946498717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:16,774] Trial 2615 finished with value: 0.9972011234093437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:22,192] Trial 2616 finished with value: 0.9969527603821842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:23,049] Trial 2617 finished with value: 0.9927021114799728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:27,283] Trial 2618 finished with value: 0.9968132201017316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 66}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:29,612] Trial 2619 finished with value: 0.9971493814479117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:33,217] Trial 2620 finished with value: 0.9973933494731207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:37,156] Trial 2621 finished with value: 0.9975061531690376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:40,907] Trial 2622 finished with value: 0.9975087967145645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:55,260] Trial 2623 finished with value: 0.9960982700988966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:45:00,113] Trial 2624 finished with value: 0.9974535451435865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:45:50,585] Trial 2625 finished with value: 0.9897077396306427 and parameters: {'classifier': 'SVC', 'svc_c': 29620384.02343631, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:45:53,627] Trial 2626 finished with value: 0.9973252575064898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:45:56,430] Trial 2627 finished with value: 0.9973279705262964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:45:59,029] Trial 2628 finished with value: 0.9974732997693333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:09,811] Trial 2629 finished with value: 0.9970696869274952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:17,210] Trial 2630 finished with value: 0.9974047819117221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:23,623] Trial 2631 finished with value: 0.9973606551438086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:24,718] Trial 2632 finished with value: 0.996444824975015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 31}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:27,963] Trial 2633 finished with value: 0.9973432956827248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:32,678] Trial 2634 finished with value: 0.9969845560209082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:35,268] Trial 2635 finished with value: 0.9963657917139007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:39,250] Trial 2636 finished with value: 0.9970417172617788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:41,526] Trial 2637 finished with value: 0.9968585410718896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 62}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:45,255] Trial 2638 finished with value: 0.9974851017958674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:49,163] Trial 2639 finished with value: 0.9975055106033629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:58,205] Trial 2640 finished with value: 0.9972288668789937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:01,373] Trial 2641 finished with value: 0.9974531633682974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:03,997] Trial 2642 finished with value: 0.9975600696849378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:07,140] Trial 2643 finished with value: 0.9974476528741131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:15,919] Trial 2644 finished with value: 0.9852053995690806 and parameters: {'classifier': 'SVC', 'svc_c': 3.197333586642789e-08, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:33,699] Trial 2645 finished with value: 0.9967433075217768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:39,490] Trial 2646 finished with value: 0.9971184261972396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:42,954] Trial 2647 finished with value: 0.9975319044819736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:44,337] Trial 2648 finished with value: 0.9910321836150923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:47,398] Trial 2649 finished with value: 0.9973908471930198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:48,822] Trial 2650 finished with value: 0.9960449232784354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:52,136] Trial 2651 finished with value: 0.9974001278014949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:11,415] Trial 2652 finished with value: 0.9963032104318819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:15,808] Trial 2653 finished with value: 0.9973004330039279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:19,538] Trial 2654 finished with value: 0.9977052650892192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:23,115] Trial 2655 finished with value: 0.9969197634954002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:27,650] Trial 2656 finished with value: 0.9974894770568395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:33,120] Trial 2657 finished with value: 0.9973421388359975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:36,334] Trial 2658 finished with value: 0.9973268367530276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:42,976] Trial 2659 finished with value: 0.9974520370216994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:45,561] Trial 2660 finished with value: 0.9976376699160542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:47,961] Trial 2661 finished with value: 0.997381797001753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:50,583] Trial 2662 finished with value: 0.9888259259289107 and parameters: {'classifier': 'SVC', 'svc_c': 2.4044760313824325, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:02,684] Trial 2663 finished with value: 0.996817568925027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:04,575] Trial 2664 finished with value: 0.9973970508431035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:07,825] Trial 2665 finished with value: 0.9962232386808436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:18,733] Trial 2666 finished with value: 0.9971739663292724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:21,621] Trial 2667 finished with value: 0.997354684354752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:25,028] Trial 2668 finished with value: 0.9951985558999722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:26,479] Trial 2669 finished with value: 0.9945348366243555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:28,628] Trial 2670 finished with value: 0.9972428423809072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:32,801] Trial 2671 finished with value: 0.9973260910708915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:34,872] Trial 2672 finished with value: 0.9966006125885354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:38,446] Trial 2673 finished with value: 0.9975324728444205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:41,748] Trial 2674 finished with value: 0.9972063453107358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:44,758] Trial 2675 finished with value: 0.9974182872800123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:49,878] Trial 2676 finished with value: 0.9974876597125201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:53,304] Trial 2677 finished with value: 0.9973482105515998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:55,644] Trial 2678 finished with value: 0.9974641002829499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:58,635] Trial 2679 finished with value: 0.9975111397973215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:03,639] Trial 2680 finished with value: 0.9972254839671743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:08,174] Trial 2681 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 1899826576.7457068, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:10,773] Trial 2682 finished with value: 0.9974618261666657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:19,372] Trial 2683 finished with value: 0.9974749967000319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:25,716] Trial 2684 finished with value: 0.997454592526271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:29,942] Trial 2685 finished with value: 0.9969824033973341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:31,368] Trial 2686 finished with value: 0.9969660731331138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:34,283] Trial 2687 finished with value: 0.9975891882629048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:37,637] Trial 2688 finished with value: 0.9971671728936541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:43,212] Trial 2689 finished with value: 0.9974552278874406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:47,860] Trial 2690 finished with value: 0.9974139229368801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:51,855] Trial 2691 finished with value: 0.9975699553131431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:55,311] Trial 2692 finished with value: 0.9973151650740796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:11,491] Trial 2693 finished with value: 0.9961488220157501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:13,824] Trial 2694 finished with value: 0.9970610299054261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:18,528] Trial 2695 finished with value: 0.9973811564038287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:20,153] Trial 2696 finished with value: 0.9938895083870293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:25,976] Trial 2697 finished with value: 0.9972032428033288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:34,218] Trial 2698 finished with value: 0.997306599488922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:41,828] Trial 2699 finished with value: 0.9969568521601668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:52:56,182] Trial 2700 finished with value: 0.9904711240288829 and parameters: {'classifier': 'SVC', 'svc_c': 118068679.7033892, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:52:59,407] Trial 2701 finished with value: 0.9974359337469932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:02,222] Trial 2702 finished with value: 0.9974052617571453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:15,869] Trial 2703 finished with value: 0.9969703377557405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:36,735] Trial 2704 finished with value: 0.9963002983519199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:38,769] Trial 2705 finished with value: 0.9973278722657346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:40,031] Trial 2706 finished with value: 0.9886817995525666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:53,606] Trial 2707 finished with value: 0.9964082598270321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:56,373] Trial 2708 finished with value: 0.9974060236256141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:01,759] Trial 2709 finished with value: 0.9971664115964675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:08,404] Trial 2710 finished with value: 0.997447181947042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:11,332] Trial 2711 finished with value: 0.9973769031116347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:15,821] Trial 2712 finished with value: 0.9975309087051266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:19,517] Trial 2713 finished with value: 0.9973121753631958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:26,883] Trial 2714 finished with value: 0.9968682973681219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:32,009] Trial 2715 finished with value: 0.997398993425206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:35,847] Trial 2716 finished with value: 0.9974366446443828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:39,567] Trial 2717 finished with value: 0.9973526300234772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:47,530] Trial 2718 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.069718644986418e-05, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:53,343] Trial 2719 finished with value: 0.9976716247163614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:55,968] Trial 2720 finished with value: 0.9970447095751709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:01,520] Trial 2721 finished with value: 0.9974222189719898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:05,048] Trial 2722 finished with value: 0.9973695952045364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:07,558] Trial 2723 finished with value: 0.9975152428105235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:16,423] Trial 2724 finished with value: 0.9969693190006486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:24,667] Trial 2725 finished with value: 0.9974161482085245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:28,037] Trial 2726 finished with value: 0.9974089864862282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:51,928] Trial 2727 finished with value: 0.9958856763916902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:54,298] Trial 2728 finished with value: 0.997487450083641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:57,558] Trial 2729 finished with value: 0.9974216676527989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:56:19,661] Trial 2730 finished with value: 0.9961188845997707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:56:22,703] Trial 2731 finished with value: 0.9975036206109732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:56:32,180] Trial 2732 finished with value: 0.9971790046586073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:56:36,241] Trial 2733 finished with value: 0.9973826997230552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:56:45,439] Trial 2734 finished with value: 0.9971077391233948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:56:48,714] Trial 2735 finished with value: 0.9976705704148131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:03,396] Trial 2736 finished with value: 0.9969532116000147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:07,684] Trial 2737 finished with value: 0.9874841421608801 and parameters: {'classifier': 'SVC', 'svc_c': 1.1782023523227765, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:11,588] Trial 2738 finished with value: 0.9967974581999584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:13,859] Trial 2739 finished with value: 0.9968740074302685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:17,455] Trial 2740 finished with value: 0.9974055001405683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:19,958] Trial 2741 finished with value: 0.9973563367254287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:26,936] Trial 2742 finished with value: 0.9973701727392387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:28,970] Trial 2743 finished with value: 0.9955298719150322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:34,224] Trial 2744 finished with value: 0.9973300444715978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:49,223] Trial 2745 finished with value: 0.996559616035222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:50,562] Trial 2746 finished with value: 0.9971355492109127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:54,064] Trial 2747 finished with value: 0.9973767243002641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:56,985] Trial 2748 finished with value: 0.9974982743287217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:59,802] Trial 2749 finished with value: 0.9975411721413824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:03,031] Trial 2750 finished with value: 0.9977132736106249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:06,208] Trial 2751 finished with value: 0.9973832155275275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:09,611] Trial 2752 finished with value: 0.9974693442104495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:13,232] Trial 2753 finished with value: 0.9975495693886788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:17,489] Trial 2754 finished with value: 0.996951455319429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:21,174] Trial 2755 finished with value: 0.996755223677826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:27,943] Trial 2756 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.001139540730066e-06, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:31,647] Trial 2757 finished with value: 0.9973739093065609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:35,337] Trial 2758 finished with value: 0.9974840066158942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:36,821] Trial 2759 finished with value: 0.9969357221721998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 58}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:40,151] Trial 2760 finished with value: 0.9970119350759047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:43,121] Trial 2761 finished with value: 0.9971918124594291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:46,656] Trial 2762 finished with value: 0.9974562757144557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:48,744] Trial 2763 finished with value: 0.9969218980283671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:52,156] Trial 2764 finished with value: 0.9960983600123884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:55,185] Trial 2765 finished with value: 0.9973816720496114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:00,218] Trial 2766 finished with value: 0.9971752029333611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:03,563] Trial 2767 finished with value: 0.9967360824823549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:18,805] Trial 2768 finished with value: 0.9964648695582845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 56, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:20,362] Trial 2769 finished with value: 0.9970334566461742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 49}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:23,779] Trial 2770 finished with value: 0.9974761203489081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:27,899] Trial 2771 finished with value: 0.9970823099502198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:32,684] Trial 2772 finished with value: 0.9975936607053496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:35,972] Trial 2773 finished with value: 0.9974381614307185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:37,777] Trial 2774 finished with value: 0.9971590132998087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:44,107] Trial 2775 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.468504007439812e-07, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:47,809] Trial 2776 finished with value: 0.9973582840047416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:53,827] Trial 2777 finished with value: 0.9970893514175848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:56,625] Trial 2778 finished with value: 0.9974989764029729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:00,307] Trial 2779 finished with value: 0.997456034538097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:01,521] Trial 2780 finished with value: 0.993901545845361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 52}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:05,448] Trial 2781 finished with value: 0.9974008348585975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:08,707] Trial 2782 finished with value: 0.9975475485091585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:13,562] Trial 2783 finished with value: 0.9972695646516462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:22,324] Trial 2784 finished with value: 0.9968487196177334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:28,863] Trial 2785 finished with value: 0.9966705726484001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:33,002] Trial 2786 finished with value: 0.9977593387077616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:36,928] Trial 2787 finished with value: 0.9975688534047334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:40,616] Trial 2788 finished with value: 0.9977393260210891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:44,470] Trial 2789 finished with value: 0.9971151384674046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:48,489] Trial 2790 finished with value: 0.9969766701665149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:52,008] Trial 2791 finished with value: 0.9973058443488895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:56,161] Trial 2792 finished with value: 0.9974480969826521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:59,555] Trial 2793 finished with value: 0.9972728307362283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:00,694] Trial 2794 finished with value: 0.9959181989871849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 22}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:05,128] Trial 2795 finished with value: 0.9974714397057901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:12,204] Trial 2796 finished with value: 0.9854371090814326 and parameters: {'classifier': 'SVC', 'svc_c': 0.3126740453410752, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:16,544] Trial 2797 finished with value: 0.9969372968167413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:21,568] Trial 2798 finished with value: 0.9975614678984516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:25,721] Trial 2799 finished with value: 0.9969287446567181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:29,977] Trial 2800 finished with value: 0.997644482997437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:33,832] Trial 2801 finished with value: 0.9974965335997107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:37,232] Trial 2802 finished with value: 0.9971875080692044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:41,542] Trial 2803 finished with value: 0.9972859594707705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:44,750] Trial 2804 finished with value: 0.9971867644500323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:48,113] Trial 2805 finished with value: 0.9971978438044132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:52,893] Trial 2806 finished with value: 0.9974040024921905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:56,189] Trial 2807 finished with value: 0.9973475887425168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:00,039] Trial 2808 finished with value: 0.9973309686477254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:04,675] Trial 2809 finished with value: 0.9970814117039625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:07,676] Trial 2810 finished with value: 0.9974973968073182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:11,509] Trial 2811 finished with value: 0.9974764407748218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:15,192] Trial 2812 finished with value: 0.9972797725465639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:19,418] Trial 2813 finished with value: 0.9977802218700221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:23,296] Trial 2814 finished with value: 0.9976666796964743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:30,575] Trial 2815 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2782053282146583e-07, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:34,226] Trial 2816 finished with value: 0.9974208127605234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:39,288] Trial 2817 finished with value: 0.9974244180598605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:43,147] Trial 2818 finished with value: 0.9973304629676457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:47,041] Trial 2819 finished with value: 0.9972277477686383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:50,957] Trial 2820 finished with value: 0.9974247916150313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:54,467] Trial 2821 finished with value: 0.9973364607973995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:58,277] Trial 2822 finished with value: 0.9974360533671666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:02,087] Trial 2823 finished with value: 0.9973899179070891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:06,898] Trial 2824 finished with value: 0.9973093636067594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:11,261] Trial 2825 finished with value: 0.9974139684807773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:15,078] Trial 2826 finished with value: 0.9973644454434082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:18,645] Trial 2827 finished with value: 0.997305344381633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:21,834] Trial 2828 finished with value: 0.9973842689086764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:25,836] Trial 2829 finished with value: 0.9972285411211114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:29,306] Trial 2830 finished with value: 0.9975183139291399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:31,318] Trial 2831 finished with value: 0.996119575248375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:35,362] Trial 2832 finished with value: 0.9973205326207287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:42,473] Trial 2833 finished with value: 0.9853920500759629 and parameters: {'classifier': 'SVC', 'svc_c': 0.041277416542222875, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:46,152] Trial 2834 finished with value: 0.9973323694002717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:49,538] Trial 2835 finished with value: 0.9974600361169466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:52,141] Trial 2836 finished with value: 0.9969760800636013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:56,223] Trial 2837 finished with value: 0.9974497223126315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:59,598] Trial 2838 finished with value: 0.9962295304670965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:02,878] Trial 2839 finished with value: 0.9973361154572281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:07,091] Trial 2840 finished with value: 0.9972752285986134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:10,462] Trial 2841 finished with value: 0.9973092366551296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:14,582] Trial 2842 finished with value: 0.9971803831628804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:18,349] Trial 2843 finished with value: 0.996755296770227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:19,724] Trial 2844 finished with value: 0.9894710347938206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:25,299] Trial 2845 finished with value: 0.9975993803840825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:27,306] Trial 2846 finished with value: 0.9941722799713592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:31,101] Trial 2847 finished with value: 0.9975754393696507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:34,850] Trial 2848 finished with value: 0.9974562680338822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:38,750] Trial 2849 finished with value: 0.9975270394416133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:42,284] Trial 2850 finished with value: 0.9975133954738812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:44,323] Trial 2851 finished with value: 0.9956475963195993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:47,497] Trial 2852 finished with value: 0.9974151276761098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:50,004] Trial 2853 finished with value: 0.9972513950487364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:52,859] Trial 2854 finished with value: 0.996397933422768 and parameters: {'classifier': 'SVC', 'svc_c': 40193.350749300036, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:55,696] Trial 2855 finished with value: 0.9973384416236805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:00,006] Trial 2856 finished with value: 0.9971620771504442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:05,847] Trial 2857 finished with value: 0.996882905501745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:09,438] Trial 2858 finished with value: 0.9975704817498144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:13,123] Trial 2859 finished with value: 0.9972187422960831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:16,883] Trial 2860 finished with value: 0.9974211204595363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:20,620] Trial 2861 finished with value: 0.9974392392817942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:23,835] Trial 2862 finished with value: 0.9971158992250467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:28,325] Trial 2863 finished with value: 0.9973158554370428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:29,581] Trial 2864 finished with value: 0.9968344123277353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 37}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:33,875] Trial 2865 finished with value: 0.9975256038408444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:37,754] Trial 2866 finished with value: 0.9974203360254154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:41,137] Trial 2867 finished with value: 0.9973518241662687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:43,029] Trial 2868 finished with value: 0.9909529465648742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:46,794] Trial 2869 finished with value: 0.9974107198520444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:49,440] Trial 2870 finished with value: 0.9963476495008051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:54,229] Trial 2871 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3837777502.9018445, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:58,358] Trial 2872 finished with value: 0.9974229290124557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:01,787] Trial 2873 finished with value: 0.9975431898788498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:19,704] Trial 2874 finished with value: 0.996660379670299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:32,804] Trial 2875 finished with value: 0.9969350488842307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:37,279] Trial 2876 finished with value: 0.9975878269288397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:40,953] Trial 2877 finished with value: 0.9975130295040703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:45,540] Trial 2878 finished with value: 0.9971309215383624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:50,125] Trial 2879 finished with value: 0.9971574146931474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:54,043] Trial 2880 finished with value: 0.997694704840053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:57,971] Trial 2881 finished with value: 0.9975868771084828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:00,027] Trial 2882 finished with value: 0.9973727984480617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:04,694] Trial 2883 finished with value: 0.9973007322923952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:08,346] Trial 2884 finished with value: 0.9972993893980545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:21,543] Trial 2885 finished with value: 0.9954126639179576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:25,642] Trial 2886 finished with value: 0.9976397165032793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:27,002] Trial 2887 finished with value: 0.9932968798342308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:30,204] Trial 2888 finished with value: 0.9975757393880901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:34,255] Trial 2889 finished with value: 0.9974038177140931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:10:47,337] Trial 2890 finished with value: 0.9903851815205261 and parameters: {'classifier': 'SVC', 'svc_c': 971091016.672542, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:10:50,698] Trial 2891 finished with value: 0.9974625706427612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:10:54,765] Trial 2892 finished with value: 0.9973719335583452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:10:58,470] Trial 2893 finished with value: 0.9975730734673384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:01,839] Trial 2894 finished with value: 0.9975390959426894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:03,546] Trial 2895 finished with value: 0.9973613302091003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:08,075] Trial 2896 finished with value: 0.9972337513746913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:09,528] Trial 2897 finished with value: 0.9954092710721733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:13,734] Trial 2898 finished with value: 0.9974266472987431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:17,260] Trial 2899 finished with value: 0.9977124650874322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:21,681] Trial 2900 finished with value: 0.9974154217595604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:26,033] Trial 2901 finished with value: 0.9974461446570121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:29,677] Trial 2902 finished with value: 0.9975508503306244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:32,835] Trial 2903 finished with value: 0.9975507159205862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:34,831] Trial 2904 finished with value: 0.9973616864988496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:38,047] Trial 2905 finished with value: 0.9976409431734031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:41,514] Trial 2906 finished with value: 0.9975604945285673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:56,063] Trial 2907 finished with value: 0.9961608611879287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:01,921] Trial 2908 finished with value: 0.9853514111453906 and parameters: {'classifier': 'SVC', 'svc_c': 0.003906722507049639, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:04,758] Trial 2909 finished with value: 0.9973496773824694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:08,555] Trial 2910 finished with value: 0.9970287343311837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:20,233] Trial 2911 finished with value: 0.996323263013104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:31,230] Trial 2912 finished with value: 0.996138636273892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:34,611] Trial 2913 finished with value: 0.9972783095877191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:38,721] Trial 2914 finished with value: 0.9974281717656529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:40,535] Trial 2915 finished with value: 0.994412236959822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:43,940] Trial 2916 finished with value: 0.9973944017751807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:48,016] Trial 2917 finished with value: 0.997549598111485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:51,208] Trial 2918 finished with value: 0.9974840714247014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:55,813] Trial 2919 finished with value: 0.9974892816148054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:05,659] Trial 2920 finished with value: 0.9963922902323924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:10,661] Trial 2921 finished with value: 0.9971231355949016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:14,823] Trial 2922 finished with value: 0.9971042614421838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:18,049] Trial 2923 finished with value: 0.9974666580726508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:18,532] Trial 2924 finished with value: 0.9893813744435068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 4}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:20,743] Trial 2925 finished with value: 0.9963736114264949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:25,329] Trial 2926 finished with value: 0.9974124619140478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:28,193] Trial 2927 finished with value: 0.9920539059791689 and parameters: {'classifier': 'SVC', 'svc_c': 35.623174553718556, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:32,395] Trial 2928 finished with value: 0.997056321555115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:35,187] Trial 2929 finished with value: 0.997387737798487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:38,445] Trial 2930 finished with value: 0.9973061436373568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:41,938] Trial 2931 finished with value: 0.9973248051143568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:46,175] Trial 2932 finished with value: 0.9973050711182498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:48,272] Trial 2933 finished with value: 0.9963511173750028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 13}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:53,512] Trial 2934 finished with value: 0.997527009988835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:57,267] Trial 2935 finished with value: 0.9974419970520501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:00,873] Trial 2936 finished with value: 0.9975636028122734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:04,180] Trial 2937 finished with value: 0.997052213051255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:06,870] Trial 2938 finished with value: 0.9974391678397646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:09,836] Trial 2939 finished with value: 0.9974216104928276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:13,545] Trial 2940 finished with value: 0.9975833603896457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:21,963] Trial 2941 finished with value: 0.9972768112411075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:25,787] Trial 2942 finished with value: 0.997349344864413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:34,650] Trial 2943 finished with value: 0.9972312565847368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:46,496] Trial 2944 finished with value: 0.9968442427637193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:49,772] Trial 2945 finished with value: 0.9972266808988789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:51,852] Trial 2946 finished with value: 0.9925913805233169 and parameters: {'classifier': 'SVC', 'svc_c': 294.765478751601, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:53,126] Trial 2947 finished with value: 0.996699989943552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:58,743] Trial 2948 finished with value: 0.9964731830175051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 55}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:01,502] Trial 2949 finished with value: 0.9964782109050687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:05,360] Trial 2950 finished with value: 0.9972001281085655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:09,483] Trial 2951 finished with value: 0.9974537688323583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:11,991] Trial 2952 finished with value: 0.9962574101241074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:16,318] Trial 2953 finished with value: 0.9974501511869752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:25,673] Trial 2954 finished with value: 0.9969855314537565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:29,972] Trial 2955 finished with value: 0.997472580620088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:31,918] Trial 2956 finished with value: 0.9970310829998122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:34,055] Trial 2957 finished with value: 0.9974168281614543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:56,023] Trial 2958 finished with value: 0.9964983275333882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:58,989] Trial 2959 finished with value: 0.9973165172041515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:02,291] Trial 2960 finished with value: 0.997312723413382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:14,716] Trial 2961 finished with value: 0.9971054480273303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:15,873] Trial 2962 finished with value: 0.9900685135019008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:18,061] Trial 2963 finished with value: 0.9966887124494148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:23,000] Trial 2964 finished with value: 0.9971787062905392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:25,938] Trial 2965 finished with value: 0.9977037865787998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:33,696] Trial 2966 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 5.02492276031518e-10, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:35,781] Trial 2967 finished with value: 0.9956602157559402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:39,716] Trial 2968 finished with value: 0.9974729888965297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:43,081] Trial 2969 finished with value: 0.9975204515724218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:46,175] Trial 2970 finished with value: 0.9942314000441409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:50,581] Trial 2971 finished with value: 0.9975251294860796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:54,562] Trial 2972 finished with value: 0.9973122944120867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:05,547] Trial 2973 finished with value: 0.9966964715426058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:09,975] Trial 2974 finished with value: 0.997336439628215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:12,959] Trial 2975 finished with value: 0.9975022019265092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:16,946] Trial 2976 finished with value: 0.9970504270322501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:29,169] Trial 2977 finished with value: 0.9968607696125386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:32,045] Trial 2978 finished with value: 0.9976303454735059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:35,908] Trial 2979 finished with value: 0.9973684306137599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:53,746] Trial 2980 finished with value: 0.9956727646071751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:57,511] Trial 2981 finished with value: 0.997501348272012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:01,225] Trial 2982 finished with value: 0.9971611386287824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:05,720] Trial 2983 finished with value: 0.9975164186999952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:09,665] Trial 2984 finished with value: 0.9972196860544997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:13,221] Trial 2985 finished with value: 0.9973212659885567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:16,772] Trial 2986 finished with value: 0.9868066340657218 and parameters: {'classifier': 'SVC', 'svc_c': 628755.1802784499, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:26,937] Trial 2987 finished with value: 0.9969281126597668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:30,262] Trial 2988 finished with value: 0.9973259902395596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:33,874] Trial 2989 finished with value: 0.9972536240971918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:35,221] Trial 2990 finished with value: 0.9966819774115462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 33}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:38,515] Trial 2991 finished with value: 0.99717832664169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:42,459] Trial 2992 finished with value: 0.9973692468492641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:47,397] Trial 2993 finished with value: 0.9975906523325765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:50,845] Trial 2994 finished with value: 0.9969231310143344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:54,728] Trial 2995 finished with value: 0.9972438479965055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:04,354] Trial 2996 finished with value: 0.9971342060944064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:06,915] Trial 2997 finished with value: 0.9974437927511168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:08,245] Trial 2998 finished with value: 0.9969925766979326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:11,849] Trial 2999 finished with value: 0.9973240935504712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:16,007] Trial 3000 finished with value: 0.9974689113371294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:17,564] Trial 3001 finished with value: 0.9968382788300509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:21,783] Trial 3002 finished with value: 0.9973237956584716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:25,217] Trial 3003 finished with value: 0.9970276100792873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:30,388] Trial 3004 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4507938221929098e-06, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:33,523] Trial 3005 finished with value: 0.9973830927653013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:43,149] Trial 3006 finished with value: 0.9956355631776231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 52, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:48,281] Trial 3007 finished with value: 0.9975424291212077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:53,029] Trial 3008 finished with value: 0.9973305803026896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:54,126] Trial 3009 finished with value: 0.9911353828171885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:56,386] Trial 3010 finished with value: 0.9973744891898684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:00,031] Trial 3011 finished with value: 0.9976485493533559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:04,687] Trial 3012 finished with value: 0.9975405842918601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:07,856] Trial 3013 finished with value: 0.9969770715558308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:10,542] Trial 3014 finished with value: 0.9973917237940242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:11,589] Trial 3015 finished with value: 0.990221462159598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:13,693] Trial 3016 finished with value: 0.9972676960506061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:17,268] Trial 3017 finished with value: 0.9976219845978515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:29,782] Trial 3018 finished with value: 0.9970267305901332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:32,624] Trial 3019 finished with value: 0.9973881250009583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:37,762] Trial 3020 finished with value: 0.9975747280914063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:45,365] Trial 3021 finished with value: 0.996982225728528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:49,026] Trial 3022 finished with value: 0.9896485465289361 and parameters: {'classifier': 'SVC', 'svc_c': 9.240539430476039, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:51,012] Trial 3023 finished with value: 0.9969739155383118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:55,134] Trial 3024 finished with value: 0.9974820472761765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:56,924] Trial 3025 finished with value: 0.9946327043340654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:00,275] Trial 3026 finished with value: 0.9974689135905209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:03,686] Trial 3027 finished with value: 0.9977164997371814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:07,224] Trial 3028 finished with value: 0.9975177895554325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:22,124] Trial 3029 finished with value: 0.9960487980326068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:25,411] Trial 3030 finished with value: 0.9976572113265384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:27,646] Trial 3031 finished with value: 0.9973509343940327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:31,220] Trial 3032 finished with value: 0.997529011793873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:34,699] Trial 3033 finished with value: 0.9974305914002426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:38,869] Trial 3034 finished with value: 0.9973553636411855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:42,122] Trial 3035 finished with value: 0.9975338431920514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:46,911] Trial 3036 finished with value: 0.9972656199153889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:51,739] Trial 3037 finished with value: 0.9974259656319666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:55,419] Trial 3038 finished with value: 0.9975133936648204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:58,397] Trial 3039 finished with value: 0.9974028315538322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:01,334] Trial 3040 finished with value: 0.9962665376606546 and parameters: {'classifier': 'SVC', 'svc_c': 15914.34711607274, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:05,644] Trial 3041 finished with value: 0.9973185912446668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:14,608] Trial 3042 finished with value: 0.9972563596191746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:17,512] Trial 3043 finished with value: 0.9974572458470735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:19,849] Trial 3044 finished with value: 0.9974468186432152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:23,476] Trial 3045 finished with value: 0.9973713916018371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:26,866] Trial 3046 finished with value: 0.9969058909195206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:29,962] Trial 3047 finished with value: 0.9973390873631459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:34,193] Trial 3048 finished with value: 0.997254437984091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:41,579] Trial 3049 finished with value: 0.9969944248280225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:44,316] Trial 3050 finished with value: 0.9964882684892565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:47,988] Trial 3051 finished with value: 0.9972768108602525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:51,116] Trial 3052 finished with value: 0.9974426957938208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:54,552] Trial 3053 finished with value: 0.9972882307306427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:57,144] Trial 3054 finished with value: 0.997445472448132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:58,905] Trial 3055 finished with value: 0.9970997142569669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:01,524] Trial 3056 finished with value: 0.9966391698932325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:06,161] Trial 3057 finished with value: 0.9973335548428536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:09,203] Trial 3058 finished with value: 0.9974370631721685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:13,597] Trial 3059 finished with value: 0.986709292126187 and parameters: {'classifier': 'SVC', 'svc_c': 2753800.75145936, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:15,001] Trial 3060 finished with value: 0.9968401483197523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 42}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:28,893] Trial 3061 finished with value: 0.9971362277991123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:33,255] Trial 3062 finished with value: 0.9972613990910745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:36,688] Trial 3063 finished with value: 0.9974195779020195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:38,901] Trial 3064 finished with value: 0.9955864891999067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:41,162] Trial 3065 finished with value: 0.9968612037553749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:44,368] Trial 3066 finished with value: 0.997595138231894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:58,316] Trial 3067 finished with value: 0.9968981494091306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:05,186] Trial 3068 finished with value: 0.9963757716989048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:09,921] Trial 3069 finished with value: 0.9969900015158585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:12,591] Trial 3070 finished with value: 0.9973576714313893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:15,045] Trial 3071 finished with value: 0.9961309103150763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:18,222] Trial 3072 finished with value: 0.9971799357218609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:22,728] Trial 3073 finished with value: 0.9976686517948306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:26,769] Trial 3074 finished with value: 0.9974886113736754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:27,643] Trial 3075 finished with value: 0.9957290194451461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 19}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:28,553] Trial 3076 finished with value: 0.9901053061472044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:13,900] Trial 3077 finished with value: 0.9902062836323019 and parameters: {'classifier': 'SVC', 'svc_c': 12457507.053502427, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:17,762] Trial 3078 finished with value: 0.9976008178256497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:20,600] Trial 3079 finished with value: 0.9974504630436541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:24,602] Trial 3080 finished with value: 0.9974257750458323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:34,095] Trial 3081 finished with value: 0.9973307835205111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:36,425] Trial 3082 finished with value: 0.9975746589345061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:36,994] Trial 3083 finished with value: 0.9909449829526077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 25}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:49,541] Trial 3084 finished with value: 0.9965769825421212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:04,890] Trial 3085 finished with value: 0.9967186192065758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:10,030] Trial 3086 finished with value: 0.9974155053889467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:16,969] Trial 3087 finished with value: 0.9966059218643867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:33,539] Trial 3088 finished with value: 0.9962855881174485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:36,623] Trial 3089 finished with value: 0.9972959308548015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:42,152] Trial 3090 finished with value: 0.9975414004956266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:45,146] Trial 3091 finished with value: 0.9977125342125946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:53,778] Trial 3092 finished with value: 0.9972533675596856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:55,929] Trial 3093 finished with value: 0.9973694390857695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:58,346] Trial 3094 finished with value: 0.9967347603128677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:01,385] Trial 3095 finished with value: 0.9976899417101134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:06,744] Trial 3096 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.135456219161172e-05, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:09,832] Trial 3097 finished with value: 0.9974558501091165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:14,541] Trial 3098 finished with value: 0.9970323050996773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:18,886] Trial 3099 finished with value: 0.9975708064603457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:21,843] Trial 3100 finished with value: 0.9973097798494157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:25,553] Trial 3101 finished with value: 0.9973410892316595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:27,403] Trial 3102 finished with value: 0.9971496871474365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:30,035] Trial 3103 finished with value: 0.9974758302961716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:43,083] Trial 3104 finished with value: 0.9958891517242962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:46,676] Trial 3105 finished with value: 0.9974790013574587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:57,259] Trial 3106 finished with value: 0.9967897841960972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:01,215] Trial 3107 finished with value: 0.9955923125346452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:04,730] Trial 3108 finished with value: 0.9975268201961484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:07,783] Trial 3109 finished with value: 0.9974415199043491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:11,035] Trial 3110 finished with value: 0.9974683341832821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:12,643] Trial 3111 finished with value: 0.9961035983540164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 53}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:31,812] Trial 3112 finished with value: 0.9963213652766648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:35,004] Trial 3113 finished with value: 0.9973921717745883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:38,298] Trial 3114 finished with value: 0.9977832189123625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:41,737] Trial 3115 finished with value: 0.9969577208266943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:47,906] Trial 3116 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1512865178360813e-08, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:49,150] Trial 3117 finished with value: 0.9967715640347009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:51,585] Trial 3118 finished with value: 0.9976150241256262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:54,025] Trial 3119 finished with value: 0.99707085155001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:57,797] Trial 3120 finished with value: 0.9968535587916992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:01,353] Trial 3121 finished with value: 0.9974170713690391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:15,860] Trial 3122 finished with value: 0.9964935130515146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:20,438] Trial 3123 finished with value: 0.9976227780772761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:31,214] Trial 3124 finished with value: 0.996736654907254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:35,228] Trial 3125 finished with value: 0.9975502644805904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:37,840] Trial 3126 finished with value: 0.9972453699878581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:41,121] Trial 3127 finished with value: 0.9969103068050145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:43,020] Trial 3128 finished with value: 0.9972165395266153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:48,622] Trial 3129 finished with value: 0.9971776803309425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:52,100] Trial 3130 finished with value: 0.9973831332628712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:55,762] Trial 3131 finished with value: 0.9974827786127785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:02,997] Trial 3132 finished with value: 0.9970055417600859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:06,617] Trial 3133 finished with value: 0.9973257290048431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:13,341] Trial 3134 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.132763065480172e-09, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:18,208] Trial 3135 finished with value: 0.9974039128960777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:40,163] Trial 3136 finished with value: 0.996346724753395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 70, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:49,169] Trial 3137 finished with value: 0.9968311632229337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:51,672] Trial 3138 finished with value: 0.9977116733853304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:56,994] Trial 3139 finished with value: 0.9974576043584761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:00,790] Trial 3140 finished with value: 0.9973700358219059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:02,142] Trial 3141 finished with value: 0.9895620516222997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:03,891] Trial 3142 finished with value: 0.9971195495287365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:05,229] Trial 3143 finished with value: 0.9932036383688656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:08,259] Trial 3144 finished with value: 0.9973506598293952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:12,372] Trial 3145 finished with value: 0.9972413636800602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:16,851] Trial 3146 finished with value: 0.9975404692419456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:19,581] Trial 3147 finished with value: 0.996467446041613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:22,352] Trial 3148 finished with value: 0.9973973233130392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:24,811] Trial 3149 finished with value: 0.9974191780043854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:28,419] Trial 3150 finished with value: 0.9972271690913713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:36,267] Trial 3151 finished with value: 0.9966557653276696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:41,269] Trial 3152 finished with value: 0.9969570469357051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:48,845] Trial 3153 finished with value: 0.9853820536507226 and parameters: {'classifier': 'SVC', 'svc_c': 0.009618944748465873, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:51,996] Trial 3154 finished with value: 0.9967892335116648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:56,728] Trial 3155 finished with value: 0.9974142287633564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:59,374] Trial 3156 finished with value: 0.9971189652338599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:04,315] Trial 3157 finished with value: 0.9972068892984698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:07,385] Trial 3158 finished with value: 0.9974183101947814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:10,404] Trial 3159 finished with value: 0.9975060968342518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:21,630] Trial 3160 finished with value: 0.9961637984360515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:25,370] Trial 3161 finished with value: 0.9975743295902402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:31,738] Trial 3162 finished with value: 0.9971949859645352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:35,052] Trial 3163 finished with value: 0.9972402493621288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:37,856] Trial 3164 finished with value: 0.9968693940715146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:41,268] Trial 3165 finished with value: 0.9973429675127616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:43,059] Trial 3166 finished with value: 0.9967205323359002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:45,973] Trial 3167 finished with value: 0.997529903914714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:49,989] Trial 3168 finished with value: 0.9972554287146106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:54,513] Trial 3169 finished with value: 0.9973266725093565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:59,014] Trial 3170 finished with value: 0.9971568228446488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:01,851] Trial 3171 finished with value: 0.997439987122108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:05,769] Trial 3172 finished with value: 0.9867804005270197 and parameters: {'classifier': 'SVC', 'svc_c': 1609281.8954649987, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:10,329] Trial 3173 finished with value: 0.9972344183468168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:15,275] Trial 3174 finished with value: 0.9972535671911237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:30,795] Trial 3175 finished with value: 0.9967426260771655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:34,207] Trial 3176 finished with value: 0.997220243657796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:37,112] Trial 3177 finished with value: 0.9974070167364767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:39,490] Trial 3178 finished with value: 0.9971913436587979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:40,793] Trial 3179 finished with value: 0.9968534293010368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 28}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:42,834] Trial 3180 finished with value: 0.9955293738520504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:45,963] Trial 3181 finished with value: 0.9973330700463169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:49,382] Trial 3182 finished with value: 0.9949947852993044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 35, 'rf_n_estimators': 57}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:51,138] Trial 3183 finished with value: 0.9970718259989829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:55,659] Trial 3184 finished with value: 0.9975963869598635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:58,781] Trial 3185 finished with value: 0.9974810474686154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:01,200] Trial 3186 finished with value: 0.9975597629063243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:05,826] Trial 3187 finished with value: 0.9974186617555825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:10,075] Trial 3188 finished with value: 0.9975935228358797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:13,492] Trial 3189 finished with value: 0.9972826408916896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:17,705] Trial 3190 finished with value: 0.9951395940089212 and parameters: {'classifier': 'SVC', 'svc_c': 276169.49355415936, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:24,375] Trial 3191 finished with value: 0.9972294856412377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:37,593] Trial 3192 finished with value: 0.9967119639895445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:49,255] Trial 3193 finished with value: 0.9963599373712265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:51,690] Trial 3194 finished with value: 0.9974748800632222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:54,362] Trial 3195 finished with value: 0.997058595671399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:58,852] Trial 3196 finished with value: 0.9973779665854382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:02,535] Trial 3197 finished with value: 0.997622299310942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:06,070] Trial 3198 finished with value: 0.9969530447220971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:14,048] Trial 3199 finished with value: 0.9971918176009701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:15,587] Trial 3200 finished with value: 0.9970528829115302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:34,535] Trial 3201 finished with value: 0.9965377457605632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:53,292] Trial 3202 finished with value: 0.9969815551382811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:57,012] Trial 3203 finished with value: 0.9974630713717274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:00,219] Trial 3204 finished with value: 0.9975497975842335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:02,851] Trial 3205 finished with value: 0.9971575604018805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:05,918] Trial 3206 finished with value: 0.997512802800197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:10,677] Trial 3207 finished with value: 0.9972867829107797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:24,564] Trial 3208 finished with value: 0.9965061492137326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:29,578] Trial 3209 finished with value: 0.9974569777887069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:32,854] Trial 3210 finished with value: 0.9971217080872993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:37,588] Trial 3211 finished with value: 0.9973633930461344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:40,868] Trial 3212 finished with value: 0.9973596325801678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:43,140] Trial 3213 finished with value: 0.9929946505640164 and parameters: {'classifier': 'SVC', 'svc_c': 988.5676079046218, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:49,870] Trial 3214 finished with value: 0.9971620724849718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:51,442] Trial 3215 finished with value: 0.9947333253072482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:53,405] Trial 3216 finished with value: 0.9972881180293331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:55,314] Trial 3217 finished with value: 0.9964833680928674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:59,246] Trial 3218 finished with value: 0.9975316965352038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:02,824] Trial 3219 finished with value: 0.9974013216228844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:06,580] Trial 3220 finished with value: 0.9975791581954826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:09,838] Trial 3221 finished with value: 0.997556799125311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:15,108] Trial 3222 finished with value: 0.9973204052247683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 98}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:17,522] Trial 3223 finished with value: 0.9974804373390823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:21,156] Trial 3224 finished with value: 0.9975253406383779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:25,782] Trial 3225 finished with value: 0.9970297715259996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:42,989] Trial 3226 finished with value: 0.9962976918445311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:46,160] Trial 3227 finished with value: 0.9973946907805661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:53,312] Trial 3228 finished with value: 0.9853260076164446 and parameters: {'classifier': 'SVC', 'svc_c': 0.001961513082701142, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:57,578] Trial 3229 finished with value: 0.9975789158448213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:00,484] Trial 3230 finished with value: 0.9971900973746474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:04,332] Trial 3231 finished with value: 0.9971175329338338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:06,574] Trial 3232 finished with value: 0.9972809477060638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:09,478] Trial 3233 finished with value: 0.9973583795993187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:13,980] Trial 3234 finished with value: 0.9972831160081643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:16,149] Trial 3235 finished with value: 0.9973207100991074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:18,954] Trial 3236 finished with value: 0.9964142166196716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 40}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:21,366] Trial 3237 finished with value: 0.9942790835523928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:23,172] Trial 3238 finished with value: 0.9970107242747347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:24,397] Trial 3239 finished with value: 0.9942926120893557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 8}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:25,804] Trial 3240 finished with value: 0.9902909384385389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:31,780] Trial 3241 finished with value: 0.9955560337578014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 37, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:33,691] Trial 3242 finished with value: 0.9973544181689219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:36,141] Trial 3243 finished with value: 0.9974242180158296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:40,564] Trial 3244 finished with value: 0.9971507182168365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:43,125] Trial 3245 finished with value: 0.9976968106184757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:45,472] Trial 3246 finished with value: 0.991753997606914 and parameters: {'classifier': 'SVC', 'svc_c': 86.69355198661002, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:57,090] Trial 3247 finished with value: 0.9968098882244676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:00,191] Trial 3248 finished with value: 0.9975458503089435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:21,913] Trial 3249 finished with value: 0.9970387189816602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:31,310] Trial 3250 finished with value: 0.996602252644904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 33, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:37,305] Trial 3251 finished with value: 0.9973802554281114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:45,324] Trial 3252 finished with value: 0.996723350852511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:47,412] Trial 3253 finished with value: 0.9968736833227577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:51,801] Trial 3254 finished with value: 0.9974111054676204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:55,374] Trial 3255 finished with value: 0.9975936434081901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:59,445] Trial 3256 finished with value: 0.9973669362026486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:02,989] Trial 3257 finished with value: 0.9970177061065716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:07,503] Trial 3258 finished with value: 0.9974407930745303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:10,388] Trial 3259 finished with value: 0.9975588650726599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:13,097] Trial 3260 finished with value: 0.9974142579622315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:15,978] Trial 3261 finished with value: 0.9972973944801424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:18,911] Trial 3262 finished with value: 0.9977210545077583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:20,604] Trial 3263 finished with value: 0.9968596928722898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:24,443] Trial 3264 finished with value: 0.9975408312127803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:27,522] Trial 3265 finished with value: 0.9973842426614268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:29,303] Trial 3266 finished with value: 0.9973479355426317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:35,186] Trial 3267 finished with value: 0.9850821640038331 and parameters: {'classifier': 'SVC', 'svc_c': 0.00029676212393457636, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:38,179] Trial 3268 finished with value: 0.9974111744658312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:41,531] Trial 3269 finished with value: 0.9973519361376062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:44,800] Trial 3270 finished with value: 0.9974069732238057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:55,105] Trial 3271 finished with value: 0.9969543264574904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:58,103] Trial 3272 finished with value: 0.9974867259515442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:19,314] Trial 3273 finished with value: 0.9965414963877786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:23,070] Trial 3274 finished with value: 0.9975136446164546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:26,500] Trial 3275 finished with value: 0.9973220332524698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:29,350] Trial 3276 finished with value: 0.9976472596517478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:33,561] Trial 3277 finished with value: 0.99749099984164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:36,768] Trial 3278 finished with value: 0.997521459536625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:40,712] Trial 3279 finished with value: 0.9972761070086783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:45,079] Trial 3280 finished with value: 0.9971135092654003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:51,434] Trial 3281 finished with value: 0.997282451352906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:52,961] Trial 3282 finished with value: 0.9891817938813835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:56,079] Trial 3283 finished with value: 0.9974583784777772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:00,953] Trial 3284 finished with value: 0.997480861706643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:04,507] Trial 3285 finished with value: 0.997468993823951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:08,771] Trial 3286 finished with value: 0.997216725193374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:15,309] Trial 3287 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.492887199010965e-06, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:18,271] Trial 3288 finished with value: 0.9973313202085263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:19,815] Trial 3289 finished with value: 0.9970478563569588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 45}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:24,684] Trial 3290 finished with value: 0.9975937017107261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:28,560] Trial 3291 finished with value: 0.9975478356737453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:32,703] Trial 3292 finished with value: 0.9971114862594402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:36,290] Trial 3293 finished with value: 0.9975841664372815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:39,961] Trial 3294 finished with value: 0.9973875570193661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:43,851] Trial 3295 finished with value: 0.9961836633192888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:47,801] Trial 3296 finished with value: 0.9973833057583983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:51,682] Trial 3297 finished with value: 0.9967155718913899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:55,399] Trial 3298 finished with value: 0.9974561235311894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:58,195] Trial 3299 finished with value: 0.997348318523961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:03,018] Trial 3300 finished with value: 0.995442960226195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:05,746] Trial 3301 finished with value: 0.997136335898425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:08,746] Trial 3302 finished with value: 0.9952879180091694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:13,667] Trial 3303 finished with value: 0.9969737282529199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:16,139] Trial 3304 finished with value: 0.9955701366874132 and parameters: {'classifier': 'SVC', 'svc_c': 5215.360549327511, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:20,908] Trial 3305 finished with value: 0.997308429718832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:24,459] Trial 3306 finished with value: 0.9971822946735717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:25,317] Trial 3307 finished with value: 0.9934055616011529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:35,002] Trial 3308 finished with value: 0.9969490065177024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:51,742] Trial 3309 finished with value: 0.9964548160365486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:52,903] Trial 3310 finished with value: 0.997223541988092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 67}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:55,714] Trial 3311 finished with value: 0.9972475589513362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:56,863] Trial 3312 finished with value: 0.9967602140829209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:11,025] Trial 3313 finished with value: 0.9969538544195925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:15,725] Trial 3314 finished with value: 0.9972949683075437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:18,741] Trial 3315 finished with value: 0.9975372756150064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:20,002] Trial 3316 finished with value: 0.9909100531637828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:24,446] Trial 3317 finished with value: 0.997163590921679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:36,061] Trial 3318 finished with value: 0.9961101846997885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:38,899] Trial 3319 finished with value: 0.9970846228502267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:45,102] Trial 3320 finished with value: 0.9973626277817095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:48,853] Trial 3321 finished with value: 0.997229112371708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:52,979] Trial 3322 finished with value: 0.9867345184306576 and parameters: {'classifier': 'SVC', 'svc_c': 56160321.7975916, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:57,766] Trial 3323 finished with value: 0.9972337294437973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:00,394] Trial 3324 finished with value: 0.9973819347760093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:05,323] Trial 3325 finished with value: 0.9972706173662992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:08,401] Trial 3326 finished with value: 0.9974971507433216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:13,034] Trial 3327 finished with value: 0.9974606210783192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:26,294] Trial 3328 finished with value: 0.9968071849799367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:29,833] Trial 3329 finished with value: 0.9975582946472489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:32,254] Trial 3330 finished with value: 0.9967556037075304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:35,989] Trial 3331 finished with value: 0.9976194462952258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:40,313] Trial 3332 finished with value: 0.997558974758868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:47,368] Trial 3333 finished with value: 0.9970211568740371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 77}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:02,690] Trial 3334 finished with value: 0.9968050055695686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:05,813] Trial 3335 finished with value: 0.9972517277572205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:06,767] Trial 3336 finished with value: 0.9965909257031069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 16}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:12,850] Trial 3337 finished with value: 0.9971284655003926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:20,644] Trial 3338 finished with value: 0.9970091311587312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:22,910] Trial 3339 finished with value: 0.9973853171482842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:27,187] Trial 3340 finished with value: 0.997191488383656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:31,313] Trial 3341 finished with value: 0.9974527923521593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:36,295] Trial 3342 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.457946276103527e-08, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:37,865] Trial 3343 finished with value: 0.9964232482760004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:43,334] Trial 3344 finished with value: 0.9970473723538699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:46,256] Trial 3345 finished with value: 0.9972223881564659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:48,774] Trial 3346 finished with value: 0.9953721686966307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:54,423] Trial 3347 finished with value: 0.9972345201937619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:58,268] Trial 3348 finished with value: 0.9975140830756466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:03,635] Trial 3349 finished with value: 0.9970468699110566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:06,074] Trial 3350 finished with value: 0.9967700879363625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:09,021] Trial 3351 finished with value: 0.9974360573978807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:12,326] Trial 3352 finished with value: 0.9974393725175297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:15,750] Trial 3353 finished with value: 0.997374376139442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:20,085] Trial 3354 finished with value: 0.9975429741562927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:22,985] Trial 3355 finished with value: 0.9906880163182771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:25,915] Trial 3356 finished with value: 0.9967722666802343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:28,986] Trial 3357 finished with value: 0.9974194859573017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:30,485] Trial 3358 finished with value: 0.9935493738356889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:33,918] Trial 3359 finished with value: 0.9872297602299961 and parameters: {'classifier': 'SVC', 'svc_c': 141894.1947679914, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:41,645] Trial 3360 finished with value: 0.9970537656379509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:45,874] Trial 3361 finished with value: 0.9974637999471314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:48,992] Trial 3362 finished with value: 0.9974560000707293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:04,267] Trial 3363 finished with value: 0.9968235733245278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:07,314] Trial 3364 finished with value: 0.997283682751978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:11,251] Trial 3365 finished with value: 0.9974647685880674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:19,294] Trial 3366 finished with value: 0.9971971124043356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:21,957] Trial 3367 finished with value: 0.9972579843143959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:24,471] Trial 3368 finished with value: 0.9973555883455704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:26,860] Trial 3369 finished with value: 0.9962827610633406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:30,295] Trial 3370 finished with value: 0.9972281166900747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:38,831] Trial 3371 finished with value: 0.9961586671463852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:44,832] Trial 3372 finished with value: 0.9972732206364215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:49,825] Trial 3373 finished with value: 0.9972857677420714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:51,407] Trial 3374 finished with value: 0.9973413274563931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:54,529] Trial 3375 finished with value: 0.9975192671771906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:59,114] Trial 3376 finished with value: 0.9974681311241501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:07,579] Trial 3377 finished with value: 0.9969434273426859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:12,087] Trial 3378 finished with value: 0.986442098427243 and parameters: {'classifier': 'SVC', 'svc_c': 0.5571892220570911, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:13,872] Trial 3379 finished with value: 0.9967983804718115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:17,746] Trial 3380 finished with value: 0.9975384672464802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:20,588] Trial 3381 finished with value: 0.99710409465948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:34,550] Trial 3382 finished with value: 0.9969575730232592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:37,753] Trial 3383 finished with value: 0.9973457980897772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:39,575] Trial 3384 finished with value: 0.9972553621602186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 59}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:43,048] Trial 3385 finished with value: 0.997063702364187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:46,443] Trial 3386 finished with value: 0.9967644449046763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:50,755] Trial 3387 finished with value: 0.9975762842327477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:54,076] Trial 3388 finished with value: 0.9976338453077763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:00,127] Trial 3389 finished with value: 0.9974573897467458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:03,172] Trial 3390 finished with value: 0.9974188549124875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:04,472] Trial 3391 finished with value: 0.9966832641615287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:06,291] Trial 3392 finished with value: 0.9959977553524902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 22}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:12,181] Trial 3393 finished with value: 0.9971979930043161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:16,008] Trial 3394 finished with value: 0.9971308966241047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:19,251] Trial 3395 finished with value: 0.9974586560257782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:22,286] Trial 3396 finished with value: 0.9976687890295426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:29,302] Trial 3397 finished with value: 0.9853897565043415 and parameters: {'classifier': 'SVC', 'svc_c': 0.028635797760704216, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:40,024] Trial 3398 finished with value: 0.9966977370281903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:42,448] Trial 3399 finished with value: 0.9965908153186648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:47,316] Trial 3400 finished with value: 0.9973440677073241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:52,483] Trial 3401 finished with value: 0.9976281959919845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:54,443] Trial 3402 finished with value: 0.9970205562024003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:56,751] Trial 3403 finished with value: 0.9973989612429679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:57,250] Trial 3404 finished with value: 0.9835256766877212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:00,805] Trial 3405 finished with value: 0.9975050256481368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:04,715] Trial 3406 finished with value: 0.9975579799024206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:06,804] Trial 3407 finished with value: 0.997304746883787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:26,701] Trial 3408 finished with value: 0.9961906773016261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:29,514] Trial 3409 finished with value: 0.9976172057576479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:30,925] Trial 3410 finished with value: 0.9891239351682585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:34,206] Trial 3411 finished with value: 0.996841245753117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:39,789] Trial 3412 finished with value: 0.9970646115282843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:42,662] Trial 3413 finished with value: 0.997501712559714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:47,017] Trial 3414 finished with value: 0.9973184725448929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:50,946] Trial 3415 finished with value: 0.9974987656950051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:57,194] Trial 3416 finished with value: 0.985270129602649 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009787628229337652, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:59,835] Trial 3417 finished with value: 0.9948925131614855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:04,940] Trial 3418 finished with value: 0.9951494884920026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:07,004] Trial 3419 finished with value: 0.9973282587699718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:28,504] Trial 3420 finished with value: 0.996600853542729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:31,736] Trial 3421 finished with value: 0.9976347080075773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:35,307] Trial 3422 finished with value: 0.9973517802727426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:40,167] Trial 3423 finished with value: 0.9974104987340432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:43,187] Trial 3424 finished with value: 0.9973441334365304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:46,454] Trial 3425 finished with value: 0.9975404490566363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:48,631] Trial 3426 finished with value: 0.99720047233791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:52,017] Trial 3427 finished with value: 0.9973082598892891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:58,815] Trial 3428 finished with value: 0.997086374814457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:02,196] Trial 3429 finished with value: 0.9973099900178392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:06,822] Trial 3430 finished with value: 0.9975042029698374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:14,591] Trial 3431 finished with value: 0.9969464502196829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:18,235] Trial 3432 finished with value: 0.9974822578571927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:22,345] Trial 3433 finished with value: 0.9974846374068053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:28,184] Trial 3434 finished with value: 0.9972111307206862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:35,059] Trial 3435 finished with value: 0.9853992601668301 and parameters: {'classifier': 'SVC', 'svc_c': 0.11294071404349307, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:39,604] Trial 3436 finished with value: 0.9975194034280275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:41,272] Trial 3437 finished with value: 0.9954221084527249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:47,980] Trial 3438 finished with value: 0.9971901825274531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:50,002] Trial 3439 finished with value: 0.9977437392088607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:51,831] Trial 3440 finished with value: 0.9970683657736211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:55,435] Trial 3441 finished with value: 0.9974027683636586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:57,390] Trial 3442 finished with value: 0.9975741540478739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:59,319] Trial 3443 finished with value: 0.9974661635960523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:01,377] Trial 3444 finished with value: 0.9973210675631593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:03,229] Trial 3445 finished with value: 0.997455123152346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:05,296] Trial 3446 finished with value: 0.9972875050751263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:07,350] Trial 3447 finished with value: 0.9975090460475656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:18,005] Trial 3448 finished with value: 0.9962294194796341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 77}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:20,084] Trial 3449 finished with value: 0.997393188434978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:21,887] Trial 3450 finished with value: 0.9973653097618423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:24,330] Trial 3451 finished with value: 0.9973809942231213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:26,304] Trial 3452 finished with value: 0.997394448271215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:31,251] Trial 3453 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0592560783112755e-09, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:32,801] Trial 3454 finished with value: 0.9971028203507571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 61}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:36,204] Trial 3455 finished with value: 0.9973348070937308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:38,163] Trial 3456 finished with value: 0.997027167335478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:39,531] Trial 3457 finished with value: 0.9969715365917194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:51,625] Trial 3458 finished with value: 0.9955229901528176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 69, 'rf_n_estimators': 63}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:54,468] Trial 3459 finished with value: 0.9974633234976644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:56,645] Trial 3460 finished with value: 0.9970459720773922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:59,554] Trial 3461 finished with value: 0.9972855562723938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 66}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:01,228] Trial 3462 finished with value: 0.9973509714321707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:09,026] Trial 3463 finished with value: 0.9965683223145234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:24,539] Trial 3464 finished with value: 0.9965304160495224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 100}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:28,963] Trial 3465 finished with value: 0.9962118754308805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:31,199] Trial 3466 finished with value: 0.9971848471630421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:33,512] Trial 3467 finished with value: 0.9966184325349188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 69}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:36,840] Trial 3468 finished with value: 0.9973623767031233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:38,018] Trial 3469 finished with value: 0.9937944557344983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:39,765] Trial 3470 finished with value: 0.9971439862258071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:41,624] Trial 3471 finished with value: 0.9971408074839466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:44,118] Trial 3472 finished with value: 0.9969487059279807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:49,044] Trial 3473 finished with value: 0.9852049079171562 and parameters: {'classifier': 'SVC', 'svc_c': 2.0022237421576757e-07, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:52,831] Trial 3474 finished with value: 0.9972297445908248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:00,767] Trial 3475 finished with value: 0.9967580564764953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 80}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:03,757] Trial 3476 finished with value: 0.997208353145976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 55}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:05,727] Trial 3477 finished with value: 0.9973290118470403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:07,405] Trial 3478 finished with value: 0.9969168703629689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:21,105] Trial 3479 finished with value: 0.9962963400635759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 83}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:23,935] Trial 3480 finished with value: 0.9970373437146535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:27,849] Trial 3481 finished with value: 0.9975641473712896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:31,746] Trial 3482 finished with value: 0.9971571374625258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:33,948] Trial 3483 finished with value: 0.997183427113848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:35,460] Trial 3484 finished with value: 0.9970700373139937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:38,567] Trial 3485 finished with value: 0.9961871723258146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:40,101] Trial 3486 finished with value: 0.9976232338018894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:41,536] Trial 3487 finished with value: 0.9972553182349545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 67}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:46,040] Trial 3488 finished with value: 0.9972957527099268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:50,758] Trial 3489 finished with value: 0.9969440793345191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 70}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:55,182] Trial 3490 finished with value: 0.9970422041212794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:02,585] Trial 3491 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1102434998502512e-05, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:04,794] Trial 3492 finished with value: 0.9972646388014553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:11,324] Trial 3493 finished with value: 0.9971940052314562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:13,877] Trial 3494 finished with value: 0.9967654111335312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:15,883] Trial 3495 finished with value: 0.9971833994701306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:18,387] Trial 3496 finished with value: 0.9970324404618526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:21,825] Trial 3497 finished with value: 0.9972516994152691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:24,563] Trial 3498 finished with value: 0.9973430416525133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:27,737] Trial 3499 finished with value: 0.997477428934571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:36,635] Trial 3500 finished with value: 0.9963981072195492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 69}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:39,410] Trial 3501 finished with value: 0.9952766171241944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:50,352] Trial 3502 finished with value: 0.99586997101513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:52,350] Trial 3503 finished with value: 0.9964677886205862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 58}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:55,243] Trial 3504 finished with value: 0.9969174871257249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:58,481] Trial 3505 finished with value: 0.9968958825290896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 71}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:59,839] Trial 3506 finished with value: 0.9898575157988473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:03,681] Trial 3507 finished with value: 0.9969504084128132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:06,929] Trial 3508 finished with value: 0.9971572014461471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:13,562] Trial 3509 finished with value: 0.9852057276438302 and parameters: {'classifier': 'SVC', 'svc_c': 1.040689293679916e-10, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:15,822] Trial 3510 finished with value: 0.9969911289732832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:21,758] Trial 3511 finished with value: 0.9971501685797549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:22,987] Trial 3512 finished with value: 0.9961163727348218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:24,412] Trial 3513 finished with value: 0.9973181579904918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 57}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:30,258] Trial 3514 finished with value: 0.9972402684048735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:35,174] Trial 3515 finished with value: 0.9972984978167577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:38,581] Trial 3516 finished with value: 0.9973114448835175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:43,615] Trial 3517 finished with value: 0.9973620826196729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:52,511] Trial 3518 finished with value: 0.9964589377751162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:54,347] Trial 3519 finished with value: 0.9969432914092283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:57,040] Trial 3520 finished with value: 0.99733376526518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:58,809] Trial 3521 finished with value: 0.99747035039733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:59:01,327] Trial 3522 finished with value: 0.9970820552535123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:59:05,102] Trial 3523 finished with value: 0.9978358505825548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:08,946] Trial 3524 finished with value: 0.997245588122496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:11,908] Trial 3525 finished with value: 0.9974466122198647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:15,683] Trial 3526 finished with value: 0.997412149644776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:25,989] Trial 3527 finished with value: 0.99722496410025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:29,984] Trial 3528 finished with value: 0.9970731080200173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:33,638] Trial 3529 finished with value: 0.9893106457867372 and parameters: {'classifier': 'SVC', 'svc_c': 3.349273692470507, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:39,936] Trial 3530 finished with value: 0.997408388290148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:43,976] Trial 3531 finished with value: 0.99743317578631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:48,547] Trial 3532 finished with value: 0.9973794345271346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:52,933] Trial 3533 finished with value: 0.9976440835123958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:55,399] Trial 3534 finished with value: 0.9972264137609116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:56,973] Trial 3535 finished with value: 0.9936756430370842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:00,766] Trial 3536 finished with value: 0.9973267075797443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:15,944] Trial 3537 finished with value: 0.9968314400092249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:21,316] Trial 3538 finished with value: 0.9974610624256605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:24,348] Trial 3539 finished with value: 0.9966857096942511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:30,138] Trial 3540 finished with value: 0.9974176858149276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:32,947] Trial 3541 finished with value: 0.9973664391870175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:37,148] Trial 3542 finished with value: 0.9968050365457662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:40,493] Trial 3543 finished with value: 0.9973876147506199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:44,354] Trial 3544 finished with value: 0.9974641545230337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:46,410] Trial 3545 finished with value: 0.9973982376504155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:49,947] Trial 3546 finished with value: 0.9969736295797657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:55,553] Trial 3547 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011188291436239743, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:59,772] Trial 3548 finished with value: 0.9974018872241334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:04,615] Trial 3549 finished with value: 0.9976749003857913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:07,004] Trial 3550 finished with value: 0.9968256578702904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:10,226] Trial 3551 finished with value: 0.9975864354755005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:14,261] Trial 3552 finished with value: 0.9972123613897863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:18,059] Trial 3553 finished with value: 0.9973026760488004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:22,823] Trial 3554 finished with value: 0.9974447181650229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:25,876] Trial 3555 finished with value: 0.9973306832921992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:29,212] Trial 3556 finished with value: 0.9973523914496267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:33,224] Trial 3557 finished with value: 0.9976237258664069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:37,935] Trial 3558 finished with value: 0.9968708782630196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:42,525] Trial 3559 finished with value: 0.9968204650408218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:45,984] Trial 3560 finished with value: 0.9974969585702916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:49,106] Trial 3561 finished with value: 0.9970491997591061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:54,058] Trial 3562 finished with value: 0.9974372854962104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 102}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:57,962] Trial 3563 finished with value: 0.9974183871592069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:01,979] Trial 3564 finished with value: 0.997149605327111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:05,272] Trial 3565 finished with value: 0.9970911693649249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:10,142] Trial 3566 finished with value: 0.9973444294559934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:14,267] Trial 3567 finished with value: 0.9904690429742901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:16,640] Trial 3568 finished with value: 0.99520475053649 and parameters: {'classifier': 'SVC', 'svc_c': 2138.400807709955, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:21,493] Trial 3569 finished with value: 0.9975493795642542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 92}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:24,645] Trial 3570 finished with value: 0.9973859756146505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:28,939] Trial 3571 finished with value: 0.997573726665212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:35,357] Trial 3572 finished with value: 0.9973902292559614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:37,152] Trial 3573 finished with value: 0.9971602293377334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:41,502] Trial 3574 finished with value: 0.9973131166460556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:45,327] Trial 3575 finished with value: 0.997273550425018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:49,609] Trial 3576 finished with value: 0.9969630627925903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:53,438] Trial 3577 finished with value: 0.9967941523477784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:54,045] Trial 3578 finished with value: 0.9929482559004486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 44}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:05,257] Trial 3579 finished with value: 0.9970533914162836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:08,045] Trial 3580 finished with value: 0.9975847166773835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:11,405] Trial 3581 finished with value: 0.997404589897382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:20,571] Trial 3582 finished with value: 0.9971461658266026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:24,858] Trial 3583 finished with value: 0.9975854585827085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:32,203] Trial 3584 finished with value: 0.9968635707050382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:35,995] Trial 3585 finished with value: 0.9867382871802182 and parameters: {'classifier': 'SVC', 'svc_c': 20940523.864946526, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:40,481] Trial 3586 finished with value: 0.9974935032325675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:59,206] Trial 3587 finished with value: 0.9965761034655601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:01,771] Trial 3588 finished with value: 0.9977168824963455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:04,924] Trial 3589 finished with value: 0.9975196886566019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 80}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:08,579] Trial 3590 finished with value: 0.99709218078856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 70}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:11,381] Trial 3591 finished with value: 0.9969713180444887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:15,777] Trial 3592 finished with value: 0.997371662960946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:19,653] Trial 3593 finished with value: 0.9970740117886705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:23,608] Trial 3594 finished with value: 0.9960380232986618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:27,034] Trial 3595 finished with value: 0.9974938538094934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:38,506] Trial 3596 finished with value: 0.9965603965021047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 67}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:42,283] Trial 3597 finished with value: 0.9973600349850966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:46,394] Trial 3598 finished with value: 0.9972327985392333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:49,539] Trial 3599 finished with value: 0.9973043325454051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:05:07,443] Trial 3600 finished with value: 0.9965415029892633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:05:15,653] Trial 3601 finished with value: 0.9966588490462355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:05:19,023] Trial 3602 finished with value: 0.9973680039293317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:05:23,974] Trial 3603 finished with value: 0.997682522688601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:06:35,552] Trial 3604 finished with value: 0.9907467711829577 and parameters: {'classifier': 'SVC', 'svc_c': 154427366.48043418, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:06:40,463] Trial 3605 finished with value: 0.9974827735981892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:06:43,490] Trial 3606 finished with value: 0.9964869564441617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:06:47,708] Trial 3607 finished with value: 0.9973672225737876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:06:58,021] Trial 3608 finished with value: 0.9971819877045305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:00,488] Trial 3609 finished with value: 0.9973458654376168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:06,759] Trial 3610 finished with value: 0.9972389007867025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:22,123] Trial 3611 finished with value: 0.9964960007004399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:25,564] Trial 3612 finished with value: 0.9972586106302619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:29,962] Trial 3613 finished with value: 0.9973888349779484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:33,556] Trial 3614 finished with value: 0.9976126508601192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:37,506] Trial 3615 finished with value: 0.996869748203086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:40,859] Trial 3616 finished with value: 0.997465295532545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:44,188] Trial 3617 finished with value: 0.9975543220451089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:55,591] Trial 3618 finished with value: 0.9970577229741573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:56,810] Trial 3619 finished with value: 0.9880623505954192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:58,266] Trial 3620 finished with value: 0.9965474546720996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:08:07,028] Trial 3621 finished with value: 0.9974297665002894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:08:12,968] Trial 3622 finished with value: 0.997559180579198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:08:14,284] Trial 3623 finished with value: 0.9972140335014413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 32}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:08:18,282] Trial 3624 finished with value: 0.9974473464763541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:08:22,584] Trial 3625 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 880825738.0851125, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:08:43,824] Trial 3626 finished with value: 0.9963940777748168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:00,443] Trial 3627 finished with value: 0.9961126935178982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:02,744] Trial 3628 finished with value: 0.9944194480028267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:04,674] Trial 3629 finished with value: 0.9971881012189572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:06,913] Trial 3630 finished with value: 0.9974003944316556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:08,476] Trial 3631 finished with value: 0.9971165286829655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 47}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:11,102] Trial 3632 finished with value: 0.9967334096744773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:15,426] Trial 3633 finished with value: 0.9975169415820208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:27,139] Trial 3634 finished with value: 0.9965998707149484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:31,041] Trial 3635 finished with value: 0.9974075466960556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:34,875] Trial 3636 finished with value: 0.9971478545689211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:38,198] Trial 3637 finished with value: 0.9974367703264962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:46,784] Trial 3638 finished with value: 0.9972052151873264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:49,981] Trial 3639 finished with value: 0.9973923065654812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:53,551] Trial 3640 finished with value: 0.9955010106997572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:58,539] Trial 3641 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.6112055240720825e-09, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:02,030] Trial 3642 finished with value: 0.9972326317565295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:11,279] Trial 3643 finished with value: 0.9974213059358675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:14,524] Trial 3644 finished with value: 0.9974299448990673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:18,505] Trial 3645 finished with value: 0.9974485743842565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:22,003] Trial 3646 finished with value: 0.997315771363326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:26,616] Trial 3647 finished with value: 0.9971857224310542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:31,566] Trial 3648 finished with value: 0.9970242367840538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:33,797] Trial 3649 finished with value: 0.9974684043875334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:37,128] Trial 3650 finished with value: 0.9974167690654704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:53,450] Trial 3651 finished with value: 0.9960559909850043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:58,764] Trial 3652 finished with value: 0.9975958513509372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:03,671] Trial 3653 finished with value: 0.9975351527933273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:05,391] Trial 3654 finished with value: 0.9969473555752314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:09,904] Trial 3655 finished with value: 0.9975279835808846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 100}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:13,314] Trial 3656 finished with value: 0.9976042419015352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:23,834] Trial 3657 finished with value: 0.9954614390515374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 74, 'rf_n_estimators': 60}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:28,543] Trial 3658 finished with value: 0.997506282723176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:32,878] Trial 3659 finished with value: 0.9975628296768472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:35,895] Trial 3660 finished with value: 0.9909587221975379 and parameters: {'classifier': 'SVC', 'svc_c': 24.41621126013764, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:40,477] Trial 3661 finished with value: 0.9971440162181295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:43,931] Trial 3662 finished with value: 0.9972159650704899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:45,625] Trial 3663 finished with value: 0.9943181521547796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:49,598] Trial 3664 finished with value: 0.9974652182824782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:52,116] Trial 3665 finished with value: 0.9975287091411872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:54,455] Trial 3666 finished with value: 0.9975331169652527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:56,770] Trial 3667 finished with value: 0.9966940195036124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:01,518] Trial 3668 finished with value: 0.9976872439562405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:06,262] Trial 3669 finished with value: 0.9971546145527851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:14,411] Trial 3670 finished with value: 0.9973310365668474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:18,105] Trial 3671 finished with value: 0.997164064990803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:19,436] Trial 3672 finished with value: 0.9971683105706851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:36,704] Trial 3673 finished with value: 0.9963829684281134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:38,925] Trial 3674 finished with value: 0.9971228186284197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:49,085] Trial 3675 finished with value: 0.9973002739335355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:58,512] Trial 3676 finished with value: 0.9964001376204417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:02,784] Trial 3677 finished with value: 0.9972728335609021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:05,353] Trial 3678 finished with value: 0.9963967866686952 and parameters: {'classifier': 'SVC', 'svc_c': 39662.96872156474, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:09,259] Trial 3679 finished with value: 0.9969891874385318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:13,433] Trial 3680 finished with value: 0.9974928114731364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:23,662] Trial 3681 finished with value: 0.9970875276304699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:34,777] Trial 3682 finished with value: 0.9972085249432693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:40,006] Trial 3683 finished with value: 0.9966700333578764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:41,987] Trial 3684 finished with value: 0.9972868095071461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:45,651] Trial 3685 finished with value: 0.9954837788885372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 91}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:46,733] Trial 3686 finished with value: 0.9878667123892102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:49,884] Trial 3687 finished with value: 0.9975031688853361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:54,299] Trial 3688 finished with value: 0.9970822265429989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:57,159] Trial 3689 finished with value: 0.9975757763627522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:02,476] Trial 3690 finished with value: 0.9971724341183134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:10,064] Trial 3691 finished with value: 0.9968339418449949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:11,570] Trial 3692 finished with value: 0.9971916495487502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 39}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:15,338] Trial 3693 finished with value: 0.9975457960371217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:16,167] Trial 3694 finished with value: 0.9957076839859661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 10}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:37,451] Trial 3695 finished with value: 0.9962788037271338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:41,608] Trial 3696 finished with value: 0.997562074187698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:44,861] Trial 3697 finished with value: 0.997262054066271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:52,116] Trial 3698 finished with value: 0.9853551793871446 and parameters: {'classifier': 'SVC', 'svc_c': 0.004305033984548894, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:55,470] Trial 3699 finished with value: 0.9971402262676469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:59,129] Trial 3700 finished with value: 0.9972802282077015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:04,064] Trial 3701 finished with value: 0.9973154627439137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:05,389] Trial 3702 finished with value: 0.9933131555092501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:08,029] Trial 3703 finished with value: 0.9972051145781599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:11,181] Trial 3704 finished with value: 0.9974710207654116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:15,129] Trial 3705 finished with value: 0.9973927952975182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:18,873] Trial 3706 finished with value: 0.9973080386443361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:21,560] Trial 3707 finished with value: 0.9975944682446675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:26,811] Trial 3708 finished with value: 0.9970645151085215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:30,664] Trial 3709 finished with value: 0.9973272036749758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:35,434] Trial 3710 finished with value: 0.9971757971622025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:39,969] Trial 3711 finished with value: 0.997225719018117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:44,801] Trial 3712 finished with value: 0.997320518529098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:46,984] Trial 3713 finished with value: 0.9969394684195839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:50,655] Trial 3714 finished with value: 0.9974011862289712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:57,053] Trial 3715 finished with value: 0.9971495707645297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:19:51,378] Trial 3716 finished with value: 0.9896099654208085 and parameters: {'classifier': 'SVC', 'svc_c': 3453447653.055004, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:19:53,546] Trial 3717 finished with value: 0.9973441711729024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:19:55,329] Trial 3718 finished with value: 0.995638982270657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:19:58,223] Trial 3719 finished with value: 0.9967613313842155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:01,700] Trial 3720 finished with value: 0.9970772253470156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:06,063] Trial 3721 finished with value: 0.9970895744398606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:15,329] Trial 3722 finished with value: 0.9969043228447263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:21,453] Trial 3723 finished with value: 0.9972332384901065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:25,596] Trial 3724 finished with value: 0.9974775941303794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:29,088] Trial 3725 finished with value: 0.9976555148084326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:31,554] Trial 3726 finished with value: 0.996769664076608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:34,164] Trial 3727 finished with value: 0.9974985259468522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:38,464] Trial 3728 finished with value: 0.9975626011321758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:41,523] Trial 3729 finished with value: 0.9975861215241197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:46,509] Trial 3730 finished with value: 0.9974408819089332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:53,258] Trial 3731 finished with value: 0.9971108039261677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:10,535] Trial 3732 finished with value: 0.9958326977309556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:17,617] Trial 3733 finished with value: 0.9969535427850791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:21,841] Trial 3734 finished with value: 0.997455895653014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:25,789] Trial 3735 finished with value: 0.9866070574708369 and parameters: {'classifier': 'SVC', 'svc_c': 450498853.4410665, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:37,689] Trial 3736 finished with value: 0.9968748457236187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:41,046] Trial 3737 finished with value: 0.9974795093861437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:44,478] Trial 3738 finished with value: 0.9974342581441683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:46,883] Trial 3739 finished with value: 0.9971383648393738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:49,378] Trial 3740 finished with value: 0.9973496103520088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:54,433] Trial 3741 finished with value: 0.9975124314984175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:59,174] Trial 3742 finished with value: 0.9973047756383311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:02,013] Trial 3743 finished with value: 0.9973891369958756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:05,580] Trial 3744 finished with value: 0.9974474817750538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:07,995] Trial 3745 finished with value: 0.9974151811544839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:10,365] Trial 3746 finished with value: 0.9974883687373728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:15,481] Trial 3747 finished with value: 0.9969275422978318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:21,342] Trial 3748 finished with value: 0.9928714664459166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:22,961] Trial 3749 finished with value: 0.9969536329524744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:25,455] Trial 3750 finished with value: 0.9968737203608956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:28,311] Trial 3751 finished with value: 0.9974168554560546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:33,904] Trial 3752 finished with value: 0.9971739776279672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:37,564] Trial 3753 finished with value: 0.9973591304864716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:50,341] Trial 3754 finished with value: 0.9926566093498389 and parameters: {'classifier': 'SVC', 'svc_c': 4004411.4180258485, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:53,177] Trial 3755 finished with value: 0.9974854125734574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:56,082] Trial 3756 finished with value: 0.9974292581542256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:00,895] Trial 3757 finished with value: 0.9971920219296185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:06,148] Trial 3758 finished with value: 0.9973585924337263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:10,087] Trial 3759 finished with value: 0.9973913003468627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:17,195] Trial 3760 finished with value: 0.9971561626009597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:19,721] Trial 3761 finished with value: 0.9973842605933445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:21,676] Trial 3762 finished with value: 0.9953267337556468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:27,083] Trial 3763 finished with value: 0.9972647940315605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:30,350] Trial 3764 finished with value: 0.9976460727174844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:36,563] Trial 3765 finished with value: 0.9972946207139812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:38,141] Trial 3766 finished with value: 0.9972204712820685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:40,537] Trial 3767 finished with value: 0.9968569656973768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:45,280] Trial 3768 finished with value: 0.9954498870562384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:47,146] Trial 3769 finished with value: 0.9970635907102284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:50,050] Trial 3770 finished with value: 0.9973206049196821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:53,768] Trial 3771 finished with value: 0.9974288517185824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:56,457] Trial 3772 finished with value: 0.9971778544768406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 70}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:00,554] Trial 3773 finished with value: 0.997641738652316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:03,716] Trial 3774 finished with value: 0.9974355414029811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:06,530] Trial 3775 finished with value: 0.9909286901391181 and parameters: {'classifier': 'SVC', 'svc_c': 10223.84739049365, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:09,864] Trial 3776 finished with value: 0.9973962368927286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:13,028] Trial 3777 finished with value: 0.9971631001266777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:15,609] Trial 3778 finished with value: 0.9906338451056694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:18,467] Trial 3779 finished with value: 0.9973147965652359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:29,837] Trial 3780 finished with value: 0.9961717934688465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:35,294] Trial 3781 finished with value: 0.9971585267576873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:38,288] Trial 3782 finished with value: 0.9967963661937761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:40,625] Trial 3783 finished with value: 0.9972963882297861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:44,581] Trial 3784 finished with value: 0.9973882607122505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:49,001] Trial 3785 finished with value: 0.9974660352796926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:51,299] Trial 3786 finished with value: 0.9973429128918228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:02,104] Trial 3787 finished with value: 0.9968688076184603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:05,231] Trial 3788 finished with value: 0.9974349727548929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:09,087] Trial 3789 finished with value: 0.9973749382812591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:10,867] Trial 3790 finished with value: 0.9970285202907357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:13,749] Trial 3791 finished with value: 0.9935090109614358 and parameters: {'classifier': 'SVC', 'svc_c': 183.3327415938166, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:15,016] Trial 3792 finished with value: 0.9965151295816032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 28}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:17,502] Trial 3793 finished with value: 0.9969387692017445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:20,514] Trial 3794 finished with value: 0.9973844912327182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:26,384] Trial 3795 finished with value: 0.9973453542668791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:33,505] Trial 3796 finished with value: 0.9968955945393171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 74}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:40,368] Trial 3797 finished with value: 0.9974699716054043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:45,481] Trial 3798 finished with value: 0.9973389889756327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:49,283] Trial 3799 finished with value: 0.9973174082459039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:51,299] Trial 3800 finished with value: 0.9942514955350138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:54,842] Trial 3801 finished with value: 0.9974627383141265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:56,368] Trial 3802 finished with value: 0.9972101769965667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 35}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:59,319] Trial 3803 finished with value: 0.9976133216090558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:02,907] Trial 3804 finished with value: 0.9974190975487899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:06,517] Trial 3805 finished with value: 0.9967597244304844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 52}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:09,699] Trial 3806 finished with value: 0.9975573542530505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:12,230] Trial 3807 finished with value: 0.9975237959861593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:16,221] Trial 3808 finished with value: 0.9973831951517909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:21,876] Trial 3809 finished with value: 0.9852061373802158 and parameters: {'classifier': 'SVC', 'svc_c': 4.0398797052528267e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:25,282] Trial 3810 finished with value: 0.9974239406582562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:29,277] Trial 3811 finished with value: 0.996837777307637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:30,876] Trial 3812 finished with value: 0.9969395100914564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:32,789] Trial 3813 finished with value: 0.9966746573805673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:35,240] Trial 3814 finished with value: 0.9962974636807141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:38,773] Trial 3815 finished with value: 0.9975377703455081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:46,981] Trial 3816 finished with value: 0.9969831253712532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:51,528] Trial 3817 finished with value: 0.99694859021157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:00,333] Trial 3818 finished with value: 0.9971798045808274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:03,387] Trial 3819 finished with value: 0.9974980985007145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:05,531] Trial 3820 finished with value: 0.997278788068412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:08,044] Trial 3821 finished with value: 0.9974995206763482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:11,317] Trial 3822 finished with value: 0.9975227009648758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:31,799] Trial 3823 finished with value: 0.9966494786512202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:33,929] Trial 3824 finished with value: 0.9969922534790828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:36,533] Trial 3825 finished with value: 0.9973663191542516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:40,312] Trial 3826 finished with value: 0.9972492204942682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:42,915] Trial 3827 finished with value: 0.9968743703215027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 56}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:47,064] Trial 3828 finished with value: 0.9879516615962771 and parameters: {'classifier': 'SVC', 'svc_c': 1.532253892977239, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:51,651] Trial 3829 finished with value: 0.9974592016638834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:54,134] Trial 3830 finished with value: 0.9971978184458251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:57,256] Trial 3831 finished with value: 0.9970649684210539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:00,270] Trial 3832 finished with value: 0.9974557159212437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:01,226] Trial 3833 finished with value: 0.9917423246584497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 6}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:03,565] Trial 3834 finished with value: 0.9958063742787617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:20,494] Trial 3835 finished with value: 0.9968048447853294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:24,118] Trial 3836 finished with value: 0.9972932298636622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:40,280] Trial 3837 finished with value: 0.9965961130419178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:44,086] Trial 3838 finished with value: 0.9976680636596673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:47,405] Trial 3839 finished with value: 0.9973406562313879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:50,142] Trial 3840 finished with value: 0.9976267708964635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:53,170] Trial 3841 finished with value: 0.9975030764328117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:02,318] Trial 3842 finished with value: 0.9972245614414179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:06,446] Trial 3843 finished with value: 0.9973530233513644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:11,788] Trial 3844 finished with value: 0.9972595068135552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:13,768] Trial 3845 finished with value: 0.9966710651255103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:17,967] Trial 3846 finished with value: 0.9972466316648937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:20,422] Trial 3847 finished with value: 0.9927760799105991 and parameters: {'classifier': 'SVC', 'svc_c': 454.8414253396715, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:24,759] Trial 3848 finished with value: 0.9976061075826878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:29,311] Trial 3849 finished with value: 0.9973641254300872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:31,009] Trial 3850 finished with value: 0.9937915964346765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:33,114] Trial 3851 finished with value: 0.9910349097743926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:39,850] Trial 3852 finished with value: 0.9970375739414346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:41,668] Trial 3853 finished with value: 0.9961557100303327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:44,950] Trial 3854 finished with value: 0.9975233869797456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:46,477] Trial 3855 finished with value: 0.9970816500239098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:50,184] Trial 3856 finished with value: 0.997375650733806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:52,766] Trial 3857 finished with value: 0.9976401926988431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:58,079] Trial 3858 finished with value: 0.9971711269608562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:00,897] Trial 3859 finished with value: 0.9968882615910096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 42}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:04,445] Trial 3860 finished with value: 0.9973406608016466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:07,015] Trial 3861 finished with value: 0.9975648104079147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:10,281] Trial 3862 finished with value: 0.9974304795241187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:13,069] Trial 3863 finished with value: 0.9973546251952925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:16,909] Trial 3864 finished with value: 0.9975335286059126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:27,848] Trial 3865 finished with value: 0.9971238840699735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:33,513] Trial 3866 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.17252698393459e-08, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:40,378] Trial 3867 finished with value: 0.9967875022088123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:43,808] Trial 3868 finished with value: 0.9970068978573963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 80}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:48,382] Trial 3869 finished with value: 0.9970978991977765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:13,302] Trial 3870 finished with value: 0.9958846471313509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:16,269] Trial 3871 finished with value: 0.9973616415262349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:20,509] Trial 3872 finished with value: 0.9976075105886254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:26,842] Trial 3873 finished with value: 0.9963933985201212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 60}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:30,356] Trial 3874 finished with value: 0.9975407558669879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:33,368] Trial 3875 finished with value: 0.9975750696547666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:36,948] Trial 3876 finished with value: 0.997244328952755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:39,934] Trial 3877 finished with value: 0.9975021440683038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:43,953] Trial 3878 finished with value: 0.9974423191283351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:50,241] Trial 3879 finished with value: 0.997324049752159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:54,972] Trial 3880 finished with value: 0.9973339563908589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:58,231] Trial 3881 finished with value: 0.9974885904583943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:03,182] Trial 3882 finished with value: 0.9972552479354896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:06,847] Trial 3883 finished with value: 0.9977091732951452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:13,211] Trial 3884 finished with value: 0.9968831000551178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:19,505] Trial 3885 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 1.5005674874914675e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:22,075] Trial 3886 finished with value: 0.9972699050407039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:25,973] Trial 3887 finished with value: 0.9970072238691818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:28,474] Trial 3888 finished with value: 0.9974551681884366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:30,196] Trial 3889 finished with value: 0.9968023267314887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:33,865] Trial 3890 finished with value: 0.9975786015443237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:37,793] Trial 3891 finished with value: 0.9974036031975766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:39,807] Trial 3892 finished with value: 0.9973400479109155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:44,497] Trial 3893 finished with value: 0.9972544151962736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:46,813] Trial 3894 finished with value: 0.9972851831298156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:50,123] Trial 3895 finished with value: 0.997502485631664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:52,357] Trial 3896 finished with value: 0.9955018597839956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:55,892] Trial 3897 finished with value: 0.9973647445414482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:59,236] Trial 3898 finished with value: 0.9973394310846837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:01,849] Trial 3899 finished with value: 0.9969446462370225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:06,777] Trial 3900 finished with value: 0.9970658249002247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:09,688] Trial 3901 finished with value: 0.9974497964523836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:14,083] Trial 3902 finished with value: 0.9974534349178338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:19,337] Trial 3903 finished with value: 0.98538959165765 and parameters: {'classifier': 'SVC', 'svc_c': 0.01616500010841195, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:24,484] Trial 3904 finished with value: 0.9974356344585259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:27,313] Trial 3905 finished with value: 0.997492648657671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:30,904] Trial 3906 finished with value: 0.9974163730715989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:38,247] Trial 3907 finished with value: 0.9968377207824236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:48,023] Trial 3908 finished with value: 0.9971717520072061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:56,909] Trial 3909 finished with value: 0.9971435407525379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:00,548] Trial 3910 finished with value: 0.9973445342863018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:07,833] Trial 3911 finished with value: 0.9972812837470281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:11,819] Trial 3912 finished with value: 0.9975149454898062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:16,527] Trial 3913 finished with value: 0.9968701720628405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 92}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:18,149] Trial 3914 finished with value: 0.997113293320678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:23,286] Trial 3915 finished with value: 0.9972583477451744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:26,946] Trial 3916 finished with value: 0.997362033172013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:41,412] Trial 3917 finished with value: 0.9962857111653158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:43,567] Trial 3918 finished with value: 0.9966293576430694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:44,820] Trial 3919 finished with value: 0.9884513209314805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:48,811] Trial 3920 finished with value: 0.9969300331840237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:53,659] Trial 3921 finished with value: 0.9975240304023437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:10,250] Trial 3922 finished with value: 0.9967643097964042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:16,224] Trial 3923 finished with value: 0.9852050716847587 and parameters: {'classifier': 'SVC', 'svc_c': 1.019859460476769e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:18,507] Trial 3924 finished with value: 0.997572289858403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:28,855] Trial 3925 finished with value: 0.9939828227861058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 65, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:31,947] Trial 3926 finished with value: 0.997162099557407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:35,832] Trial 3927 finished with value: 0.9974054934438698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:37,472] Trial 3928 finished with value: 0.9971156417671413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:39,847] Trial 3929 finished with value: 0.9954806621625477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:43,344] Trial 3930 finished with value: 0.9969645520938982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 74}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:46,346] Trial 3931 finished with value: 0.9974940907964486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:01,779] Trial 3932 finished with value: 0.9964912883194145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:12,884] Trial 3933 finished with value: 0.9969017297307343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:15,932] Trial 3934 finished with value: 0.9971305266870555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:19,214] Trial 3935 finished with value: 0.9971781677934631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:23,271] Trial 3936 finished with value: 0.9976417467137444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:24,739] Trial 3937 finished with value: 0.9963166035114553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:26,579] Trial 3938 finished with value: 0.9944556091589855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 31, 'rf_n_estimators': 15}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:31,147] Trial 3939 finished with value: 0.9971093325567774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:24,185] Trial 3940 finished with value: 0.9896096392820711 and parameters: {'classifier': 'SVC', 'svc_c': 9509452929.20924, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:30,452] Trial 3941 finished with value: 0.9972186986247223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:36,692] Trial 3942 finished with value: 0.9975687803758085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:37,981] Trial 3943 finished with value: 0.9971847635971316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:41,974] Trial 3944 finished with value: 0.997093345347599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:45,219] Trial 3945 finished with value: 0.9973638741293359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:48,774] Trial 3946 finished with value: 0.9973670844821522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:50,903] Trial 3947 finished with value: 0.9972973810232698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:54,787] Trial 3948 finished with value: 0.9970174476647911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 94}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:58,906] Trial 3949 finished with value: 0.9971893719412964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:01,781] Trial 3950 finished with value: 0.9974774035759829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:03,693] Trial 3951 finished with value: 0.9973018518788193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:07,133] Trial 3952 finished with value: 0.9970975456692251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:10,398] Trial 3953 finished with value: 0.9972915073522101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:13,867] Trial 3954 finished with value: 0.9973710121751534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:16,553] Trial 3955 finished with value: 0.9968164107135697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:20,646] Trial 3956 finished with value: 0.9973389770421796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:23,776] Trial 3957 finished with value: 0.9976572405888892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:26,534] Trial 3958 finished with value: 0.9965954435307595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:30,909] Trial 3959 finished with value: 0.9868456354472199 and parameters: {'classifier': 'SVC', 'svc_c': 479923.808390692, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:34,877] Trial 3960 finished with value: 0.9973173603534012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:39,886] Trial 3961 finished with value: 0.9967785210792323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 48}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:44,198] Trial 3962 finished with value: 0.9972963477322162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:53,214] Trial 3963 finished with value: 0.9968380946549739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:04,820] Trial 3964 finished with value: 0.9969575815290184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:06,495] Trial 3965 finished with value: 0.9972107807467805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:08,801] Trial 3966 finished with value: 0.9973062445956407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:21,589] Trial 3967 finished with value: 0.9969252195908114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:25,263] Trial 3968 finished with value: 0.9975631575611694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:31,159] Trial 3969 finished with value: 0.9971956937198717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:34,453] Trial 3970 finished with value: 0.9959413194180189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:39,143] Trial 3971 finished with value: 0.9974373321509343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:40,685] Trial 3972 finished with value: 0.994239822110481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:44,759] Trial 3973 finished with value: 0.9976033328009134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:48,897] Trial 3974 finished with value: 0.9973221760095776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:51,723] Trial 3975 finished with value: 0.9974679856693202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:03,403] Trial 3976 finished with value: 0.9966351008395916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:04,585] Trial 3977 finished with value: 0.9912029821162817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:10,442] Trial 3978 finished with value: 0.9974449549298127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:16,994] Trial 3979 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.474481428405128e-07, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:20,503] Trial 3980 finished with value: 0.99724000818577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:24,361] Trial 3981 finished with value: 0.9974413867003515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:27,517] Trial 3982 finished with value: 0.997205613593279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:30,519] Trial 3983 finished with value: 0.9965237899361524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:33,032] Trial 3984 finished with value: 0.997401946002738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:37,709] Trial 3985 finished with value: 0.9970644074218015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:40,108] Trial 3986 finished with value: 0.9974113368687035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:40,844] Trial 3987 finished with value: 0.9968996319185264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 19}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:44,740] Trial 3988 finished with value: 0.9969462253883465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:50,834] Trial 3989 finished with value: 0.9971587408298731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:57,583] Trial 3990 finished with value: 0.9971357296726544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:02,539] Trial 3991 finished with value: 0.9975578035666066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:06,666] Trial 3992 finished with value: 0.99746425529089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:11,097] Trial 3993 finished with value: 0.9974730782387393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:14,138] Trial 3994 finished with value: 0.9972395690283443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:16,815] Trial 3995 finished with value: 0.997612331005488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:25,210] Trial 3996 finished with value: 0.9969587052096324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:27,957] Trial 3997 finished with value: 0.9897499851975669 and parameters: {'classifier': 'SVC', 'svc_c': 9.684737795936273, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:30,264] Trial 3998 finished with value: 0.9975496675540265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:32,160] Trial 3999 finished with value: 0.9948099091318777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:36,674] Trial 4000 finished with value: 0.9975042747609839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:38,236] Trial 4001 finished with value: 0.9971120961033324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:42,236] Trial 4002 finished with value: 0.997219644763482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:45,465] Trial 4003 finished with value: 0.997372329076148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:51,173] Trial 4004 finished with value: 0.9972876745872901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:54,887] Trial 4005 finished with value: 0.9967320555449172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:57,309] Trial 4006 finished with value: 0.9974389185385014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:15,230] Trial 4007 finished with value: 0.9964777924724967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:31,604] Trial 4008 finished with value: 0.9967742430314704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:34,202] Trial 4009 finished with value: 0.9964239564439298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:38,231] Trial 4010 finished with value: 0.9972859482355512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 58}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:46,363] Trial 4011 finished with value: 0.9970925966186237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:49,043] Trial 4012 finished with value: 0.9968933364189384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:50,225] Trial 4013 finished with value: 0.9963761541406898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 86}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:54,278] Trial 4014 finished with value: 0.9971714897568766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:57,282] Trial 4015 finished with value: 0.997599656630829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:04,869] Trial 4016 finished with value: 0.9851618081879282 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004904303428096678, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:08,307] Trial 4017 finished with value: 0.997358757185204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:10,557] Trial 4018 finished with value: 0.9973938678801012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:30,812] Trial 4019 finished with value: 0.9964674820006622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:36,901] Trial 4020 finished with value: 0.9971424361464062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:40,361] Trial 4021 finished with value: 0.9977949355321876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:44,018] Trial 4022 finished with value: 0.9975789093385502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:55,199] Trial 4023 finished with value: 0.9968520623493621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:56,886] Trial 4024 finished with value: 0.996472943618469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:02,206] Trial 4025 finished with value: 0.9973059296286468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:04,914] Trial 4026 finished with value: 0.996685495653803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:08,899] Trial 4027 finished with value: 0.9974970864105831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:11,924] Trial 4028 finished with value: 0.9975148552906732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:16,361] Trial 4029 finished with value: 0.9973414331436249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:20,553] Trial 4030 finished with value: 0.9974449216684856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:22,526] Trial 4031 finished with value: 0.9957227560643206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:25,963] Trial 4032 finished with value: 0.9972850769982532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:29,359] Trial 4033 finished with value: 0.9975025694832156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:33,884] Trial 4034 finished with value: 0.9974376278530181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:40,666] Trial 4035 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.034574225416146e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:43,693] Trial 4036 finished with value: 0.9971938291178079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:47,261] Trial 4037 finished with value: 0.9975796172525765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:50,582] Trial 4038 finished with value: 0.9976019634688957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:55,236] Trial 4039 finished with value: 0.9974156409098116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:59,392] Trial 4040 finished with value: 0.99735618806507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:07,147] Trial 4041 finished with value: 0.9966687273747218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:11,027] Trial 4042 finished with value: 0.9973165306292864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:16,085] Trial 4043 finished with value: 0.9970136390524189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:18,956] Trial 4044 finished with value: 0.9973836237087553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:22,443] Trial 4045 finished with value: 0.9969927400846803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:26,591] Trial 4046 finished with value: 0.9972766850194494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:29,688] Trial 4047 finished with value: 0.9976998603457424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:33,059] Trial 4048 finished with value: 0.997233647909113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:36,736] Trial 4049 finished with value: 0.9974638735790767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:39,886] Trial 4050 finished with value: 0.9974561660282474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:55,714] Trial 4051 finished with value: 0.9967350399555702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:58,223] Trial 4052 finished with value: 0.9963604788834038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:00,918] Trial 4053 finished with value: 0.9976280974775199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:08,709] Trial 4054 finished with value: 0.9969195778603793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:11,807] Trial 4055 finished with value: 0.9963034284713063 and parameters: {'classifier': 'SVC', 'svc_c': 71136.58254688863, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:13,096] Trial 4056 finished with value: 0.9946715427414089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:14,937] Trial 4057 finished with value: 0.9921419014858084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:18,778] Trial 4058 finished with value: 0.9977681568314489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:24,078] Trial 4059 finished with value: 0.9974601629733627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:28,039] Trial 4060 finished with value: 0.9970706073902877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:32,309] Trial 4061 finished with value: 0.9973974718464462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:35,824] Trial 4062 finished with value: 0.9972651198846566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:51,787] Trial 4063 finished with value: 0.9965501231001461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:55,621] Trial 4064 finished with value: 0.9975354330707882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:59,933] Trial 4065 finished with value: 0.9972662539118285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:04,126] Trial 4066 finished with value: 0.9973094819256784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:05,483] Trial 4067 finished with value: 0.9964244754856685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:10,438] Trial 4068 finished with value: 0.9975444685674039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:13,781] Trial 4069 finished with value: 0.9974904625506045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:17,374] Trial 4070 finished with value: 0.9974295806113654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:21,018] Trial 4071 finished with value: 0.9974821958413215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:25,899] Trial 4072 finished with value: 0.9974276327607702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:32,525] Trial 4073 finished with value: 0.9854038466118388 and parameters: {'classifier': 'SVC', 'svc_c': 0.2464306335693568, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:36,521] Trial 4074 finished with value: 0.9976252246256113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:40,473] Trial 4075 finished with value: 0.9972499779829059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:44,397] Trial 4076 finished with value: 0.9975012795277044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:52,550] Trial 4077 finished with value: 0.9968001772817052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:56,543] Trial 4078 finished with value: 0.9971410727493771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:00,542] Trial 4079 finished with value: 0.9974096796738651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:08,285] Trial 4080 finished with value: 0.9969878575567329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:12,263] Trial 4081 finished with value: 0.9972767985142065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:33,064] Trial 4082 finished with value: 0.9959212556650535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:37,891] Trial 4083 finished with value: 0.9972397155622631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:41,250] Trial 4084 finished with value: 0.9972970486321646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:46,029] Trial 4085 finished with value: 0.9971143187724684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:53,908] Trial 4086 finished with value: 0.9970356359930664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:56,388] Trial 4087 finished with value: 0.9972812479466685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:59,399] Trial 4088 finished with value: 0.9971292669777699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:52:02,851] Trial 4089 finished with value: 0.9974304033214029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:52:07,080] Trial 4090 finished with value: 0.9974255691937643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:19,245] Trial 4091 finished with value: 0.9901585326175205 and parameters: {'classifier': 'SVC', 'svc_c': 60515264.05183044, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:22,791] Trial 4092 finished with value: 0.997427020187418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:26,807] Trial 4093 finished with value: 0.9971649199782923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:30,449] Trial 4094 finished with value: 0.9971985777435234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:36,543] Trial 4095 finished with value: 0.997090847574281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:40,601] Trial 4096 finished with value: 0.997583452112198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:45,937] Trial 4097 finished with value: 0.9972271214845102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:49,957] Trial 4098 finished with value: 0.9977593799353034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:53,260] Trial 4099 finished with value: 0.9976181006714246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:55,433] Trial 4100 finished with value: 0.9973730642847745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:58,729] Trial 4101 finished with value: 0.9973389382901945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:02,313] Trial 4102 finished with value: 0.9971916272687391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:04,838] Trial 4103 finished with value: 0.9972513848291302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:07,890] Trial 4104 finished with value: 0.997445006599126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:11,236] Trial 4105 finished with value: 0.997321010720567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:15,110] Trial 4106 finished with value: 0.9975015055333435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:21,553] Trial 4107 finished with value: 0.9970321837021813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:25,106] Trial 4108 finished with value: 0.9974211469289512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:33,126] Trial 4109 finished with value: 0.9971638776419351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:40,431] Trial 4110 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.9847869887826517e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:44,821] Trial 4111 finished with value: 0.9972440249988153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:48,340] Trial 4112 finished with value: 0.9972716127940292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:51,348] Trial 4113 finished with value: 0.997300141681675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:55,293] Trial 4114 finished with value: 0.9974692560425424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:59,109] Trial 4115 finished with value: 0.9973846025692975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:06,132] Trial 4116 finished with value: 0.9972080786130765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:10,330] Trial 4117 finished with value: 0.9974567819658177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:13,729] Trial 4118 finished with value: 0.9971904006303532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:16,233] Trial 4119 finished with value: 0.9972469318420227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:17,439] Trial 4120 finished with value: 0.9967195140251389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 24}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:23,228] Trial 4121 finished with value: 0.9972695495761403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:26,831] Trial 4122 finished with value: 0.9971517097408037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:28,197] Trial 4123 finished with value: 0.9940964344656712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 12}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:32,179] Trial 4124 finished with value: 0.9970152841868526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:36,300] Trial 4125 finished with value: 0.9974476243417341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:39,957] Trial 4126 finished with value: 0.9973684657158853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:46,004] Trial 4127 finished with value: 0.9972961834885449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:57,088] Trial 4128 finished with value: 0.9969179940435828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:59,191] Trial 4129 finished with value: 0.9950677546840797 and parameters: {'classifier': 'SVC', 'svc_c': 1043.7006221507677, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:01,591] Trial 4130 finished with value: 0.997374574755267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:05,196] Trial 4131 finished with value: 0.9974770986381679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:09,270] Trial 4132 finished with value: 0.9974787513262237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:18,235] Trial 4133 finished with value: 0.9971000771482008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:19,939] Trial 4134 finished with value: 0.993585829837008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:27,086] Trial 4135 finished with value: 0.9973266683199528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:33,393] Trial 4136 finished with value: 0.9975015136582478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:37,150] Trial 4137 finished with value: 0.9976473464549249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:41,478] Trial 4138 finished with value: 0.9970598609030804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:45,468] Trial 4139 finished with value: 0.9974004227101311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:49,977] Trial 4140 finished with value: 0.9974711908171199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:57,873] Trial 4141 finished with value: 0.9938786185714316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 55, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:06,062] Trial 4142 finished with value: 0.9965901694205098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:11,889] Trial 4143 finished with value: 0.997364431446991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:13,590] Trial 4144 finished with value: 0.9969968691229663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:18,733] Trial 4145 finished with value: 0.997492721369217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:21,886] Trial 4146 finished with value: 0.9972122557342923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:27,134] Trial 4147 finished with value: 0.9972825198115723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:33,866] Trial 4148 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.089072347192814e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:37,528] Trial 4149 finished with value: 0.9972092782425029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:41,726] Trial 4150 finished with value: 0.997541488504844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:44,255] Trial 4151 finished with value: 0.9974896339055784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:55,969] Trial 4152 finished with value: 0.9960967011354408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:03,522] Trial 4153 finished with value: 0.9972639826202184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:07,217] Trial 4154 finished with value: 0.9974285482089732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:11,925] Trial 4155 finished with value: 0.9972590100200894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:16,475] Trial 4156 finished with value: 0.9967850641979742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:19,833] Trial 4157 finished with value: 0.9971808382527357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:23,558] Trial 4158 finished with value: 0.9971447911626163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:26,812] Trial 4159 finished with value: 0.997455321704695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:30,893] Trial 4160 finished with value: 0.9970066600135178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:32,267] Trial 4161 finished with value: 0.9970009965426193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:37,158] Trial 4162 finished with value: 0.9972773196189092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:40,889] Trial 4163 finished with value: 0.9976795347867781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:49,744] Trial 4164 finished with value: 0.9972503356691229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:59:05,626] Trial 4165 finished with value: 0.9968380028054696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:59:18,631] Trial 4166 finished with value: 0.9968078077728949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:59:46,486] Trial 4167 finished with value: 0.9900953257496076 and parameters: {'classifier': 'SVC', 'svc_c': 14230209.171778483, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:59:50,240] Trial 4168 finished with value: 0.9973158607055356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:59:53,890] Trial 4169 finished with value: 0.9974594835917153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:59:57,391] Trial 4170 finished with value: 0.9969085015210997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:11,477] Trial 4171 finished with value: 0.9970180372598983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:14,807] Trial 4172 finished with value: 0.997322976122225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:20,324] Trial 4173 finished with value: 0.9975450591146481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:27,548] Trial 4174 finished with value: 0.9973352751643901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:36,492] Trial 4175 finished with value: 0.9961196711603314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:38,606] Trial 4176 finished with value: 0.9963416798225753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:40,121] Trial 4177 finished with value: 0.9899555372469808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:42,674] Trial 4178 finished with value: 0.997345867786222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:46,228] Trial 4179 finished with value: 0.9968956642357618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:49,760] Trial 4180 finished with value: 0.9973488676849741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:53,108] Trial 4181 finished with value: 0.9971865264157262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:58,318] Trial 4182 finished with value: 0.9969875186910948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:01,061] Trial 4183 finished with value: 0.9975587435799501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:03,372] Trial 4184 finished with value: 0.9966580251301574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:05,986] Trial 4185 finished with value: 0.9916281436643001 and parameters: {'classifier': 'SVC', 'svc_c': 63.4019675324682, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:14,975] Trial 4186 finished with value: 0.9959551882488253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:29,089] Trial 4187 finished with value: 0.9966951829835624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:32,484] Trial 4188 finished with value: 0.9972746383370102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:34,939] Trial 4189 finished with value: 0.9972936591823364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:37,889] Trial 4190 finished with value: 0.9974195551776778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:42,490] Trial 4191 finished with value: 0.9974022949292928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:47,100] Trial 4192 finished with value: 0.9971767315261985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:49,973] Trial 4193 finished with value: 0.9973998173095461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:12,674] Trial 4194 finished with value: 0.9964663979924325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 72, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:14,936] Trial 4195 finished with value: 0.9975341918012272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:18,640] Trial 4196 finished with value: 0.997546978940671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:27,693] Trial 4197 finished with value: 0.9970894630715433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:34,861] Trial 4198 finished with value: 0.9968671636583292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:38,316] Trial 4199 finished with value: 0.9973357654833226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:43,829] Trial 4200 finished with value: 0.9972690977870274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:47,445] Trial 4201 finished with value: 0.9973945222205396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:53,323] Trial 4202 finished with value: 0.9972610869804922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:05,097] Trial 4203 finished with value: 0.9967493527044885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:10,221] Trial 4204 finished with value: 0.9940160339355032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:16,755] Trial 4205 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.072928797290646e-05, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:20,753] Trial 4206 finished with value: 0.9958803520085949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:28,278] Trial 4207 finished with value: 0.9966410910205097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:32,673] Trial 4208 finished with value: 0.9933059393247046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:35,232] Trial 4209 finished with value: 0.9906046450564941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:37,663] Trial 4210 finished with value: 0.9970390391854086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:41,065] Trial 4211 finished with value: 0.9973279062887714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:46,003] Trial 4212 finished with value: 0.9973481502495757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:50,235] Trial 4213 finished with value: 0.9975564245227891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:54,189] Trial 4214 finished with value: 0.9973572186266635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:56,077] Trial 4215 finished with value: 0.9959252895848306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 38}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:59,422] Trial 4216 finished with value: 0.9974979962729144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:04,920] Trial 4217 finished with value: 0.9972684276728491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:09,356] Trial 4218 finished with value: 0.9974485469944422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:13,919] Trial 4219 finished with value: 0.997604801694747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:18,304] Trial 4220 finished with value: 0.9974387787964947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:22,530] Trial 4221 finished with value: 0.997389106717912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:38,404] Trial 4222 finished with value: 0.9965947440590167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:41,679] Trial 4223 finished with value: 0.9974820697148772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:47,065] Trial 4224 finished with value: 0.986258894720588 and parameters: {'classifier': 'SVC', 'svc_c': 0.8505884895989669, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:51,164] Trial 4225 finished with value: 0.9975284035368762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:08,283] Trial 4226 finished with value: 0.9962297970020435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 56, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:12,645] Trial 4227 finished with value: 0.9963616963812725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:15,785] Trial 4228 finished with value: 0.9974546426721648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:18,889] Trial 4229 finished with value: 0.997704007030305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:20,480] Trial 4230 finished with value: 0.9955488717181257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:23,299] Trial 4231 finished with value: 0.9974086807867032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:26,137] Trial 4232 finished with value: 0.9973016682432866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:28,984] Trial 4233 finished with value: 0.9976238904591951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:32,366] Trial 4234 finished with value: 0.9975552971605778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:48,187] Trial 4235 finished with value: 0.9969520755416168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:50,981] Trial 4236 finished with value: 0.9973604875359192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:53,300] Trial 4237 finished with value: 0.9974506285885796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:57,428] Trial 4238 finished with value: 0.9975384935572055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:00,902] Trial 4239 finished with value: 0.9971483521240967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:05,767] Trial 4240 finished with value: 0.9973839549572956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:12,252] Trial 4241 finished with value: 0.9966942052973228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:22,105] Trial 4242 finished with value: 0.992716058195604 and parameters: {'classifier': 'SVC', 'svc_c': 2415736.5255452213, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:25,182] Trial 4243 finished with value: 0.997331348137885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:39,946] Trial 4244 finished with value: 0.9966540335487486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:45,478] Trial 4245 finished with value: 0.9975645834501384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:51,561] Trial 4246 finished with value: 0.9972855363409879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:54,996] Trial 4247 finished with value: 0.9975659076825897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:57,663] Trial 4248 finished with value: 0.9972432311385356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:04,126] Trial 4249 finished with value: 0.9970390634331698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:06,886] Trial 4250 finished with value: 0.996700591916443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:09,509] Trial 4251 finished with value: 0.9972841499657138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:12,978] Trial 4252 finished with value: 0.9969190477738489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:15,524] Trial 4253 finished with value: 0.9975285261404129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:17,605] Trial 4254 finished with value: 0.9873512909618061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:20,994] Trial 4255 finished with value: 0.9977656351594866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:24,805] Trial 4256 finished with value: 0.9973256860317165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:27,869] Trial 4257 finished with value: 0.9977454051950997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:31,029] Trial 4258 finished with value: 0.997492467592909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:33,826] Trial 4259 finished with value: 0.9974717498168841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:36,805] Trial 4260 finished with value: 0.9973235866326132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:39,734] Trial 4261 finished with value: 0.9974746962055242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:43,676] Trial 4262 finished with value: 0.9867841680070638 and parameters: {'classifier': 'SVC', 'svc_c': 1366970.570810761, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:47,345] Trial 4263 finished with value: 0.9975551754139648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:49,843] Trial 4264 finished with value: 0.997317578995846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:52,348] Trial 4265 finished with value: 0.9969540739189607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:55,101] Trial 4266 finished with value: 0.9972508418252714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:57,348] Trial 4267 finished with value: 0.9970691545875733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:59,092] Trial 4268 finished with value: 0.9953842880070257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:01,721] Trial 4269 finished with value: 0.9971322935046262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:04,215] Trial 4270 finished with value: 0.997522002540484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:06,654] Trial 4271 finished with value: 0.9974786162179518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:10,854] Trial 4272 finished with value: 0.9973360622962332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:13,848] Trial 4273 finished with value: 0.9973683529511002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:15,897] Trial 4274 finished with value: 0.9973061440816876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:17,217] Trial 4275 finished with value: 0.9885914825449474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:19,060] Trial 4276 finished with value: 0.9963188773103603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:22,209] Trial 4277 finished with value: 0.9970425036001744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:24,902] Trial 4278 finished with value: 0.9972898308607236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:27,864] Trial 4279 finished with value: 0.9975026860248116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:35,289] Trial 4280 finished with value: 0.9852824191551797 and parameters: {'classifier': 'SVC', 'svc_c': 0.001051575318076618, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:38,927] Trial 4281 finished with value: 0.9973607504844826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:41,370] Trial 4282 finished with value: 0.9973867440846041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:44,437] Trial 4283 finished with value: 0.997388108909839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:47,914] Trial 4284 finished with value: 0.99750688707641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:51,009] Trial 4285 finished with value: 0.9972396944565546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:59,589] Trial 4286 finished with value: 0.9965601392981025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:01,500] Trial 4287 finished with value: 0.994160550402468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:12,628] Trial 4288 finished with value: 0.9968673902035127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:17,019] Trial 4289 finished with value: 0.9973110845313161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:19,985] Trial 4290 finished with value: 0.9976190674080861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:22,813] Trial 4291 finished with value: 0.9974059064492596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:25,870] Trial 4292 finished with value: 0.9971705029301196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:29,046] Trial 4293 finished with value: 0.9974151494165765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:32,287] Trial 4294 finished with value: 0.9972158144423812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:34,913] Trial 4295 finished with value: 0.9974600568100622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:38,249] Trial 4296 finished with value: 0.997314381496882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:56,517] Trial 4297 finished with value: 0.9965813884301742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:00,665] Trial 4298 finished with value: 0.9972584958342506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:05,129] Trial 4299 finished with value: 0.9852071201762582 and parameters: {'classifier': 'SVC', 'svc_c': 2.9253930799638856e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:08,419] Trial 4300 finished with value: 0.9972541287616584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:11,842] Trial 4301 finished with value: 0.9969899441019837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:13,819] Trial 4302 finished with value: 0.995424989969082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:16,796] Trial 4303 finished with value: 0.9974121554210753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:19,311] Trial 4304 finished with value: 0.9967308894307209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:28,547] Trial 4305 finished with value: 0.9971856718725677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:31,674] Trial 4306 finished with value: 0.997485783081789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:35,151] Trial 4307 finished with value: 0.997576069716231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:38,944] Trial 4308 finished with value: 0.9974675323885256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:42,506] Trial 4309 finished with value: 0.9974910407835408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:46,217] Trial 4310 finished with value: 0.9970036085089283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:49,417] Trial 4311 finished with value: 0.9973027171493906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:52,244] Trial 4312 finished with value: 0.9972735238603896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:55,025] Trial 4313 finished with value: 0.9963469485691184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:57,603] Trial 4314 finished with value: 0.9975913095294263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:00,957] Trial 4315 finished with value: 0.997542177630029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:05,920] Trial 4316 finished with value: 0.9969896067597652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:10,017] Trial 4317 finished with value: 0.9976353643157658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:17,725] Trial 4318 finished with value: 0.9853851675837761 and parameters: {'classifier': 'SVC', 'svc_c': 0.046195292438299194, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:20,461] Trial 4319 finished with value: 0.9971539154936351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:22,782] Trial 4320 finished with value: 0.9972981303870029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:26,335] Trial 4321 finished with value: 0.9975203751475407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:29,321] Trial 4322 finished with value: 0.9974548773422525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:32,093] Trial 4323 finished with value: 0.9971891003282841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:35,087] Trial 4324 finished with value: 0.9967249112467318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:38,581] Trial 4325 finished with value: 0.9971321111703478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:43,885] Trial 4326 finished with value: 0.9975039961973703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:47,092] Trial 4327 finished with value: 0.9975370804586133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:50,074] Trial 4328 finished with value: 0.9975215060961352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:53,929] Trial 4329 finished with value: 0.9974380016620924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:57,808] Trial 4330 finished with value: 0.9973585932589119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:01,005] Trial 4331 finished with value: 0.9965063785201141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:03,345] Trial 4332 finished with value: 0.9973518274035352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:06,662] Trial 4333 finished with value: 0.997118900393315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:11,342] Trial 4334 finished with value: 0.9974443506083165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:14,382] Trial 4335 finished with value: 0.9950872641344911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 40, 'rf_n_estimators': 45}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:19,785] Trial 4336 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.0077948743238265e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:22,338] Trial 4337 finished with value: 0.9970930272702901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:24,601] Trial 4338 finished with value: 0.9973525568041247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:35,031] Trial 4339 finished with value: 0.9971206312200991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:37,016] Trial 4340 finished with value: 0.9970444361213602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:38,921] Trial 4341 finished with value: 0.9970737110085213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:41,583] Trial 4342 finished with value: 0.9955602636274196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:45,693] Trial 4343 finished with value: 0.9974924083699735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:49,052] Trial 4344 finished with value: 0.9973224865332644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:52,703] Trial 4345 finished with value: 0.9973739445356383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:10,178] Trial 4346 finished with value: 0.9958387245056809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:13,714] Trial 4347 finished with value: 0.9973878671939357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:16,978] Trial 4348 finished with value: 0.9973939152965351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:21,357] Trial 4349 finished with value: 0.997479564483151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:25,187] Trial 4350 finished with value: 0.9970297159529237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:26,904] Trial 4351 finished with value: 0.9966099171591307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:31,042] Trial 4352 finished with value: 0.9974922798314484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:40,655] Trial 4353 finished with value: 0.9968532532826018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:49,791] Trial 4354 finished with value: 0.9955902373515654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:56,042] Trial 4355 finished with value: 0.985076919187672 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002346544298051606, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:57,192] Trial 4356 finished with value: 0.9890379571451832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:58,479] Trial 4357 finished with value: 0.9921313833211073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:02,754] Trial 4358 finished with value: 0.9972793165045714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:05,500] Trial 4359 finished with value: 0.9976567449697263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:08,921] Trial 4360 finished with value: 0.997478458321862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:11,848] Trial 4361 finished with value: 0.997306561371695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:15,559] Trial 4362 finished with value: 0.9976173918052614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:17,418] Trial 4363 finished with value: 0.9974817273263313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:19,827] Trial 4364 finished with value: 0.9972447944209061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:23,625] Trial 4365 finished with value: 0.9974023815420422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:26,573] Trial 4366 finished with value: 0.9975398308656747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:30,271] Trial 4367 finished with value: 0.9973978501305653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:34,919] Trial 4368 finished with value: 0.9973819826367737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:39,305] Trial 4369 finished with value: 0.9976054759348533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:44,035] Trial 4370 finished with value: 0.9972198305889303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:46,988] Trial 4371 finished with value: 0.9973728349466553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:49,035] Trial 4372 finished with value: 0.9969970696748036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:52,713] Trial 4373 finished with value: 0.997329667107878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:55,020] Trial 4374 finished with value: 0.9974329499393604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:59,136] Trial 4375 finished with value: 0.9867063428493975 and parameters: {'classifier': 'SVC', 'svc_c': 6337793.365564446, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:02,275] Trial 4376 finished with value: 0.9973452723830779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:05,820] Trial 4377 finished with value: 0.9973279352972187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:13,570] Trial 4378 finished with value: 0.9967398560560773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:24,344] Trial 4379 finished with value: 0.9972332303652024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:27,623] Trial 4380 finished with value: 0.997573679693109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:29,606] Trial 4381 finished with value: 0.9970469684889972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:33,802] Trial 4382 finished with value: 0.9977613291506285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:38,434] Trial 4383 finished with value: 0.9972449647265176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:41,309] Trial 4384 finished with value: 0.996092206666888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:58,869] Trial 4385 finished with value: 0.9966148355509136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:03,528] Trial 4386 finished with value: 0.9972320911012758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:07,426] Trial 4387 finished with value: 0.9976098027955166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:09,779] Trial 4388 finished with value: 0.9967710737157685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:13,567] Trial 4389 finished with value: 0.9975965319703629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:15,360] Trial 4390 finished with value: 0.9940371247271544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:18,837] Trial 4391 finished with value: 0.9965431579624484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:22,211] Trial 4392 finished with value: 0.997197486499051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:25,359] Trial 4393 finished with value: 0.9899677785896301 and parameters: {'classifier': 'SVC', 'svc_c': 5.056306635762557, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:26,883] Trial 4394 finished with value: 0.9972060965807549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:41,174] Trial 4395 finished with value: 0.9963266781071617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:46,399] Trial 4396 finished with value: 0.9972404138279654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:47,316] Trial 4397 finished with value: 0.9879750111113271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:49,636] Trial 4398 finished with value: 0.9972711785242412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:53,400] Trial 4399 finished with value: 0.9974458828192754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:56,008] Trial 4400 finished with value: 0.9974660263930785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:59,229] Trial 4401 finished with value: 0.9975889664149316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:03,052] Trial 4402 finished with value: 0.9975363834306895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:05,313] Trial 4403 finished with value: 0.9957916037422662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:07,531] Trial 4404 finished with value: 0.9972680958530264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:13,336] Trial 4405 finished with value: 0.9972624798302995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:16,217] Trial 4406 finished with value: 0.9973441981501238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:19,462] Trial 4407 finished with value: 0.9974971823542774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:22,632] Trial 4408 finished with value: 0.997526795313629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:24,235] Trial 4409 finished with value: 0.9974595380857024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:38,487] Trial 4410 finished with value: 0.9964997883975312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:42,132] Trial 4411 finished with value: 0.99749798678328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:45,181] Trial 4412 finished with value: 0.9971321956249198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:47,746] Trial 4413 finished with value: 0.9975649886162651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:51,181] Trial 4414 finished with value: 0.9973492131520968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:55,362] Trial 4415 finished with value: 0.9866073851964693 and parameters: {'classifier': 'SVC', 'svc_c': 213130958.31964138, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:18,183] Trial 4416 finished with value: 0.9964009694075209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:19,942] Trial 4417 finished with value: 0.9970682013395225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:24,450] Trial 4418 finished with value: 0.9975339395166004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:27,279] Trial 4419 finished with value: 0.9973794080577197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:31,140] Trial 4420 finished with value: 0.997126374734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:34,508] Trial 4421 finished with value: 0.9974299080196188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:39,540] Trial 4422 finished with value: 0.9972247852888793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:42,452] Trial 4423 finished with value: 0.9972774790701563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:45,595] Trial 4424 finished with value: 0.9976276640329175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:59,567] Trial 4425 finished with value: 0.9956917276260336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:03,313] Trial 4426 finished with value: 0.9973084121042933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:15,547] Trial 4427 finished with value: 0.9968739430975303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:18,470] Trial 4428 finished with value: 0.9970329222115502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:21,443] Trial 4429 finished with value: 0.9967003908250612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:38,578] Trial 4430 finished with value: 0.9965328946214064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:43,258] Trial 4431 finished with value: 0.9975009955686462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:49,369] Trial 4432 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.719546237900074e-07, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:53,177] Trial 4433 finished with value: 0.9972828644852476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:09,955] Trial 4434 finished with value: 0.9967205158321883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:25,331] Trial 4435 finished with value: 0.9968833144764208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:29,088] Trial 4436 finished with value: 0.9974754784179917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:32,768] Trial 4437 finished with value: 0.9973435963041845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:36,193] Trial 4438 finished with value: 0.9976697814739092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:40,265] Trial 4439 finished with value: 0.9974046838098501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:43,773] Trial 4440 finished with value: 0.9974514013431506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:47,410] Trial 4441 finished with value: 0.9973575619038706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:50,161] Trial 4442 finished with value: 0.9976682247930236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:02,628] Trial 4443 finished with value: 0.9967166136247269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:05,863] Trial 4444 finished with value: 0.9973466577110011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:09,897] Trial 4445 finished with value: 0.997441134828318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:12,119] Trial 4446 finished with value: 0.9973892982561837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:14,624] Trial 4447 finished with value: 0.995881021202374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 35}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:17,163] Trial 4448 finished with value: 0.9975134320676885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:20,738] Trial 4449 finished with value: 0.9969424877736731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:26,934] Trial 4450 finished with value: 0.985204662329228 and parameters: {'classifier': 'SVC', 'svc_c': 8.950297564718573e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:30,483] Trial 4451 finished with value: 0.9973031903933288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:31,624] Trial 4452 finished with value: 0.9969419851721705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:33,227] Trial 4453 finished with value: 0.9971306134584944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:48,135] Trial 4454 finished with value: 0.9968751147023843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:52,434] Trial 4455 finished with value: 0.9972283834471871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:56,936] Trial 4456 finished with value: 0.996859518535964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:00,634] Trial 4457 finished with value: 0.9972777491914869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:01,702] Trial 4458 finished with value: 0.9892406119997136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:04,313] Trial 4459 finished with value: 0.9974048282808049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:07,523] Trial 4460 finished with value: 0.9965570165419106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:09,873] Trial 4461 finished with value: 0.9975047461641235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:12,854] Trial 4462 finished with value: 0.9973569867812494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:16,464] Trial 4463 finished with value: 0.9975468668106439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:19,701] Trial 4464 finished with value: 0.9972268185144456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:23,578] Trial 4465 finished with value: 0.9975514687437513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:26,737] Trial 4466 finished with value: 0.9974244157747311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:36,599] Trial 4467 finished with value: 0.9969733889112131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:41,460] Trial 4468 finished with value: 0.9975534727704428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:47,979] Trial 4469 finished with value: 0.9853858225272347 and parameters: {'classifier': 'SVC', 'svc_c': 0.11332442429332461, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:51,875] Trial 4470 finished with value: 0.9970399340991855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:54,632] Trial 4471 finished with value: 0.9974451227598674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:58,085] Trial 4472 finished with value: 0.9971621351038632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:01,676] Trial 4473 finished with value: 0.9941605561470291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:04,857] Trial 4474 finished with value: 0.9974238813718451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:23,452] Trial 4475 finished with value: 0.9967424970943095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:33,205] Trial 4476 finished with value: 0.996554696976943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:34,736] Trial 4477 finished with value: 0.9972475547936704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:37,623] Trial 4478 finished with value: 0.9973297102396943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:39,660] Trial 4479 finished with value: 0.9961882181850795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:43,931] Trial 4480 finished with value: 0.9971463908801045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:49,122] Trial 4481 finished with value: 0.99740161123129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:53,147] Trial 4482 finished with value: 0.9975321705725898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:55,147] Trial 4483 finished with value: 0.9960267300942602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:56,172] Trial 4484 finished with value: 0.9971873691841212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 41}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:59,201] Trial 4485 finished with value: 0.9973887920365594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:01,725] Trial 4486 finished with value: 0.9975167518845479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:06,162] Trial 4487 finished with value: 0.9972980874773519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:09,048] Trial 4488 finished with value: 0.9909421621826052 and parameters: {'classifier': 'SVC', 'svc_c': 22.577078238420228, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:10,973] Trial 4489 finished with value: 0.9956896569497365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:15,367] Trial 4490 finished with value: 0.9974999239699384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:19,741] Trial 4491 finished with value: 0.9975689387797048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:22,251] Trial 4492 finished with value: 0.9974284796233553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:25,809] Trial 4493 finished with value: 0.9973178076039936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:29,562] Trial 4494 finished with value: 0.9974631322450339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:33,429] Trial 4495 finished with value: 0.997238569950755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:49,918] Trial 4496 finished with value: 0.9967651441859916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:07,623] Trial 4497 finished with value: 0.9963872880207959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 70, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:10,552] Trial 4498 finished with value: 0.9977460241477711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:15,512] Trial 4499 finished with value: 0.9976222367237884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:18,815] Trial 4500 finished with value: 0.9972199802331639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:22,116] Trial 4501 finished with value: 0.9972861138122143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:24,855] Trial 4502 finished with value: 0.9973271949153134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:25,967] Trial 4503 finished with value: 0.9969926984445455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 18}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:29,349] Trial 4504 finished with value: 0.9973092048537463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:32,772] Trial 4505 finished with value: 0.9977116435516974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:37,509] Trial 4506 finished with value: 0.9952036613549815 and parameters: {'classifier': 'SVC', 'svc_c': 228259.506238393, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:41,891] Trial 4507 finished with value: 0.9973863801460192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:45,576] Trial 4508 finished with value: 0.9973439549108009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:49,031] Trial 4509 finished with value: 0.9975164749713051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:52,250] Trial 4510 finished with value: 0.9975348199261539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:56,028] Trial 4511 finished with value: 0.9973930179072013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:00,376] Trial 4512 finished with value: 0.9973278918797615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:03,308] Trial 4513 finished with value: 0.9974779553712424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:07,763] Trial 4514 finished with value: 0.9970193526692112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:12,027] Trial 4515 finished with value: 0.9974655872673907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:16,363] Trial 4516 finished with value: 0.9972540270734029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:19,787] Trial 4517 finished with value: 0.99772761901785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:23,327] Trial 4518 finished with value: 0.997268158408442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:26,061] Trial 4519 finished with value: 0.9969232428587204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:27,185] Trial 4520 finished with value: 0.9969300899631403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 23}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:32,435] Trial 4521 finished with value: 0.9975135141419172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:35,786] Trial 4522 finished with value: 0.9975405838475294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:41,180] Trial 4523 finished with value: 0.9971280597947215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:43,951] Trial 4524 finished with value: 0.9976705932661064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:50,118] Trial 4525 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 2.1633282708891008e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:53,046] Trial 4526 finished with value: 0.9975474542158355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:56,650] Trial 4527 finished with value: 0.9972418914497235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:59,967] Trial 4528 finished with value: 0.9972493406222479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:03,025] Trial 4529 finished with value: 0.9972312823241798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:07,536] Trial 4530 finished with value: 0.9976269762407247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:11,845] Trial 4531 finished with value: 0.9975354525578632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:15,205] Trial 4532 finished with value: 0.9972865126624976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:20,493] Trial 4533 finished with value: 0.9969998762896991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:22,061] Trial 4534 finished with value: 0.997504412313075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 33}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:25,671] Trial 4535 finished with value: 0.9973758623939109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:27,052] Trial 4536 finished with value: 0.9894432623157231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:31,282] Trial 4537 finished with value: 0.9974042784850338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:40,562] Trial 4538 finished with value: 0.9968808475840868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:43,644] Trial 4539 finished with value: 0.9974217936840296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:47,366] Trial 4540 finished with value: 0.9974923030953345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:49,443] Trial 4541 finished with value: 0.9916355292023201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:52,768] Trial 4542 finished with value: 0.9972572380609774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:04,638] Trial 4543 finished with value: 0.9969778923615937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:10,024] Trial 4544 finished with value: 0.9853818888040312 and parameters: {'classifier': 'SVC', 'svc_c': 0.007567072789763692, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:11,445] Trial 4545 finished with value: 0.9968396859619165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:14,781] Trial 4546 finished with value: 0.9975301935548576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:17,450] Trial 4547 finished with value: 0.9965531182699497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:32,856] Trial 4548 finished with value: 0.9964274964583909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 52, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:36,085] Trial 4549 finished with value: 0.9969930380084175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:39,336] Trial 4550 finished with value: 0.9975648309423408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:41,715] Trial 4551 finished with value: 0.9971856800926856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:47,549] Trial 4552 finished with value: 0.9972312539822283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:51,530] Trial 4553 finished with value: 0.9975639942676241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:57,453] Trial 4554 finished with value: 0.9918050395570589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 57, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:59,492] Trial 4555 finished with value: 0.9956926944579089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 21}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:02,972] Trial 4556 finished with value: 0.9973621440325239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:07,816] Trial 4557 finished with value: 0.9975200129228025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:15,688] Trial 4558 finished with value: 0.9968596025462051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:19,521] Trial 4559 finished with value: 0.997203576813067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:21,406] Trial 4560 finished with value: 0.9968898625145384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:25,542] Trial 4561 finished with value: 0.9976235639078652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:28,805] Trial 4562 finished with value: 0.9974533603654892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:31,811] Trial 4563 finished with value: 0.9926819151895057 and parameters: {'classifier': 'SVC', 'svc_c': 4004.3060695114127, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:34,274] Trial 4564 finished with value: 0.997547025595395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:38,183] Trial 4565 finished with value: 0.9974535844985918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:40,815] Trial 4566 finished with value: 0.9968139593410724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 43}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:43,455] Trial 4567 finished with value: 0.996925883071767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:47,019] Trial 4568 finished with value: 0.9973298326210654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:50,478] Trial 4569 finished with value: 0.9976282542310448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:53,786] Trial 4570 finished with value: 0.9974884575717757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:55,653] Trial 4571 finished with value: 0.9973783616906484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:58,310] Trial 4572 finished with value: 0.9972970340644651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:00,997] Trial 4573 finished with value: 0.9964482040465475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:07,393] Trial 4574 finished with value: 0.9974316743293832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:09,025] Trial 4575 finished with value: 0.9960201871659459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 29}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:12,267] Trial 4576 finished with value: 0.9975770394362559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:15,083] Trial 4577 finished with value: 0.9963970822120896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:18,783] Trial 4578 finished with value: 0.9973814657532127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:19,389] Trial 4579 finished with value: 0.9935320213886826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 8}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:22,434] Trial 4580 finished with value: 0.9976781712945352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:27,390] Trial 4581 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014002013048072475, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:32,044] Trial 4582 finished with value: 0.9975483064738647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:35,162] Trial 4583 finished with value: 0.997298475060678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:37,395] Trial 4584 finished with value: 0.9956043969016041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:40,444] Trial 4585 finished with value: 0.9975564443589812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:43,925] Trial 4586 finished with value: 0.9973665736922693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:47,060] Trial 4587 finished with value: 0.9973303451247952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:52,614] Trial 4588 finished with value: 0.9973940585931874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:00,959] Trial 4589 finished with value: 0.9969876510699068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:23,865] Trial 4590 finished with value: 0.9962970902524949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:27,915] Trial 4591 finished with value: 0.9973823109654264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:35,559] Trial 4592 finished with value: 0.9967620474231458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:39,478] Trial 4593 finished with value: 0.9972991965267908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:42,929] Trial 4594 finished with value: 0.9975017419490163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:45,874] Trial 4595 finished with value: 0.9975912437367441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:49,478] Trial 4596 finished with value: 0.9977263101465459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:53,918] Trial 4597 finished with value: 0.9976208787539415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:57,388] Trial 4598 finished with value: 0.9973439677011776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:00,796] Trial 4599 finished with value: 0.9958739580897559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:03,761] Trial 4600 finished with value: 0.9910399518805386 and parameters: {'classifier': 'SVC', 'svc_c': 9820.477572263891, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:07,426] Trial 4601 finished with value: 0.9971021414769163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:10,383] Trial 4602 finished with value: 0.9976221821345875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:16,500] Trial 4603 finished with value: 0.9972364449391605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:27,846] Trial 4604 finished with value: 0.9968768101731396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:30,972] Trial 4605 finished with value: 0.9975234130365678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:34,805] Trial 4606 finished with value: 0.9974784804431834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:37,952] Trial 4607 finished with value: 0.996251699268513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:41,434] Trial 4608 finished with value: 0.9971317052107734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:43,072] Trial 4609 finished with value: 0.9915963828103226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:45,468] Trial 4610 finished with value: 0.9974325633716473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:48,863] Trial 4611 finished with value: 0.9975802219549275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:53,054] Trial 4612 finished with value: 0.997380420179589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:55,824] Trial 4613 finished with value: 0.9969171646685848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:59,424] Trial 4614 finished with value: 0.9972363359511861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:04,221] Trial 4615 finished with value: 0.997463816926912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:15,518] Trial 4616 finished with value: 0.9967373679310834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:20,090] Trial 4617 finished with value: 0.997528321684813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:25,293] Trial 4618 finished with value: 0.985335512802353 and parameters: {'classifier': 'SVC', 'svc_c': 0.002209348964135286, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:28,850] Trial 4619 finished with value: 0.9974448462274795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:32,302] Trial 4620 finished with value: 0.9972450773960891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:50,983] Trial 4621 finished with value: 0.9967088414237802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:54,302] Trial 4622 finished with value: 0.9972853418828289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:57,971] Trial 4623 finished with value: 0.9974514668819295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:59,345] Trial 4624 finished with value: 0.9964155866816612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:03,304] Trial 4625 finished with value: 0.9974160413152523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:06,433] Trial 4626 finished with value: 0.9974992433822507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:10,207] Trial 4627 finished with value: 0.99735648989257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:11,459] Trial 4628 finished with value: 0.9974377210989903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 37}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:16,058] Trial 4629 finished with value: 0.9971680570482803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:18,305] Trial 4630 finished with value: 0.9969192017027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:30,117] Trial 4631 finished with value: 0.996769412680643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:32,127] Trial 4632 finished with value: 0.9969753586292267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:35,963] Trial 4633 finished with value: 0.997613065991949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:37,663] Trial 4634 finished with value: 0.9940382114965821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:44,429] Trial 4635 finished with value: 0.9972574925672575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:47,629] Trial 4636 finished with value: 0.9971990993560328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:49,765] Trial 4637 finished with value: 0.9926264463408129 and parameters: {'classifier': 'SVC', 'svc_c': 306.34823933344705, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:54,172] Trial 4638 finished with value: 0.9974118075736093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:57,546] Trial 4639 finished with value: 0.9972391343142256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:07,553] Trial 4640 finished with value: 0.9966240357672689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:12,410] Trial 4641 finished with value: 0.997159300654823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:15,270] Trial 4642 finished with value: 0.9975152920360179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:17,818] Trial 4643 finished with value: 0.9976739871275039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:21,817] Trial 4644 finished with value: 0.997282638289181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:30,335] Trial 4645 finished with value: 0.996462756860998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:33,950] Trial 4646 finished with value: 0.9972281702954003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:35,782] Trial 4647 finished with value: 0.9968394214581956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:39,432] Trial 4648 finished with value: 0.9971907658067165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:44,723] Trial 4649 finished with value: 0.9973507559635167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:48,174] Trial 4650 finished with value: 0.9972208182726107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:50,836] Trial 4651 finished with value: 0.9973226776272052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:54,123] Trial 4652 finished with value: 0.9976261891723572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:57,213] Trial 4653 finished with value: 0.9975970170208025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:57,824] Trial 4654 finished with value: 0.9958475402172874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 14}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:59,458] Trial 4655 finished with value: 0.9954934270537187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:38:28,138] Trial 4656 finished with value: 0.9903917350810397 and parameters: {'classifier': 'SVC', 'svc_c': 803105349.0029325, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:38:33,441] Trial 4657 finished with value: 0.9976927342016401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:38:37,437] Trial 4658 finished with value: 0.9971206960606439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:38:48,420] Trial 4659 finished with value: 0.9969195943958292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:00,279] Trial 4660 finished with value: 0.9966058468677114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:04,136] Trial 4661 finished with value: 0.9974413805114596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:06,897] Trial 4662 finished with value: 0.9974978730663576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:10,429] Trial 4663 finished with value: 0.99743063754716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:14,236] Trial 4664 finished with value: 0.9974222233835589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:15,495] Trial 4665 finished with value: 0.9915243444888011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:20,021] Trial 4666 finished with value: 0.9975528836514043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:24,257] Trial 4667 finished with value: 0.9969908201317056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:26,591] Trial 4668 finished with value: 0.9963681258783056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:28,474] Trial 4669 finished with value: 0.9955753444336984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:32,116] Trial 4670 finished with value: 0.997404067174046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:39,353] Trial 4671 finished with value: 0.9967449276150014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:41,965] Trial 4672 finished with value: 0.9960357901560165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:47,085] Trial 4673 finished with value: 0.9974564428780143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:50,617] Trial 4674 finished with value: 0.9975494722389441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:58,138] Trial 4675 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.6908776532900006e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:59,770] Trial 4676 finished with value: 0.9973307737134977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:02,283] Trial 4677 finished with value: 0.9969842627626432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:05,923] Trial 4678 finished with value: 0.9971387025307092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:09,633] Trial 4679 finished with value: 0.9974948436196137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:14,691] Trial 4680 finished with value: 0.9973398072106251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:18,397] Trial 4681 finished with value: 0.9976746884083073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:21,919] Trial 4682 finished with value: 0.9971461786169794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:25,134] Trial 4683 finished with value: 0.9972454589809506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:27,646] Trial 4684 finished with value: 0.9973395566715836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:31,186] Trial 4685 finished with value: 0.9973603707404197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:35,498] Trial 4686 finished with value: 0.9973452247444788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:58,933] Trial 4687 finished with value: 0.9962028239066215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:01,644] Trial 4688 finished with value: 0.9974963542487956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:05,791] Trial 4689 finished with value: 0.9974069384707969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:10,987] Trial 4690 finished with value: 0.9974609599756952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:14,139] Trial 4691 finished with value: 0.9973193951658631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:16,314] Trial 4692 finished with value: 0.9973062460555844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:17,992] Trial 4693 finished with value: 0.9885739947992417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:21,622] Trial 4694 finished with value: 0.9976029558497864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:29,091] Trial 4695 finished with value: 0.9960787398918934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:32,320] Trial 4696 finished with value: 0.9963304399061204 and parameters: {'classifier': 'SVC', 'svc_c': 25507.333317464498, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:35,281] Trial 4697 finished with value: 0.9972751887040637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:38,050] Trial 4698 finished with value: 0.9975025194325355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:41,465] Trial 4699 finished with value: 0.9973828818669063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:44,737] Trial 4700 finished with value: 0.9971505282337224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:47,759] Trial 4701 finished with value: 0.9977131785873299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:51,612] Trial 4702 finished with value: 0.9975047855191289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:58,013] Trial 4703 finished with value: 0.9975040340924316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:01,614] Trial 4704 finished with value: 0.9973581268386237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:04,806] Trial 4705 finished with value: 0.9974851226476726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:17,753] Trial 4706 finished with value: 0.9968062790848436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:22,443] Trial 4707 finished with value: 0.9977595803601891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:27,730] Trial 4708 finished with value: 0.9972634973158753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:32,220] Trial 4709 finished with value: 0.9974041901266996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:37,081] Trial 4710 finished with value: 0.9973436282325193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:43,940] Trial 4711 finished with value: 0.9973042070854569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:49,038] Trial 4712 finished with value: 0.9973604496408576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:54,793] Trial 4713 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 2987409339.525578, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:00,746] Trial 4714 finished with value: 0.9973515095801297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:05,987] Trial 4715 finished with value: 0.9975952800686025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:10,663] Trial 4716 finished with value: 0.99732313560521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:15,501] Trial 4717 finished with value: 0.9971195493700469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:20,078] Trial 4718 finished with value: 0.9973800969607393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:25,910] Trial 4719 finished with value: 0.9975109252173292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:31,416] Trial 4720 finished with value: 0.99712938634404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:36,266] Trial 4721 finished with value: 0.9974672704555753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:50,965] Trial 4722 finished with value: 0.9969776817805776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:56,282] Trial 4723 finished with value: 0.9972005847853161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:00,221] Trial 4724 finished with value: 0.9975574864414352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:04,839] Trial 4725 finished with value: 0.9974466498610232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:09,283] Trial 4726 finished with value: 0.9973234040444314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:15,365] Trial 4727 finished with value: 0.9971035946922236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:19,543] Trial 4728 finished with value: 0.9973673298161772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:37,652] Trial 4729 finished with value: 0.9965254473531564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:42,080] Trial 4730 finished with value: 0.9974632797945656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:46,470] Trial 4731 finished with value: 0.9970913510327072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:50,990] Trial 4732 finished with value: 0.9860457083396974 and parameters: {'classifier': 'SVC', 'svc_c': 0.3360763233524266, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:54,841] Trial 4733 finished with value: 0.9970896217928188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:15,980] Trial 4734 finished with value: 0.9957861234625695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:22,556] Trial 4735 finished with value: 0.9973641195268362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:26,070] Trial 4736 finished with value: 0.9973829209045323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:31,010] Trial 4737 finished with value: 0.9973438826435855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:36,122] Trial 4738 finished with value: 0.9974478926857419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:42,350] Trial 4739 finished with value: 0.9970699197250465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:46,495] Trial 4740 finished with value: 0.9968926869661378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:51,147] Trial 4741 finished with value: 0.9971052799751102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:54,979] Trial 4742 finished with value: 0.9973851021239611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:00,186] Trial 4743 finished with value: 0.9972853567361696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:05,920] Trial 4744 finished with value: 0.9974056559736938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:10,388] Trial 4745 finished with value: 0.9968676972042916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:11,456] Trial 4746 finished with value: 0.995792058641694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 17}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:16,246] Trial 4747 finished with value: 0.9972845770309968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:20,224] Trial 4748 finished with value: 0.9973437647055214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:24,533] Trial 4749 finished with value: 0.997173011145209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:30,015] Trial 4750 finished with value: 0.9853892645032998 and parameters: {'classifier': 'SVC', 'svc_c': 0.023041407911669098, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:35,540] Trial 4751 finished with value: 0.9975137129164319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:39,205] Trial 4752 finished with value: 0.9971833599246979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:43,464] Trial 4753 finished with value: 0.997346103725826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:44,612] Trial 4754 finished with value: 0.9917252798787185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:50,212] Trial 4755 finished with value: 0.9972354686811267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:54,468] Trial 4756 finished with value: 0.9973331435830485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:56,866] Trial 4757 finished with value: 0.9958549507647785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:00,220] Trial 4758 finished with value: 0.997413035671939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:03,824] Trial 4759 finished with value: 0.9974443955809313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:05,827] Trial 4760 finished with value: 0.9972588880195733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:10,124] Trial 4761 finished with value: 0.9975587419613169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:15,329] Trial 4762 finished with value: 0.9970094022956747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:19,101] Trial 4763 finished with value: 0.9974181669616051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:22,244] Trial 4764 finished with value: 0.9973983741234177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:27,158] Trial 4765 finished with value: 0.9971518308843965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:29,980] Trial 4766 finished with value: 0.9915232886638332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:35,571] Trial 4767 finished with value: 0.9973472335001183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:38,312] Trial 4768 finished with value: 0.9967462923450228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:44,491] Trial 4769 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.0356011526330906e-06, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:47,975] Trial 4770 finished with value: 0.9974160633730978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:51,865] Trial 4771 finished with value: 0.9973484567742861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:53,628] Trial 4772 finished with value: 0.9971222652145272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:07,261] Trial 4773 finished with value: 0.9968980667953574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:12,000] Trial 4774 finished with value: 0.9974159722218277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:14,405] Trial 4775 finished with value: 0.9969602082534544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:18,325] Trial 4776 finished with value: 0.9974593640984938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:21,445] Trial 4777 finished with value: 0.9971617678010603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:25,669] Trial 4778 finished with value: 0.997409777140979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:31,378] Trial 4779 finished with value: 0.9972280358853624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:35,409] Trial 4780 finished with value: 0.9938899755372893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:43,991] Trial 4781 finished with value: 0.9965800516929871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:50,113] Trial 4782 finished with value: 0.9974335068126848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:51,759] Trial 4783 finished with value: 0.9971925693133086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:57,107] Trial 4784 finished with value: 0.9974053207579153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:59,303] Trial 4785 finished with value: 0.9973534266766926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:02,553] Trial 4786 finished with value: 0.9975211661196705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:06,668] Trial 4787 finished with value: 0.9866085323948727 and parameters: {'classifier': 'SVC', 'svc_c': 80312598.04538347, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:08,693] Trial 4788 finished with value: 0.9968542515032676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:11,935] Trial 4789 finished with value: 0.9973390211896088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:17,680] Trial 4790 finished with value: 0.9956309369015406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 55, 'rf_n_estimators': 39}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:19,689] Trial 4791 finished with value: 0.9971316220257179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:23,635] Trial 4792 finished with value: 0.9973032450777435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:27,618] Trial 4793 finished with value: 0.997326074789345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:30,766] Trial 4794 finished with value: 0.9974622534541141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:35,613] Trial 4795 finished with value: 0.9972620394350954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:39,586] Trial 4796 finished with value: 0.9974972804878872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:43,644] Trial 4797 finished with value: 0.9975315969416503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:47,794] Trial 4798 finished with value: 0.997593450727354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:51,741] Trial 4799 finished with value: 0.9975906004093599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:55,110] Trial 4800 finished with value: 0.9975600940596508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:57,153] Trial 4801 finished with value: 0.9972320477790321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:00,742] Trial 4802 finished with value: 0.9975941621642878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:02,309] Trial 4803 finished with value: 0.997094711505826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:06,346] Trial 4804 finished with value: 0.997089279309059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:13,789] Trial 4805 finished with value: 0.9971415846183488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:19,418] Trial 4806 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.10254599725059e-10, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:21,613] Trial 4807 finished with value: 0.995370875821232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:23,913] Trial 4808 finished with value: 0.9972219511889558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:27,742] Trial 4809 finished with value: 0.9973112806715841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:32,119] Trial 4810 finished with value: 0.9974613737427948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:35,228] Trial 4811 finished with value: 0.9966528113536698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:39,677] Trial 4812 finished with value: 0.9975236062252105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:44,098] Trial 4813 finished with value: 0.9973260974819489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:50,167] Trial 4814 finished with value: 0.9974925922276716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:54,554] Trial 4815 finished with value: 0.9974414483988436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:58,388] Trial 4816 finished with value: 0.9970855910150941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:02,089] Trial 4817 finished with value: 0.997351824356696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:05,236] Trial 4818 finished with value: 0.9973159359561142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:06,379] Trial 4819 finished with value: 0.9934507915469925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 11}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:10,025] Trial 4820 finished with value: 0.9970995259242238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:13,556] Trial 4821 finished with value: 0.9973252980992734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 55}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:16,803] Trial 4822 finished with value: 0.9975439446697653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:20,914] Trial 4823 finished with value: 0.9974307206370017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:22,640] Trial 4824 finished with value: 0.9969271337674868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 32}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:26,340] Trial 4825 finished with value: 0.9875161858948268 and parameters: {'classifier': 'SVC', 'svc_c': 70940.82636618998, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:29,038] Trial 4826 finished with value: 0.9961239211517827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:48,829] Trial 4827 finished with value: 0.9966362021132428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:52,715] Trial 4828 finished with value: 0.997271362096298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:57,565] Trial 4829 finished with value: 0.997417361294824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:00,095] Trial 4830 finished with value: 0.9974239129193251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:04,493] Trial 4831 finished with value: 0.9972304790377415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:07,988] Trial 4832 finished with value: 0.9972687598100506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:12,115] Trial 4833 finished with value: 0.9975395486204636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:22,139] Trial 4834 finished with value: 0.9959839591697538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 59, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:25,555] Trial 4835 finished with value: 0.9976061171675359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:30,316] Trial 4836 finished with value: 0.9970973517506105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:48,266] Trial 4837 finished with value: 0.9962083864827123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 57, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:51,954] Trial 4838 finished with value: 0.9966127255830871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:54,440] Trial 4839 finished with value: 0.9973637493041458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:58,390] Trial 4840 finished with value: 0.9936837150343049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:02,337] Trial 4841 finished with value: 0.9974907073450848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:04,010] Trial 4842 finished with value: 0.9967359515000108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:07,764] Trial 4843 finished with value: 0.9972917292001832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:15,642] Trial 4844 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.354204958092295e-09, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:18,669] Trial 4845 finished with value: 0.9972852924034311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:22,469] Trial 4846 finished with value: 0.9973195142782298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:24,089] Trial 4847 finished with value: 0.9899539570800436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:27,604] Trial 4848 finished with value: 0.9972620116009506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:42,526] Trial 4849 finished with value: 0.9968341671524001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:59,334] Trial 4850 finished with value: 0.996793053137091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:54:21,441] Trial 4851 finished with value: 0.9966717744994802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 70, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:54:41,248] Trial 4852 finished with value: 0.996801365771126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:54:45,548] Trial 4853 finished with value: 0.9972828982226433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:54:48,513] Trial 4854 finished with value: 0.9974898525797607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:01,095] Trial 4855 finished with value: 0.996629040867015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:04,819] Trial 4856 finished with value: 0.9974725962034006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:08,998] Trial 4857 finished with value: 0.9972047438794006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:10,871] Trial 4858 finished with value: 0.9943425427366703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:11,873] Trial 4859 finished with value: 0.996673814707386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 26}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:19,035] Trial 4860 finished with value: 0.9970022888784734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:22,557] Trial 4861 finished with value: 0.9975192477535911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:24,824] Trial 4862 finished with value: 0.9931279884956391 and parameters: {'classifier': 'SVC', 'svc_c': 1570.4305142953724, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:29,542] Trial 4863 finished with value: 0.997278149438238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:37,747] Trial 4864 finished with value: 0.9971068182162717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:40,708] Trial 4865 finished with value: 0.9971961123111331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:44,444] Trial 4866 finished with value: 0.9974202843561019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:47,207] Trial 4867 finished with value: 0.9970800834407972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:49,176] Trial 4868 finished with value: 0.9972235319271755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:51,880] Trial 4869 finished with value: 0.9975610464190403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:57,565] Trial 4870 finished with value: 0.9974892301041817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:01,722] Trial 4871 finished with value: 0.9976287190326998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:04,736] Trial 4872 finished with value: 0.9974958507903695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:07,812] Trial 4873 finished with value: 0.9974572342944751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:12,339] Trial 4874 finished with value: 0.9974732373408693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:17,700] Trial 4875 finished with value: 0.9972778220617223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:20,395] Trial 4876 finished with value: 0.9973896342971479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:23,519] Trial 4877 finished with value: 0.9972773983289197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:27,490] Trial 4878 finished with value: 0.9975718187091666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:31,497] Trial 4879 finished with value: 0.997391269719782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:35,599] Trial 4880 finished with value: 0.997321100253204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:20,655] Trial 4881 finished with value: 0.9896947908817739 and parameters: {'classifier': 'SVC', 'svc_c': 22375486.690968037, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:22,842] Trial 4882 finished with value: 0.9961783424273637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:35,779] Trial 4883 finished with value: 0.9968051828257818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:40,579] Trial 4884 finished with value: 0.9972396564980173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:43,894] Trial 4885 finished with value: 0.9972237740239335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:48,342] Trial 4886 finished with value: 0.9974825134742993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:50,064] Trial 4887 finished with value: 0.990413373319857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:52,965] Trial 4888 finished with value: 0.9972232105808622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:58,578] Trial 4889 finished with value: 0.9967956595175284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:01,946] Trial 4890 finished with value: 0.9973868193034449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:07,268] Trial 4891 finished with value: 0.9972191198502305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:12,031] Trial 4892 finished with value: 0.9971158159765153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:14,572] Trial 4893 finished with value: 0.995504551888521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:18,947] Trial 4894 finished with value: 0.997712212294999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:24,189] Trial 4895 finished with value: 0.9973940889028888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:27,056] Trial 4896 finished with value: 0.9973472259782344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:30,566] Trial 4897 finished with value: 0.9972688019897298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:39,784] Trial 4898 finished with value: 0.9970365124353812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:52,387] Trial 4899 finished with value: 0.9970614804567607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:54,178] Trial 4900 finished with value: 0.9920268459853564 and parameters: {'classifier': 'SVC', 'svc_c': 120.60486713665324, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:56,934] Trial 4901 finished with value: 0.9969208767659805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:58,550] Trial 4902 finished with value: 0.9972114331194685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:02,570] Trial 4903 finished with value: 0.9974516356958594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:09,672] Trial 4904 finished with value: 0.9970342425402388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:12,082] Trial 4905 finished with value: 0.9973885797099585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:15,480] Trial 4906 finished with value: 0.9976500751532575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:26,252] Trial 4907 finished with value: 0.99448782795923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:30,181] Trial 4908 finished with value: 0.9971732611764441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:33,066] Trial 4909 finished with value: 0.9974076181380854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:37,544] Trial 4910 finished with value: 0.9971678711593563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:41,145] Trial 4911 finished with value: 0.9977083620742303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:42,384] Trial 4912 finished with value: 0.9968623567935534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 51}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:47,174] Trial 4913 finished with value: 0.997485828054404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:51,124] Trial 4914 finished with value: 0.9973972821489733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:00,783] Trial 4915 finished with value: 0.9952179229741307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:04,082] Trial 4916 finished with value: 0.995787933634122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:07,927] Trial 4917 finished with value: 0.9973447199530604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:14,473] Trial 4918 finished with value: 0.9939608024863583 and parameters: {'classifier': 'SVC', 'svc_c': 692201.2172619413, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:18,437] Trial 4919 finished with value: 0.9973570120128858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:30,955] Trial 4920 finished with value: 0.9966883454957286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:42,412] Trial 4921 finished with value: 0.996636067957108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:43,030] Trial 4922 finished with value: 0.9786317348049759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:47,075] Trial 4923 finished with value: 0.9974933654583115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:50,607] Trial 4924 finished with value: 0.997479437531521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:55,310] Trial 4925 finished with value: 0.9937524024675556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:59,920] Trial 4926 finished with value: 0.9973560746020507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:05,641] Trial 4927 finished with value: 0.9973594830946236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:08,899] Trial 4928 finished with value: 0.9967650483057731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:12,932] Trial 4929 finished with value: 0.9974553317021359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:16,529] Trial 4930 finished with value: 0.9973586311539734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:28,904] Trial 4931 finished with value: 0.9969638629369756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:31,673] Trial 4932 finished with value: 0.9974724659510282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:43,559] Trial 4933 finished with value: 0.9967291108066482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:47,318] Trial 4934 finished with value: 0.9973014627720737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:52,701] Trial 4935 finished with value: 0.9972377305465784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:08,956] Trial 4936 finished with value: 0.9967625647827756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:13,141] Trial 4937 finished with value: 0.9869587741684883 and parameters: {'classifier': 'SVC', 'svc_c': 1.7084453615840216, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:16,413] Trial 4938 finished with value: 0.997539821502992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:19,286] Trial 4939 finished with value: 0.9977309925669866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:23,751] Trial 4940 finished with value: 0.9971353821743056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:26,417] Trial 4941 finished with value: 0.9974953199103912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:33,085] Trial 4942 finished with value: 0.9972388242983454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:35,364] Trial 4943 finished with value: 0.9973161382535363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:38,950] Trial 4944 finished with value: 0.9973608900043239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:42,948] Trial 4945 finished with value: 0.9975021534944624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:00,787] Trial 4946 finished with value: 0.9964594962988119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:03,484] Trial 4947 finished with value: 0.991989226631039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:07,400] Trial 4948 finished with value: 0.9965565523115382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:09,422] Trial 4949 finished with value: 0.9970880607955775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:13,104] Trial 4950 finished with value: 0.9974969597128563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:15,952] Trial 4951 finished with value: 0.9970877765191405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:19,001] Trial 4952 finished with value: 0.9971299929506655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:24,108] Trial 4953 finished with value: 0.9973668462574188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:29,261] Trial 4954 finished with value: 0.9974562093187532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:31,937] Trial 4955 finished with value: 0.9974118086209603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:34,001] Trial 4956 finished with value: 0.9955838553979173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:39,658] Trial 4957 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0038272621061791e-07, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:44,033] Trial 4958 finished with value: 0.9974131352972305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:50,239] Trial 4959 finished with value: 0.9972066036890403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:53,843] Trial 4960 finished with value: 0.9974773199148589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:05,643] Trial 4961 finished with value: 0.996681011627022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:19,089] Trial 4962 finished with value: 0.9971194870685346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:28,069] Trial 4963 finished with value: 0.9972026520973949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:32,883] Trial 4964 finished with value: 0.996738417598897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:37,220] Trial 4965 finished with value: 0.9971779094786343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:41,502] Trial 4966 finished with value: 0.9973838230228144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:44,883] Trial 4967 finished with value: 0.997623979991832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:46,755] Trial 4968 finished with value: 0.9970735942130219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:49,318] Trial 4969 finished with value: 0.9972763579920509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:53,577] Trial 4970 finished with value: 0.9974277835475686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:57,126] Trial 4971 finished with value: 0.9974609721947895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:02,372] Trial 4972 finished with value: 0.9950111311150995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:05,963] Trial 4973 finished with value: 0.997314349917664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:12,195] Trial 4974 finished with value: 0.9852052355793127 and parameters: {'classifier': 'SVC', 'svc_c': 5.907741055019104e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:19,698] Trial 4975 finished with value: 0.9972846139104453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 96}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:23,392] Trial 4976 finished with value: 0.9975241914404863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:26,760] Trial 4977 finished with value: 0.9976556833367213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:30,298] Trial 4978 finished with value: 0.9974358687794966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:35,425] Trial 4979 finished with value: 0.9973686720440219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:41,628] Trial 4980 finished with value: 0.9964257823574844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:45,788] Trial 4981 finished with value: 0.997322138876226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:07,922] Trial 4982 finished with value: 0.9963092237179967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:10,600] Trial 4983 finished with value: 0.9973276246148427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:14,513] Trial 4984 finished with value: 0.9973412628697513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:33,966] Trial 4985 finished with value: 0.9962270061291502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:37,215] Trial 4986 finished with value: 0.9974254393222469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:41,339] Trial 4987 finished with value: 0.9976476476476668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:44,789] Trial 4988 finished with value: 0.9975187128428988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:58,104] Trial 4989 finished with value: 0.996007933286823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:02,070] Trial 4990 finished with value: 0.9973584777011908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:05,272] Trial 4991 finished with value: 0.9974652167273209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:09,308] Trial 4992 finished with value: 0.9973844700635338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:12,735] Trial 4993 finished with value: 0.9974380719615574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:17,760] Trial 4994 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.487558738659618e-09, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:21,827] Trial 4995 finished with value: 0.9972724165882737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:25,774] Trial 4996 finished with value: 0.9973264941105785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:26,986] Trial 4997 finished with value: 0.9946893059721513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:31,822] Trial 4998 finished with value: 0.9970224371812245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:35,631] Trial 4999 finished with value: 0.9974061403258999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:38,412] Trial 5000 finished with value: 0.9973790954710692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:41,885] Trial 5001 finished with value: 0.9974113104627645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:50,271] Trial 5002 finished with value: 0.996846248440782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:53,602] Trial 5003 finished with value: 0.9977520561592513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:56,309] Trial 5004 finished with value: 0.9974951700439921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:58,933] Trial 5005 finished with value: 0.9975912370717838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:01,329] Trial 5006 finished with value: 0.9974111004847689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:03,955] Trial 5007 finished with value: 0.9975518154169146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:06,438] Trial 5008 finished with value: 0.9974502268501467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:08,718] Trial 5009 finished with value: 0.9975190103857813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:12,484] Trial 5010 finished with value: 0.9975286311611486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:15,292] Trial 5011 finished with value: 0.9972062713931491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:18,309] Trial 5012 finished with value: 0.9970888494825783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:20,812] Trial 5013 finished with value: 0.997411351150762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:24,111] Trial 5014 finished with value: 0.9974769279517016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:28,643] Trial 5015 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 509072263.395517, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:31,149] Trial 5016 finished with value: 0.9974692782273399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:33,559] Trial 5017 finished with value: 0.9974238027570483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:37,424] Trial 5018 finished with value: 0.9974242912669201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:39,665] Trial 5019 finished with value: 0.9972510608485708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:41,796] Trial 5020 finished with value: 0.9971481071391889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:44,586] Trial 5021 finished with value: 0.9975592958512779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:47,846] Trial 5022 finished with value: 0.9974118662252623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:49,550] Trial 5023 finished with value: 0.9973149426230861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:54,049] Trial 5024 finished with value: 0.9972145895178421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:56,910] Trial 5025 finished with value: 0.9973205191321183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:59,204] Trial 5026 finished with value: 0.9974278355025231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:02,100] Trial 5027 finished with value: 0.9973386418264006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:04,863] Trial 5028 finished with value: 0.9976512547878024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:07,638] Trial 5029 finished with value: 0.9971697393160658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:09,312] Trial 5030 finished with value: 0.9934291620043617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:12,405] Trial 5031 finished with value: 0.991278125008174 and parameters: {'classifier': 'SVC', 'svc_c': 14.348993301145361, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:16,680] Trial 5032 finished with value: 0.9974529168599702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:19,498] Trial 5033 finished with value: 0.9973805093948469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:22,039] Trial 5034 finished with value: 0.9973294464976831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:24,425] Trial 5035 finished with value: 0.9973196788075421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:27,365] Trial 5036 finished with value: 0.9977927311440863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:41,717] Trial 5037 finished with value: 0.996727972526597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:45,790] Trial 5038 finished with value: 0.9975144227029945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:48,392] Trial 5039 finished with value: 0.9975476307420768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:51,172] Trial 5040 finished with value: 0.9974734845791685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:54,333] Trial 5041 finished with value: 0.9974271873192389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:56,289] Trial 5042 finished with value: 0.9962639484504253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:59,027] Trial 5043 finished with value: 0.9972717834487576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:01,889] Trial 5044 finished with value: 0.9973081503935083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:05,407] Trial 5045 finished with value: 0.9972428004551315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:08,043] Trial 5046 finished with value: 0.9976205303351934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:10,884] Trial 5047 finished with value: 0.9973764608438943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:13,333] Trial 5048 finished with value: 0.9970069712037004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:16,166] Trial 5049 finished with value: 0.9971326330684983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:18,391] Trial 5050 finished with value: 0.9972195595154626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:24,751] Trial 5051 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.271567266892445e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:27,693] Trial 5052 finished with value: 0.9975705614437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:31,284] Trial 5053 finished with value: 0.9969091602096313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:33,699] Trial 5054 finished with value: 0.9974614549600999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:36,931] Trial 5055 finished with value: 0.9976770234296358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:39,154] Trial 5056 finished with value: 0.9974839048324249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:42,236] Trial 5057 finished with value: 0.99712420567019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:44,765] Trial 5058 finished with value: 0.9972925540049226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:47,715] Trial 5059 finished with value: 0.9974174250245421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:48,997] Trial 5060 finished with value: 0.9885633463504305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:53,168] Trial 5061 finished with value: 0.997556829657178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:56,178] Trial 5062 finished with value: 0.9969090736920956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:59,453] Trial 5063 finished with value: 0.997454605570551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:02,263] Trial 5064 finished with value: 0.9974772642148313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:05,227] Trial 5065 finished with value: 0.9975888024569016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:06,489] Trial 5066 finished with value: 0.9886432981065868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:09,861] Trial 5067 finished with value: 0.9973175883267906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:13,695] Trial 5068 finished with value: 0.9969236126370803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:16,304] Trial 5069 finished with value: 0.9973782022394012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:19,164] Trial 5070 finished with value: 0.9896157813288765 and parameters: {'classifier': 'SVC', 'svc_c': 4.0453449088294935, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:21,784] Trial 5071 finished with value: 0.9974493270804698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:24,508] Trial 5072 finished with value: 0.997417603359844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:29,094] Trial 5073 finished with value: 0.9961922141145815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:31,423] Trial 5074 finished with value: 0.9973890620626763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:34,424] Trial 5075 finished with value: 0.99739705757154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:45,917] Trial 5076 finished with value: 0.9970971154936272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:48,506] Trial 5077 finished with value: 0.9972662353768905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:53,631] Trial 5078 finished with value: 0.9928391798217641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:55,715] Trial 5079 finished with value: 0.9970703220664996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:57,541] Trial 5080 finished with value: 0.9956151019708422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:59,879] Trial 5081 finished with value: 0.9973715690802157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:02,622] Trial 5082 finished with value: 0.997423843667211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:07,777] Trial 5083 finished with value: 0.996511142126122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:11,236] Trial 5084 finished with value: 0.9974474154745652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:13,999] Trial 5085 finished with value: 0.9975699407454436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:16,904] Trial 5086 finished with value: 0.9972045271729684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:22,753] Trial 5087 finished with value: 0.9971610596966066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:30,123] Trial 5088 finished with value: 0.9852056456013393 and parameters: {'classifier': 'SVC', 'svc_c': 2.6360174492681728e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:33,617] Trial 5089 finished with value: 0.9975903111818091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:38,269] Trial 5090 finished with value: 0.9975669118065061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:40,980] Trial 5091 finished with value: 0.9975723374335262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:44,688] Trial 5092 finished with value: 0.9959759061835397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:47,456] Trial 5093 finished with value: 0.9975884242045203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:49,972] Trial 5094 finished with value: 0.9976252262442445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:52,065] Trial 5095 finished with value: 0.9973415966255863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:08,632] Trial 5096 finished with value: 0.9965489537169452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:12,934] Trial 5097 finished with value: 0.9973239478100001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:15,837] Trial 5098 finished with value: 0.9975226496446793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:29,717] Trial 5099 finished with value: 0.9969522255667053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:31,609] Trial 5100 finished with value: 0.9976276469579233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:35,081] Trial 5101 finished with value: 0.9974545127689094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:38,296] Trial 5102 finished with value: 0.9972012048805521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:40,893] Trial 5103 finished with value: 0.9974105302815232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:47,457] Trial 5104 finished with value: 0.9974265716038341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:50,794] Trial 5105 finished with value: 0.9977290219920497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:14:04,809] Trial 5106 finished with value: 0.9968086490178706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:18,366] Trial 5107 finished with value: 0.9897181323988714 and parameters: {'classifier': 'SVC', 'svc_c': 1367882387.8286405, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:29,105] Trial 5108 finished with value: 0.9966948328192293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:44,221] Trial 5109 finished with value: 0.9968017532592385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:47,107] Trial 5110 finished with value: 0.9971397417250136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:55,283] Trial 5111 finished with value: 0.9971481956879508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:56,866] Trial 5112 finished with value: 0.9969250333527704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:59,460] Trial 5113 finished with value: 0.9977353011466152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:00,758] Trial 5114 finished with value: 0.9967125584722895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:11,745] Trial 5115 finished with value: 0.997018889359238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:14,450] Trial 5116 finished with value: 0.9973847541495436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:35,367] Trial 5117 finished with value: 0.9967497786906826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:44,019] Trial 5118 finished with value: 0.9970705847928976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:46,132] Trial 5119 finished with value: 0.9971691350897833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:48,608] Trial 5120 finished with value: 0.9973355648045334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:53,953] Trial 5121 finished with value: 0.9973541899098916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:56,701] Trial 5122 finished with value: 0.9975606760693979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:05,133] Trial 5123 finished with value: 0.996991902172185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:08,430] Trial 5124 finished with value: 0.9975106507796432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:11,636] Trial 5125 finished with value: 0.9962972309466388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:14,813] Trial 5126 finished with value: 0.9975216387288506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:17,497] Trial 5127 finished with value: 0.9915293327039802 and parameters: {'classifier': 'SVC', 'svc_c': 50.88969731117493, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:19,853] Trial 5128 finished with value: 0.9976554237523759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:28,380] Trial 5129 finished with value: 0.9972872747531317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:30,272] Trial 5130 finished with value: 0.9954560085686176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:32,731] Trial 5131 finished with value: 0.9975416770914901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:40,444] Trial 5132 finished with value: 0.9965358715419134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:43,552] Trial 5133 finished with value: 0.9975290454677928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:49,300] Trial 5134 finished with value: 0.9972879121137895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:50,758] Trial 5135 finished with value: 0.9943020520538641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:53,917] Trial 5136 finished with value: 0.997236527711623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:56,518] Trial 5137 finished with value: 0.9974701842176463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:04,660] Trial 5138 finished with value: 0.9973796273666604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:07,836] Trial 5139 finished with value: 0.9973101508020782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:10,401] Trial 5140 finished with value: 0.9971060859910086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:13,216] Trial 5141 finished with value: 0.997522226197518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:14,841] Trial 5142 finished with value: 0.9973174445540699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:19,813] Trial 5143 finished with value: 0.9973388646582491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:26,244] Trial 5144 finished with value: 0.9852268667723146 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006385311235284672, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:29,477] Trial 5145 finished with value: 0.9974208986750389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:32,049] Trial 5146 finished with value: 0.9975133600226386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:35,821] Trial 5147 finished with value: 0.9973330478932576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:41,721] Trial 5148 finished with value: 0.9963636983767378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:44,625] Trial 5149 finished with value: 0.9972208515021999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:48,969] Trial 5150 finished with value: 0.9972284148677155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:55,612] Trial 5151 finished with value: 0.9974617941431171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:57,465] Trial 5152 finished with value: 0.996606242512466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:59,072] Trial 5153 finished with value: 0.9970468689271814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:01,661] Trial 5154 finished with value: 0.9968731101361487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:04,300] Trial 5155 finished with value: 0.9976451146452714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:06,245] Trial 5156 finished with value: 0.997263990967288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:10,569] Trial 5157 finished with value: 0.9964871885117411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:13,329] Trial 5158 finished with value: 0.9974112128686992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:15,998] Trial 5159 finished with value: 0.9970444975342111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:20,940] Trial 5160 finished with value: 0.9972003104428439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:30,314] Trial 5161 finished with value: 0.9971603739356398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:36,475] Trial 5162 finished with value: 0.9975109361034313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:40,371] Trial 5163 finished with value: 0.9867038855101736 and parameters: {'classifier': 'SVC', 'svc_c': 5166071.766568076, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:43,081] Trial 5164 finished with value: 0.9975177231279923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:46,740] Trial 5165 finished with value: 0.9973960513846594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:53,076] Trial 5166 finished with value: 0.9967965597950116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:56,221] Trial 5167 finished with value: 0.9971984836406279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:00,531] Trial 5168 finished with value: 0.9975023541732512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:03,168] Trial 5169 finished with value: 0.9974521158269236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:08,878] Trial 5170 finished with value: 0.9974704133336005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:10,928] Trial 5171 finished with value: 0.9973712272946903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:14,059] Trial 5172 finished with value: 0.9975899512104626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:17,446] Trial 5173 finished with value: 0.99726814403117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:19,334] Trial 5174 finished with value: 0.9970774283744097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:22,902] Trial 5175 finished with value: 0.9970964613118786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:27,127] Trial 5176 finished with value: 0.9973500271659477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:29,468] Trial 5177 finished with value: 0.9968144326484865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:32,463] Trial 5178 finished with value: 0.9974380352090607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:33,577] Trial 5179 finished with value: 0.9891002633230199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:36,739] Trial 5180 finished with value: 0.9972879306487276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:38,753] Trial 5181 finished with value: 0.9967322288973676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:41,203] Trial 5182 finished with value: 0.9962378727125993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:19,850] Trial 5183 finished with value: 0.9900767755139736 and parameters: {'classifier': 'SVC', 'svc_c': 149271711.0276328, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:22,206] Trial 5184 finished with value: 0.9972865889286893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 43}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:25,932] Trial 5185 finished with value: 0.9973800135217806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:30,421] Trial 5186 finished with value: 0.9972591484925797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:32,208] Trial 5187 finished with value: 0.9956743256044162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:37,610] Trial 5188 finished with value: 0.997279791335405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 101}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:41,589] Trial 5189 finished with value: 0.997261936350372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:44,196] Trial 5190 finished with value: 0.9971992717563462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:50,592] Trial 5191 finished with value: 0.9973433833745631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:53,224] Trial 5192 finished with value: 0.997546552954477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:56,537] Trial 5193 finished with value: 0.9972706953463378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:59,026] Trial 5194 finished with value: 0.9973570913259165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:03,037] Trial 5195 finished with value: 0.9975181834863401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:06,943] Trial 5196 finished with value: 0.9973763659475509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:08,290] Trial 5197 finished with value: 0.9963132893756814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 30}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:13,005] Trial 5198 finished with value: 0.997308286739559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:15,716] Trial 5199 finished with value: 0.9975488466847878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:21,057] Trial 5200 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 3.1455162125955675e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:22,279] Trial 5201 finished with value: 0.9966906864520456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 98}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:25,715] Trial 5202 finished with value: 0.9972101416087998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:29,694] Trial 5203 finished with value: 0.9975446721978182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:33,813] Trial 5204 finished with value: 0.9973899270158686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:36,878] Trial 5205 finished with value: 0.9975288941731879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:42,410] Trial 5206 finished with value: 0.9931680345938377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:53,531] Trial 5207 finished with value: 0.996440771726852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:58,581] Trial 5208 finished with value: 0.9975204698534563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:06,726] Trial 5209 finished with value: 0.9973800139026356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:11,710] Trial 5210 finished with value: 0.9962773320086266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:13,972] Trial 5211 finished with value: 0.9976000217754546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:17,274] Trial 5212 finished with value: 0.9974983854431358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:19,468] Trial 5213 finished with value: 0.9970770312697113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:22,395] Trial 5214 finished with value: 0.9973313785110625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:24,451] Trial 5215 finished with value: 0.997422972747292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:27,023] Trial 5216 finished with value: 0.9975176896127621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:48,114] Trial 5217 finished with value: 0.9969399870487298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:50,767] Trial 5218 finished with value: 0.9975607580484129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:58,093] Trial 5219 finished with value: 0.9853591107617429 and parameters: {'classifier': 'SVC', 'svc_c': 0.004708826002479474, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:59,813] Trial 5220 finished with value: 0.9969991539984009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:03,878] Trial 5221 finished with value: 0.9972576888662154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:17,813] Trial 5222 finished with value: 0.9967498438168686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:18,926] Trial 5223 finished with value: 0.9913297048206369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:23,726] Trial 5224 finished with value: 0.9970433053314549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:26,927] Trial 5225 finished with value: 0.9976883055257696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:31,561] Trial 5226 finished with value: 0.9971203256475257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:33,993] Trial 5227 finished with value: 0.9972828633426828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:37,297] Trial 5228 finished with value: 0.996772107736794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:39,634] Trial 5229 finished with value: 0.9974639515908533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:41,959] Trial 5230 finished with value: 0.9965911483762658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:46,698] Trial 5231 finished with value: 0.9974918287088315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:48,470] Trial 5232 finished with value: 0.9902725009042143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:52,681] Trial 5233 finished with value: 0.9973898625879164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:59,726] Trial 5234 finished with value: 0.9973817436820683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:28:05,237] Trial 5235 finished with value: 0.9970941105168101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:28:07,740] Trial 5236 finished with value: 0.9974038225382551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:28:25,319] Trial 5237 finished with value: 0.9963985014043599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 59, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:28:50,380] Trial 5238 finished with value: 0.9962139656259907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:28:51,831] Trial 5239 finished with value: 0.9970638046237247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 40}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:28:56,596] Trial 5240 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.108061211160914e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:00,815] Trial 5241 finished with value: 0.9972610498154028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:06,954] Trial 5242 finished with value: 0.9974211378201718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:10,339] Trial 5243 finished with value: 0.9972399220490891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:13,786] Trial 5244 finished with value: 0.9972193918758355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:17,396] Trial 5245 finished with value: 0.9973331615467041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:21,325] Trial 5246 finished with value: 0.9975369899421013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:25,782] Trial 5247 finished with value: 0.9974252381991273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:32,183] Trial 5248 finished with value: 0.9966393459751431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:36,338] Trial 5249 finished with value: 0.9973762299823553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:39,203] Trial 5250 finished with value: 0.9974750323417022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:41,763] Trial 5251 finished with value: 0.997335688804538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:47,736] Trial 5252 finished with value: 0.9968071420702858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:49,348] Trial 5253 finished with value: 0.9974082011951834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:53,879] Trial 5254 finished with value: 0.9974641941002041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:58,180] Trial 5255 finished with value: 0.9975541465344805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:00,821] Trial 5256 finished with value: 0.9968213019377038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:03,486] Trial 5257 finished with value: 0.9946533691395226 and parameters: {'classifier': 'SVC', 'svc_c': 529.9964287152767, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:07,321] Trial 5258 finished with value: 0.9973342073742311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:09,667] Trial 5259 finished with value: 0.9900413321423301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:12,801] Trial 5260 finished with value: 0.9974086684089194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:21,177] Trial 5261 finished with value: 0.9948420304332702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 74, 'rf_n_estimators': 35}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:24,574] Trial 5262 finished with value: 0.9974227486141896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:27,319] Trial 5263 finished with value: 0.9975308933122414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:31,498] Trial 5264 finished with value: 0.9972515910937908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:35,197] Trial 5265 finished with value: 0.9972548979933218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:39,094] Trial 5266 finished with value: 0.9970948071321412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:43,206] Trial 5267 finished with value: 0.9975130871401102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:46,669] Trial 5268 finished with value: 0.9975676493954757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:51,813] Trial 5269 finished with value: 0.9971923350875515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:53,331] Trial 5270 finished with value: 0.9970756475604216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:58,521] Trial 5271 finished with value: 0.9974568784173184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:01,470] Trial 5272 finished with value: 0.9976928698811945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:09,539] Trial 5273 finished with value: 0.9973449349456457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:13,045] Trial 5274 finished with value: 0.9974175558799345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:17,869] Trial 5275 finished with value: 0.9867369764046395 and parameters: {'classifier': 'SVC', 'svc_c': 34925445.8601397, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:21,208] Trial 5276 finished with value: 0.9973884909390313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:25,749] Trial 5277 finished with value: 0.9976044700970896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:32,318] Trial 5278 finished with value: 0.9965630714998978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:36,069] Trial 5279 finished with value: 0.997377844235805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:39,396] Trial 5280 finished with value: 0.997000414881989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:41,997] Trial 5281 finished with value: 0.9974882714289487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:44,782] Trial 5282 finished with value: 0.9965767949076123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:48,608] Trial 5283 finished with value: 0.9974417706972939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:51,471] Trial 5284 finished with value: 0.997229912643045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:54,401] Trial 5285 finished with value: 0.9974306252645896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:59,193] Trial 5286 finished with value: 0.9969279657132551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:05,621] Trial 5287 finished with value: 0.9970565307079252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:21,987] Trial 5288 finished with value: 0.9965960223667162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:26,914] Trial 5289 finished with value: 0.9975247691021402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:29,766] Trial 5290 finished with value: 0.9945377068420176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 48, 'rf_n_estimators': 20}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:31,997] Trial 5291 finished with value: 0.9961062824605892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:34,803] Trial 5292 finished with value: 0.9972951623213723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:38,680] Trial 5293 finished with value: 0.9975677720942261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:43,247] Trial 5294 finished with value: 0.9973199926002332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:45,109] Trial 5295 finished with value: 0.989324025345962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:52,185] Trial 5296 finished with value: 0.9853851675837761 and parameters: {'classifier': 'SVC', 'svc_c': 0.07882927360132133, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:55,250] Trial 5297 finished with value: 0.9973033568269157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:56,321] Trial 5298 finished with value: 0.994574415191439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 46}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:59,881] Trial 5299 finished with value: 0.9975759815800619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:03,325] Trial 5300 finished with value: 0.9968697631833785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:07,294] Trial 5301 finished with value: 0.9974134433453603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:09,407] Trial 5302 finished with value: 0.9973708961731016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:15,098] Trial 5303 finished with value: 0.997383479745607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:16,193] Trial 5304 finished with value: 0.9964278479874541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 50}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:18,228] Trial 5305 finished with value: 0.9974635657213741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:21,884] Trial 5306 finished with value: 0.997237842486178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:25,446] Trial 5307 finished with value: 0.9972500627548567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:32,431] Trial 5308 finished with value: 0.9974921089228165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:34,084] Trial 5309 finished with value: 0.9970739369824226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:37,542] Trial 5310 finished with value: 0.9975228123014551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:47,409] Trial 5311 finished with value: 0.9971343206999902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:49,766] Trial 5312 finished with value: 0.9974788545378988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:53,096] Trial 5313 finished with value: 0.9970727134226137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:57,875] Trial 5314 finished with value: 0.9859303475205756 and parameters: {'classifier': 'SVC', 'svc_c': 0.569789882208916, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:02,859] Trial 5315 finished with value: 0.9970485205044106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:12,996] Trial 5316 finished with value: 0.996821230495674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:17,108] Trial 5317 finished with value: 0.9973821456426665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:37,546] Trial 5318 finished with value: 0.995773702483364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:45,295] Trial 5319 finished with value: 0.9970028291211345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:48,497] Trial 5320 finished with value: 0.9976136280702903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:50,537] Trial 5321 finished with value: 0.9972977909500825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:53,501] Trial 5322 finished with value: 0.9969127784897726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:55,415] Trial 5323 finished with value: 0.9942239947968803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:58,635] Trial 5324 finished with value: 0.9975429855502016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:35:02,034] Trial 5325 finished with value: 0.9972053020539792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:35:06,159] Trial 5326 finished with value: 0.9973300171769973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:35:08,900] Trial 5327 finished with value: 0.9975293292364235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:35:13,110] Trial 5328 finished with value: 0.9972766187189607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:35:19,958] Trial 5329 finished with value: 0.9970780953147974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:35:23,129] Trial 5330 finished with value: 0.9976344025936937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:39:27,782] Trial 5331 finished with value: 0.9896111129365909 and parameters: {'classifier': 'SVC', 'svc_c': 4079068436.6139092, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:39:32,127] Trial 5332 finished with value: 0.9975154509159827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:39:44,114] Trial 5333 finished with value: 0.9966977530240954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:39:47,402] Trial 5334 finished with value: 0.99738873970075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:39:50,929] Trial 5335 finished with value: 0.9975124069332773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:14,626] Trial 5336 finished with value: 0.996117058971857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:18,235] Trial 5337 finished with value: 0.9961160242525976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:21,719] Trial 5338 finished with value: 0.9976949887991111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:26,071] Trial 5339 finished with value: 0.996860960166935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:29,372] Trial 5340 finished with value: 0.9977119124035115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:32,542] Trial 5341 finished with value: 0.9973631981119068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:38,640] Trial 5342 finished with value: 0.9970584440276772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:40,644] Trial 5343 finished with value: 0.9957845759222012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:43,499] Trial 5344 finished with value: 0.997396385584825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:46,693] Trial 5345 finished with value: 0.9972934230523048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:49,045] Trial 5346 finished with value: 0.9971419352904886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:53,264] Trial 5347 finished with value: 0.9974389825855985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:54,714] Trial 5348 finished with value: 0.9912052371898211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:59,052] Trial 5349 finished with value: 0.9971652881062809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:05,667] Trial 5350 finished with value: 0.985205399473867 and parameters: {'classifier': 'SVC', 'svc_c': 2.9969210468585837e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:09,501] Trial 5351 finished with value: 0.9974136843312916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:12,761] Trial 5352 finished with value: 0.9972123760526995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:23,873] Trial 5353 finished with value: 0.9971308630136608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:26,575] Trial 5354 finished with value: 0.9973465531345959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:29,004] Trial 5355 finished with value: 0.9974488115299011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:35,335] Trial 5356 finished with value: 0.9971117949423284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:39,216] Trial 5357 finished with value: 0.9975238318817325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:43,119] Trial 5358 finished with value: 0.996840923010336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:46,369] Trial 5359 finished with value: 0.9975286535046356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:49,339] Trial 5360 finished with value: 0.9973819394732196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:51,873] Trial 5361 finished with value: 0.9975421945145957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:56,151] Trial 5362 finished with value: 0.9972325179443934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:00,555] Trial 5363 finished with value: 0.9974303040134903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:04,192] Trial 5364 finished with value: 0.9976034478825658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:09,390] Trial 5365 finished with value: 0.9975178360197291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:15,555] Trial 5366 finished with value: 0.9974330491203213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:17,381] Trial 5367 finished with value: 0.9951554767051703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:25,664] Trial 5368 finished with value: 0.9970979981565719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:29,498] Trial 5369 finished with value: 0.995384982495917 and parameters: {'classifier': 'SVC', 'svc_c': 3871.3647982402667, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:37,098] Trial 5370 finished with value: 0.9972317314790461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:37,996] Trial 5371 finished with value: 0.9936314291486146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 9}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:40,837] Trial 5372 finished with value: 0.9972234815591162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:58,104] Trial 5373 finished with value: 0.9968898609911188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:01,655] Trial 5374 finished with value: 0.997340660008199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:03,657] Trial 5375 finished with value: 0.9973214592089374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:08,448] Trial 5376 finished with value: 0.9974576545361079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:11,387] Trial 5377 finished with value: 0.9974745903278648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:16,582] Trial 5378 finished with value: 0.9971029422877976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:18,853] Trial 5379 finished with value: 0.9971723757523016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:30,139] Trial 5380 finished with value: 0.9970501017186986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:33,257] Trial 5381 finished with value: 0.9975018738834976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:37,905] Trial 5382 finished with value: 0.9973858451083751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:43,281] Trial 5383 finished with value: 0.9975957985707969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:46,955] Trial 5384 finished with value: 0.9974227654352804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:51,055] Trial 5385 finished with value: 0.9969334242524853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:53,264] Trial 5386 finished with value: 0.9959753485485056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:56,770] Trial 5387 finished with value: 0.9872250051932231 and parameters: {'classifier': 'SVC', 'svc_c': 146316.06131663904, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:00,190] Trial 5388 finished with value: 0.9972174833485076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:09,219] Trial 5389 finished with value: 0.996199086038045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:14,209] Trial 5390 finished with value: 0.9973992265718744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:16,887] Trial 5391 finished with value: 0.9973605892876506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:21,929] Trial 5392 finished with value: 0.9973911475288383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:25,144] Trial 5393 finished with value: 0.9974743159536547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:35,323] Trial 5394 finished with value: 0.9966273778958771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 93}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:39,221] Trial 5395 finished with value: 0.9974487362158465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:43,449] Trial 5396 finished with value: 0.9970645643974917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:48,796] Trial 5397 finished with value: 0.9969926589943267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:59,671] Trial 5398 finished with value: 0.9965374142263818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 104}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:06,042] Trial 5399 finished with value: 0.9970686214859414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:08,703] Trial 5400 finished with value: 0.9975502963137114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:11,984] Trial 5401 finished with value: 0.9971825980244912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:15,297] Trial 5402 finished with value: 0.9973569718644328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:19,878] Trial 5403 finished with value: 0.9973659226843115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:22,206] Trial 5404 finished with value: 0.9964692338062028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:29,645] Trial 5405 finished with value: 0.9971395734823663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:33,407] Trial 5406 finished with value: 0.9973580250868923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:41,034] Trial 5407 finished with value: 0.9932741483514528 and parameters: {'classifier': 'SVC', 'svc_c': 1071498.0972677018, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:43,726] Trial 5408 finished with value: 0.9974475950476456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:45,517] Trial 5409 finished with value: 0.9966610853309336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:48,884] Trial 5410 finished with value: 0.9971755576044771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:55,427] Trial 5411 finished with value: 0.9972158745539778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:58,540] Trial 5412 finished with value: 0.996672530528174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:11,773] Trial 5413 finished with value: 0.9966558479414428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:17,662] Trial 5414 finished with value: 0.996874389745102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:22,399] Trial 5415 finished with value: 0.9970567833734068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:24,565] Trial 5416 finished with value: 0.9968382953972384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 27}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:27,694] Trial 5417 finished with value: 0.9974169851688824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:32,180] Trial 5418 finished with value: 0.9971891145151289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:52,477] Trial 5419 finished with value: 0.9960041868490115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:57,278] Trial 5420 finished with value: 0.9973454391340436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:10,058] Trial 5421 finished with value: 0.996586981474656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:13,608] Trial 5422 finished with value: 0.9973243554199457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:17,927] Trial 5423 finished with value: 0.9973594383759119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:21,036] Trial 5424 finished with value: 0.9976505994317509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:27,250] Trial 5425 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00012457346998175255, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:31,245] Trial 5426 finished with value: 0.9971534882696625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:33,881] Trial 5427 finished with value: 0.9900146534159999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:36,546] Trial 5428 finished with value: 0.9976025556347731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:39,341] Trial 5429 finished with value: 0.9974765818815584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:44,390] Trial 5430 finished with value: 0.9969538595611335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:48,071] Trial 5431 finished with value: 0.9972046215297673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:54,895] Trial 5432 finished with value: 0.9971675274060804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:09,359] Trial 5433 finished with value: 0.9965677133275549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:10,431] Trial 5434 finished with value: 0.9958204024338636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 13}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:13,082] Trial 5435 finished with value: 0.9971044855752863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:16,300] Trial 5436 finished with value: 0.9972718891994652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:19,337] Trial 5437 finished with value: 0.9943094580945724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:21,177] Trial 5438 finished with value: 0.9956703442426135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:29,465] Trial 5439 finished with value: 0.9974022670634101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:46,018] Trial 5440 finished with value: 0.9968656492523364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:50,853] Trial 5441 finished with value: 0.9969759924352387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:59,555] Trial 5442 finished with value: 0.9965971246559803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:03,133] Trial 5443 finished with value: 0.996290621146553 and parameters: {'classifier': 'SVC', 'svc_c': 16557.93098059922, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:05,178] Trial 5444 finished with value: 0.9974393586163263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:10,961] Trial 5445 finished with value: 0.9970672727518256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:12,708] Trial 5446 finished with value: 0.9966734982487107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:22,471] Trial 5447 finished with value: 0.9966619305114096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:26,149] Trial 5448 finished with value: 0.9972852181367277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:30,294] Trial 5449 finished with value: 0.9970581005283045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:35,759] Trial 5450 finished with value: 0.9975180665004132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:38,271] Trial 5451 finished with value: 0.9976215451865226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:40,528] Trial 5452 finished with value: 0.9974624779680714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:43,574] Trial 5453 finished with value: 0.9971097013512621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:52,545] Trial 5454 finished with value: 0.9972180633905046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:54,983] Trial 5455 finished with value: 0.997152411053345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:58,228] Trial 5456 finished with value: 0.9971650694955742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:03,940] Trial 5457 finished with value: 0.9971805589591499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:09,205] Trial 5458 finished with value: 0.9974289141153085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:12,470] Trial 5459 finished with value: 0.9976072835991112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:14,317] Trial 5460 finished with value: 0.9969896474477625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:19,802] Trial 5461 finished with value: 0.9973096562302661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:23,768] Trial 5462 finished with value: 0.986931004768968 and parameters: {'classifier': 'SVC', 'svc_c': 355564.4830579086, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:28,186] Trial 5463 finished with value: 0.9972540783935994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:31,916] Trial 5464 finished with value: 0.9973714906875841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:39,575] Trial 5465 finished with value: 0.9955562897875009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 56, 'rf_n_estimators': 57}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:42,318] Trial 5466 finished with value: 0.9977014103299294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:44,782] Trial 5467 finished with value: 0.9974658260316684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:47,362] Trial 5468 finished with value: 0.9968197550955694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:51,496] Trial 5469 finished with value: 0.997359299427353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:57,486] Trial 5470 finished with value: 0.9975775107759196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:00,681] Trial 5471 finished with value: 0.9973804194496171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:05,217] Trial 5472 finished with value: 0.9971794951362294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:08,002] Trial 5473 finished with value: 0.9974178081328232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:12,438] Trial 5474 finished with value: 0.9973500230717577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:29,399] Trial 5475 finished with value: 0.996168549188207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:47,885] Trial 5476 finished with value: 0.9967508374672757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:51,682] Trial 5477 finished with value: 0.9973634783576296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:55,538] Trial 5478 finished with value: 0.9974776064129496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:56,967] Trial 5479 finished with value: 0.9960937538264014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:59,906] Trial 5480 finished with value: 0.9976904254910369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:05,241] Trial 5481 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.878359770757261e-09, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:07,907] Trial 5482 finished with value: 0.9972041739300582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:12,328] Trial 5483 finished with value: 0.997525968287236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:16,524] Trial 5484 finished with value: 0.9971720979503974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:19,593] Trial 5485 finished with value: 0.9942954911936318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:23,318] Trial 5486 finished with value: 0.9975041732948938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:26,375] Trial 5487 finished with value: 0.9972193948274608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:31,103] Trial 5488 finished with value: 0.9972394904770233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:33,443] Trial 5489 finished with value: 0.9974279206553289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:37,651] Trial 5490 finished with value: 0.997467402294843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:40,454] Trial 5491 finished with value: 0.9974208372304502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:45,393] Trial 5492 finished with value: 0.9970641122909997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:54,384] Trial 5493 finished with value: 0.9967224272476657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:59,288] Trial 5494 finished with value: 0.9974767732294026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:02,783] Trial 5495 finished with value: 0.9971897925955219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:05,698] Trial 5496 finished with value: 0.9853161015807651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 70, 'rf_n_estimators': 52}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:10,473] Trial 5497 finished with value: 0.9971654762168586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:12,960] Trial 5498 finished with value: 0.9974034881476621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:18,501] Trial 5499 finished with value: 0.9852068745883305 and parameters: {'classifier': 'SVC', 'svc_c': 1.0533002347130413e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:22,427] Trial 5500 finished with value: 0.9973501704308619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:26,147] Trial 5501 finished with value: 0.9973939016809726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:31,515] Trial 5502 finished with value: 0.9971589260205631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:35,528] Trial 5503 finished with value: 0.997424024097215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:39,653] Trial 5504 finished with value: 0.9973111062083069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:42,746] Trial 5505 finished with value: 0.9973942986587193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:44,056] Trial 5506 finished with value: 0.9960048560110527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 38}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:49,103] Trial 5507 finished with value: 0.9973708442816228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:51,629] Trial 5508 finished with value: 0.9974450158665951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:53,597] Trial 5509 finished with value: 0.9954992584181476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:58,270] Trial 5510 finished with value: 0.9972095869253911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:00,503] Trial 5511 finished with value: 0.9962464243648155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:16,853] Trial 5512 finished with value: 0.9966253379736125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:19,584] Trial 5513 finished with value: 0.9935158074756311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:41,212] Trial 5514 finished with value: 0.9965570087026475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 63, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:45,229] Trial 5515 finished with value: 0.9974408663890965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:48,926] Trial 5516 finished with value: 0.9976710742540941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:53,672] Trial 5517 finished with value: 0.9973478611489766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:58,815] Trial 5518 finished with value: 0.9853854942937956 and parameters: {'classifier': 'SVC', 'svc_c': 0.017991835639972347, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:01,498] Trial 5519 finished with value: 0.9966240357672689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:15,967] Trial 5520 finished with value: 0.9968918641291488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:19,524] Trial 5521 finished with value: 0.9973571038306521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:22,401] Trial 5522 finished with value: 0.997576214758468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:26,933] Trial 5523 finished with value: 0.9973324545848152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:30,101] Trial 5524 finished with value: 0.9972008731242056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:33,892] Trial 5525 finished with value: 0.997592766394593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:35,421] Trial 5526 finished with value: 0.9964711075170462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:41,475] Trial 5527 finished with value: 0.9972309980477424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:44,116] Trial 5528 finished with value: 0.99588616417159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 49}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:49,289] Trial 5529 finished with value: 0.9975174968049741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:54,971] Trial 5530 finished with value: 0.9968253073251022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:57,103] Trial 5531 finished with value: 0.9969776501378839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:56:02,298] Trial 5532 finished with value: 0.9975202637474853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:56:14,425] Trial 5533 finished with value: 0.9968173285421159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:56:22,548] Trial 5534 finished with value: 0.9969751226578846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:56:43,662] Trial 5535 finished with value: 0.9964031051147901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:56:46,628] Trial 5536 finished with value: 0.996736417920299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 44}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:56:53,171] Trial 5537 finished with value: 0.9854046659576582 and parameters: {'classifier': 'SVC', 'svc_c': 0.2433775375600963, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:01,832] Trial 5538 finished with value: 0.9971390584713417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:05,177] Trial 5539 finished with value: 0.9973110414947136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:05,924] Trial 5540 finished with value: 0.9917021146339592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 4}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:10,212] Trial 5541 finished with value: 0.9971626708714793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:13,157] Trial 5542 finished with value: 0.9975735700069007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:17,757] Trial 5543 finished with value: 0.997343107254768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:21,209] Trial 5544 finished with value: 0.9971615000918107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:24,540] Trial 5545 finished with value: 0.9974852240820247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:26,374] Trial 5546 finished with value: 0.9971782566596041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:28,177] Trial 5547 finished with value: 0.9961678303880785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:30,851] Trial 5548 finished with value: 0.997110606294218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:34,932] Trial 5549 finished with value: 0.9970481877007128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:38,176] Trial 5550 finished with value: 0.9966074023425565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:41,665] Trial 5551 finished with value: 0.9976697821404054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:43,098] Trial 5552 finished with value: 0.9954880919749486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:48,335] Trial 5553 finished with value: 0.9973091348399222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:52,746] Trial 5554 finished with value: 0.9971769648950323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:07,609] Trial 5555 finished with value: 0.9896098031131496 and parameters: {'classifier': 'SVC', 'svc_c': 9672478683.861282, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:12,504] Trial 5556 finished with value: 0.9975741585863948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:17,549] Trial 5557 finished with value: 0.9973753626805578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:20,528] Trial 5558 finished with value: 0.9974867876500365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:22,957] Trial 5559 finished with value: 0.9973369390876649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:26,234] Trial 5560 finished with value: 0.9972880194196548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:28,822] Trial 5561 finished with value: 0.9967768717871327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:33,223] Trial 5562 finished with value: 0.9972818093902517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:41,592] Trial 5563 finished with value: 0.9971212430000033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:56,696] Trial 5564 finished with value: 0.9968546977699845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:04,915] Trial 5565 finished with value: 0.9973356046356076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:10,146] Trial 5566 finished with value: 0.9974649956727953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:20,330] Trial 5567 finished with value: 0.9968357325294722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 88}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:26,160] Trial 5568 finished with value: 0.9970914214273859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:28,712] Trial 5569 finished with value: 0.9962342825522442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 23}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:31,823] Trial 5570 finished with value: 0.9972394276042286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:35,602] Trial 5571 finished with value: 0.9973466392078011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:40,210] Trial 5572 finished with value: 0.9974650704155673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:43,110] Trial 5573 finished with value: 0.9974653157495922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:47,756] Trial 5574 finished with value: 0.9852065466087945 and parameters: {'classifier': 'SVC', 'svc_c': 7.657166954511121e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:51,557] Trial 5575 finished with value: 0.9974140784208889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:58,126] Trial 5576 finished with value: 0.9970674806033816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:01,032] Trial 5577 finished with value: 0.9970518133440484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:05,202] Trial 5578 finished with value: 0.9975049245629015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:08,623] Trial 5579 finished with value: 0.9974749713731819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:11,740] Trial 5580 finished with value: 0.9970845564545243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:15,559] Trial 5581 finished with value: 0.9974630028813231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:19,932] Trial 5582 finished with value: 0.9973133920041409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:25,490] Trial 5583 finished with value: 0.9970966751618989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:29,023] Trial 5584 finished with value: 0.9974131770960547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:30,197] Trial 5585 finished with value: 0.9971528166003267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 33}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:31,976] Trial 5586 finished with value: 0.9941582111599979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:36,132] Trial 5587 finished with value: 0.9972302746138796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:38,996] Trial 5588 finished with value: 0.9975832344853665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:44,247] Trial 5589 finished with value: 0.9972041578389391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:50,659] Trial 5590 finished with value: 0.997182182004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:54,180] Trial 5591 finished with value: 0.9975529178013925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:55,872] Trial 5592 finished with value: 0.9890233801147091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:02,726] Trial 5593 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7448761995165327e-06, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:20,945] Trial 5594 finished with value: 0.9964343201719731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:24,221] Trial 5595 finished with value: 0.9970234740269236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:29,067] Trial 5596 finished with value: 0.9973944333543986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:32,091] Trial 5597 finished with value: 0.9974918896456139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:34,785] Trial 5598 finished with value: 0.9975375278996329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:40,990] Trial 5599 finished with value: 0.9969348363037266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:46,082] Trial 5600 finished with value: 0.9975123378715905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:47,964] Trial 5601 finished with value: 0.9972761893685486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:51,387] Trial 5602 finished with value: 0.9974699344403147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:52,607] Trial 5603 finished with value: 0.9929981445902497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:04,555] Trial 5604 finished with value: 0.9968016347816299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:07,186] Trial 5605 finished with value: 0.9976555261706035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:11,880] Trial 5606 finished with value: 0.9973842013386713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:14,256] Trial 5607 finished with value: 0.9972827780311876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:18,782] Trial 5608 finished with value: 0.9974730528801511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:20,529] Trial 5609 finished with value: 0.9973378497117061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:23,009] Trial 5610 finished with value: 0.9957366751044967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:27,135] Trial 5611 finished with value: 0.9971804268659791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:32,344] Trial 5612 finished with value: 0.9866190196785899 and parameters: {'classifier': 'SVC', 'svc_c': 10442405.935877858, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:35,402] Trial 5613 finished with value: 0.9973351734443966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:47,237] Trial 5614 finished with value: 0.9972328580160719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:51,290] Trial 5615 finished with value: 0.9974685373693658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:55,941] Trial 5616 finished with value: 0.9972708114436033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:12,185] Trial 5617 finished with value: 0.99684447648167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:14,949] Trial 5618 finished with value: 0.99748440664048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:19,353] Trial 5619 finished with value: 0.9970501041942553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:34,403] Trial 5620 finished with value: 0.9965319559093171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:39,652] Trial 5621 finished with value: 0.9972842967852737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:42,541] Trial 5622 finished with value: 0.9975946571804305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:45,752] Trial 5623 finished with value: 0.9971663531035041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:48,906] Trial 5624 finished with value: 0.997326325550552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:51,499] Trial 5625 finished with value: 0.9971167389466027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:54,511] Trial 5626 finished with value: 0.9966795824690485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:00,333] Trial 5627 finished with value: 0.9973562270074825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 105}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:04,034] Trial 5628 finished with value: 0.9972391498975384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:08,033] Trial 5629 finished with value: 0.9976578005090527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:13,592] Trial 5630 finished with value: 0.9853212546743736 and parameters: {'classifier': 'SVC', 'svc_c': 0.0017752311539267769, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:19,038] Trial 5631 finished with value: 0.9969614285125209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:22,556] Trial 5632 finished with value: 0.9976491704642051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:29,722] Trial 5633 finished with value: 0.9968395185444544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:34,906] Trial 5634 finished with value: 0.9971457363492386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:38,486] Trial 5635 finished with value: 0.9976587096731503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:43,008] Trial 5636 finished with value: 0.9973003679412176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:53,549] Trial 5637 finished with value: 0.9968373330721461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:56,460] Trial 5638 finished with value: 0.9962627983003965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:07,561] Trial 5639 finished with value: 0.9968604154492291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:12,063] Trial 5640 finished with value: 0.9975912667149892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:14,885] Trial 5641 finished with value: 0.9973693591697187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:16,679] Trial 5642 finished with value: 0.9973483148741016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 41}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:24,117] Trial 5643 finished with value: 0.997475047099829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:27,583] Trial 5644 finished with value: 0.9974991194774598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:40,590] Trial 5645 finished with value: 0.996698748578777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:42,834] Trial 5646 finished with value: 0.9950475403664809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:48,689] Trial 5647 finished with value: 0.9973079032821608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:53,649] Trial 5648 finished with value: 0.9971614629267211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:00,003] Trial 5649 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.9436925211195565e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:15,854] Trial 5650 finished with value: 0.9965239673827929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:20,244] Trial 5651 finished with value: 0.9975821357190101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:21,761] Trial 5652 finished with value: 0.9925768225038496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:32,614] Trial 5653 finished with value: 0.9967863405061852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:34,778] Trial 5654 finished with value: 0.9971648797028877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:52,864] Trial 5655 finished with value: 0.9966000918964256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:54,641] Trial 5656 finished with value: 0.9971128331210197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:56,216] Trial 5657 finished with value: 0.9893940010526148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:05,604] Trial 5658 finished with value: 0.9971629883457679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:06,548] Trial 5659 finished with value: 0.9954585464269127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 16}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:11,778] Trial 5660 finished with value: 0.9974682376683055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:14,913] Trial 5661 finished with value: 0.9971793067717485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:19,622] Trial 5662 finished with value: 0.9973047268571674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:23,323] Trial 5663 finished with value: 0.9974290261183839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:26,887] Trial 5664 finished with value: 0.9975677824090461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:29,781] Trial 5665 finished with value: 0.9975312428100787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:36,686] Trial 5666 finished with value: 0.9972404588640561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:40,437] Trial 5667 finished with value: 0.9971663755422046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:46,510] Trial 5668 finished with value: 0.9974186005648967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:49,785] Trial 5669 finished with value: 0.997446265451488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:52,379] Trial 5670 finished with value: 0.9973746655256823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:00,431] Trial 5671 finished with value: 0.9901758596742009 and parameters: {'classifier': 'SVC', 'svc_c': 227359463.81767684, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:10,522] Trial 5672 finished with value: 0.9970770641819214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:14,383] Trial 5673 finished with value: 0.997093952747672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:21,021] Trial 5674 finished with value: 0.9965844618973957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:25,039] Trial 5675 finished with value: 0.9973320000979804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:28,035] Trial 5676 finished with value: 0.997454377438472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:31,439] Trial 5677 finished with value: 0.997251785869329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:33,943] Trial 5678 finished with value: 0.9974271939841994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:39,554] Trial 5679 finished with value: 0.9971511104973727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:41,103] Trial 5680 finished with value: 0.9970525966673427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:44,292] Trial 5681 finished with value: 0.9974151371022684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:47,108] Trial 5682 finished with value: 0.997258318704989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:50,012] Trial 5683 finished with value: 0.9975209366863372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:01,171] Trial 5684 finished with value: 0.9970476070239576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:16,256] Trial 5685 finished with value: 0.9970222178722837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:22,155] Trial 5686 finished with value: 0.9852076119551345 and parameters: {'classifier': 'SVC', 'svc_c': 1.0840365561712659e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:26,350] Trial 5687 finished with value: 0.9976042154638582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:28,489] Trial 5688 finished with value: 0.9975639151132829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:34,845] Trial 5689 finished with value: 0.9973377265051493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:39,600] Trial 5690 finished with value: 0.9974083473799853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:45,359] Trial 5691 finished with value: 0.9972113200373043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:49,779] Trial 5692 finished with value: 0.9970851725190463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:54,978] Trial 5693 finished with value: 0.9976068882399978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:57,548] Trial 5694 finished with value: 0.9971179394012147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:01,537] Trial 5695 finished with value: 0.9974420042248172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:04,821] Trial 5696 finished with value: 0.9977301610020731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:08,269] Trial 5697 finished with value: 0.9976108191067897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:11,665] Trial 5698 finished with value: 0.9973604307568027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:13,453] Trial 5699 finished with value: 0.9893521112041576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:16,194] Trial 5700 finished with value: 0.9967814784491882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:20,592] Trial 5701 finished with value: 0.9972852091866379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:28,509] Trial 5702 finished with value: 0.9970889176556036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:32,167] Trial 5703 finished with value: 0.9973901947251181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:37,080] Trial 5704 finished with value: 0.9974301063498027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:38,898] Trial 5705 finished with value: 0.9932394276519624 and parameters: {'classifier': 'SVC', 'svc_c': 139.49222639714313, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:41,363] Trial 5706 finished with value: 0.9972995070504774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:45,527] Trial 5707 finished with value: 0.9974136935987609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:47,644] Trial 5708 finished with value: 0.9955355319899747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:50,339] Trial 5709 finished with value: 0.9972924123903795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:57,673] Trial 5710 finished with value: 0.9972409521980897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:01,509] Trial 5711 finished with value: 0.9971859127315473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 55}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:05,053] Trial 5712 finished with value: 0.9970920681507264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:12,355] Trial 5713 finished with value: 0.9971551127744563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 95}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:17,260] Trial 5714 finished with value: 0.9975718367997738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:19,214] Trial 5715 finished with value: 0.9970131328645326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:23,693] Trial 5716 finished with value: 0.9974650306479692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:27,502] Trial 5717 finished with value: 0.9973653335017972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:31,073] Trial 5718 finished with value: 0.9972947579169552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:33,604] Trial 5719 finished with value: 0.997501219638273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:36,291] Trial 5720 finished with value: 0.9972192953608587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:38,764] Trial 5721 finished with value: 0.9974605244998668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:42,455] Trial 5722 finished with value: 0.9972449527613264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:47,262] Trial 5723 finished with value: 0.9968764247479912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:53,727] Trial 5724 finished with value: 0.9852108062485699 and parameters: {'classifier': 'SVC', 'svc_c': 0.00039852616853921325, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:58,442] Trial 5725 finished with value: 0.9971108297290864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:02,755] Trial 5726 finished with value: 0.997499128713191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:09,684] Trial 5727 finished with value: 0.99725871076336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:13,770] Trial 5728 finished with value: 0.9974690095024773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:16,529] Trial 5729 finished with value: 0.997569214106052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:20,718] Trial 5730 finished with value: 0.9974402234425669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:24,743] Trial 5731 finished with value: 0.9975066471695674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:30,314] Trial 5732 finished with value: 0.9972974302487642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:49,104] Trial 5733 finished with value: 0.996243180115914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 64, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:50,930] Trial 5734 finished with value: 0.9961138893705138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:55,078] Trial 5735 finished with value: 0.9970416133518697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:00,031] Trial 5736 finished with value: 0.9974443733009203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:06,579] Trial 5737 finished with value: 0.9966828200529895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 59}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:09,389] Trial 5738 finished with value: 0.9971898283006677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:16,571] Trial 5739 finished with value: 0.9973141660599661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:18,728] Trial 5740 finished with value: 0.9973568897584663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:23,347] Trial 5741 finished with value: 0.997103922481332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:26,973] Trial 5742 finished with value: 0.9903720492630762 and parameters: {'classifier': 'SVC', 'svc_c': 6.306393084429721, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:32,458] Trial 5743 finished with value: 0.9971437023937005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:35,758] Trial 5744 finished with value: 0.9975250738812655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:38,479] Trial 5745 finished with value: 0.9969633849006131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:43,633] Trial 5746 finished with value: 0.9973303330961283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:52,993] Trial 5747 finished with value: 0.9972864722918793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:54,709] Trial 5748 finished with value: 0.9946369459149712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:59,776] Trial 5749 finished with value: 0.9972937645839272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:02,253] Trial 5750 finished with value: 0.996985450299927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:03,971] Trial 5751 finished with value: 0.9969381679905632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:07,340] Trial 5752 finished with value: 0.9966329916334747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:10,141] Trial 5753 finished with value: 0.9970245876783589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:11,750] Trial 5754 finished with value: 0.9941226472160439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:35,439] Trial 5755 finished with value: 0.996589356136631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:39,672] Trial 5756 finished with value: 0.9974350276297349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:42,777] Trial 5757 finished with value: 0.9974056421994422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:46,190] Trial 5758 finished with value: 0.9968775195153715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:52,508] Trial 5759 finished with value: 0.9969003098402299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:57,494] Trial 5760 finished with value: 0.9973509243013781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:02,236] Trial 5761 finished with value: 0.9867155200557699 and parameters: {'classifier': 'SVC', 'svc_c': 2282574.9669913477, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:04,768] Trial 5762 finished with value: 0.9976614001907803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:08,090] Trial 5763 finished with value: 0.9972844461756042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:09,478] Trial 5764 finished with value: 0.9965805473438882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:12,359] Trial 5765 finished with value: 0.9971479442919856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:14,548] Trial 5766 finished with value: 0.997342892262183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 47}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:16,445] Trial 5767 finished with value: 0.9909283125532329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:21,193] Trial 5768 finished with value: 0.9976411753679342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:28,106] Trial 5769 finished with value: 0.996523086878026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:30,954] Trial 5770 finished with value: 0.9973282016417384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:46,846] Trial 5771 finished with value: 0.9961009565858124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:49,761] Trial 5772 finished with value: 0.9973350047256804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:54,214] Trial 5773 finished with value: 0.9974224389474263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:58,137] Trial 5774 finished with value: 0.9969397083899022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:01,585] Trial 5775 finished with value: 0.9974809908164506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:05,479] Trial 5776 finished with value: 0.997332687572794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:08,714] Trial 5777 finished with value: 0.9968869938520338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:14,620] Trial 5778 finished with value: 0.9972811594613824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:15,978] Trial 5779 finished with value: 0.9965253258287087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:18,971] Trial 5780 finished with value: 0.9950884073021804 and parameters: {'classifier': 'SVC', 'svc_c': 1008.2602962068813, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:21,755] Trial 5781 finished with value: 0.9973283768667255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:23,475] Trial 5782 finished with value: 0.9969523404261924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:28,336] Trial 5783 finished with value: 0.9973188018574208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:31,835] Trial 5784 finished with value: 0.9974131288861732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:43,126] Trial 5785 finished with value: 0.9972186849139465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:00,457] Trial 5786 finished with value: 0.9967951743083989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:03,933] Trial 5787 finished with value: 0.9971581951282921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:06,947] Trial 5788 finished with value: 0.9973233954117205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:11,894] Trial 5789 finished with value: 0.9974817484955155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:17,691] Trial 5790 finished with value: 0.9967569796727705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:21,559] Trial 5791 finished with value: 0.9975523998387428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:23,855] Trial 5792 finished with value: 0.9974333346980124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:27,697] Trial 5793 finished with value: 0.9975037214740431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:40,072] Trial 5794 finished with value: 0.9972328624911166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:43,252] Trial 5795 finished with value: 0.9972392142620147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:54,436] Trial 5796 finished with value: 0.9967749014343609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:57,421] Trial 5797 finished with value: 0.9964632530197054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:59,489] Trial 5798 finished with value: 0.994446612065238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:16,769] Trial 5799 finished with value: 0.996707913661269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:22,642] Trial 5800 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 9.209928340567169e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:31,217] Trial 5801 finished with value: 0.9970200118020734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:33,069] Trial 5802 finished with value: 0.9952452881279238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:34,961] Trial 5803 finished with value: 0.996536350498675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:37,426] Trial 5804 finished with value: 0.9973929163776353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:42,577] Trial 5805 finished with value: 0.9971469844424498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:46,578] Trial 5806 finished with value: 0.997413023325893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:50,005] Trial 5807 finished with value: 0.9974728229072736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:52,390] Trial 5808 finished with value: 0.9971244989919307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:55,391] Trial 5809 finished with value: 0.9974008106108362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:58,972] Trial 5810 finished with value: 0.9972303984869324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:02,379] Trial 5811 finished with value: 0.9971193811273995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:06,046] Trial 5812 finished with value: 0.997224154942299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:11,538] Trial 5813 finished with value: 0.9972010551411049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:15,423] Trial 5814 finished with value: 0.9974716950372559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:18,957] Trial 5815 finished with value: 0.9974235956037262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:22,990] Trial 5816 finished with value: 0.9975312656931098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:30,100] Trial 5817 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.782590323392341e-10, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:34,731] Trial 5818 finished with value: 0.9973903207880865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:38,516] Trial 5819 finished with value: 0.9972104682553434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:39,724] Trial 5820 finished with value: 0.997310115858642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 31}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:45,684] Trial 5821 finished with value: 0.9970580687586592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:47,172] Trial 5822 finished with value: 0.9969224687076813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:50,929] Trial 5823 finished with value: 0.9974677504914258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:53,146] Trial 5824 finished with value: 0.9884333236336702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:01,552] Trial 5825 finished with value: 0.9968561473036944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:05,604] Trial 5826 finished with value: 0.9973967298459074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:08,915] Trial 5827 finished with value: 0.9971843976273206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:12,780] Trial 5828 finished with value: 0.9968243947015729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:14,809] Trial 5829 finished with value: 0.9965921298075785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:19,549] Trial 5830 finished with value: 0.9974360403228865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:23,765] Trial 5831 finished with value: 0.9974562496893715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:34,483] Trial 5832 finished with value: 0.9967406804799618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:49,224] Trial 5833 finished with value: 0.9968115332319497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:54,062] Trial 5834 finished with value: 0.9971461304070979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:13,132] Trial 5835 finished with value: 0.9966527677457849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:21,105] Trial 5836 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 7.735723959042332e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:24,109] Trial 5837 finished with value: 0.9975872856070899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:26,060] Trial 5838 finished with value: 0.9973779363709504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:30,450] Trial 5839 finished with value: 0.9962046233190236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:35,157] Trial 5840 finished with value: 0.9972016359448116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:36,793] Trial 5841 finished with value: 0.9975274393709853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:40,583] Trial 5842 finished with value: 0.9971530761846719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:43,622] Trial 5843 finished with value: 0.9971965165251228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:48,821] Trial 5844 finished with value: 0.9973810876912589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:52,622] Trial 5845 finished with value: 0.9974495289652995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:56,679] Trial 5846 finished with value: 0.9974749643273664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:59,004] Trial 5847 finished with value: 0.9969139410493231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:19,365] Trial 5848 finished with value: 0.9966956384225346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:23,372] Trial 5849 finished with value: 0.9974383680444964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:28,071] Trial 5850 finished with value: 0.9945929086479568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:33,548] Trial 5851 finished with value: 0.9973925526294778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:36,963] Trial 5852 finished with value: 0.9974316216127189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:41,503] Trial 5853 finished with value: 0.9975244772720812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:46,682] Trial 5854 finished with value: 0.9972643992754676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:49,733] Trial 5855 finished with value: 0.9963406186973768 and parameters: {'classifier': 'SVC', 'svc_c': 63623.992297986566, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:53,952] Trial 5856 finished with value: 0.9973328163017467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 87}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:56,548] Trial 5857 finished with value: 0.9973037391417491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:04,301] Trial 5858 finished with value: 0.996144746487576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 42, 'rf_n_estimators': 75}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:07,677] Trial 5859 finished with value: 0.9976574081333028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:12,053] Trial 5860 finished with value: 0.9974150222110434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:15,215] Trial 5861 finished with value: 0.9973443637267869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:17,679] Trial 5862 finished with value: 0.9972635712651995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:21,305] Trial 5863 finished with value: 0.997405729669115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:22,736] Trial 5864 finished with value: 0.996734975559356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:31,757] Trial 5865 finished with value: 0.9962606738283463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 62, 'rf_n_estimators': 62}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:34,438] Trial 5866 finished with value: 0.9974099152960901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:50,618] Trial 5867 finished with value: 0.9969862678049477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:52,487] Trial 5868 finished with value: 0.9963933470412352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:54,460] Trial 5869 finished with value: 0.9940463415741734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:59,092] Trial 5870 finished with value: 0.9971937446632358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:03,665] Trial 5871 finished with value: 0.9975449625996715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:17,474] Trial 5872 finished with value: 0.9965394599566837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:19,716] Trial 5873 finished with value: 0.9911515971428329 and parameters: {'classifier': 'SVC', 'svc_c': 31.6158749863466, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:22,551] Trial 5874 finished with value: 0.9971602192450787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:27,817] Trial 5875 finished with value: 0.9975345107989351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:33,276] Trial 5876 finished with value: 0.9973138875280902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:36,507] Trial 5877 finished with value: 0.9973646968393733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:39,374] Trial 5878 finished with value: 0.9972160290858493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:44,263] Trial 5879 finished with value: 0.9972995183809102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:52,903] Trial 5880 finished with value: 0.9972904644128325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:56,406] Trial 5881 finished with value: 0.9975583792922481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:01,128] Trial 5882 finished with value: 0.9967559860223635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:04,011] Trial 5883 finished with value: 0.9971954737126971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:14,515] Trial 5884 finished with value: 0.9953081877728923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 58, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:22,786] Trial 5885 finished with value: 0.9971970058919181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:26,293] Trial 5886 finished with value: 0.9973287939980434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:30,680] Trial 5887 finished with value: 0.996919642129642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:33,990] Trial 5888 finished with value: 0.9973902219245048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:38,074] Trial 5889 finished with value: 0.9976416211268445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:53,880] Trial 5890 finished with value: 0.9967421458191495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:57,900] Trial 5891 finished with value: 0.9977101045170883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:00,296] Trial 5892 finished with value: 0.9959296352660733 and parameters: {'classifier': 'SVC', 'svc_c': 8860.25524466924, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:05,805] Trial 5893 finished with value: 0.9974453205505066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:09,035] Trial 5894 finished with value: 0.996903392701872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:20,175] Trial 5895 finished with value: 0.9965680515584348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:23,921] Trial 5896 finished with value: 0.9973915390476648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:29,356] Trial 5897 finished with value: 0.9974796382420479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:34,281] Trial 5898 finished with value: 0.9973016648790684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:38,431] Trial 5899 finished with value: 0.9975043526775469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:54,429] Trial 5900 finished with value: 0.9961437283989802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:55,835] Trial 5901 finished with value: 0.9893690137980634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:58,998] Trial 5902 finished with value: 0.9969291188149093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:04,806] Trial 5903 finished with value: 0.9971048474826452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:07,923] Trial 5904 finished with value: 0.9973786113410285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:10,108] Trial 5905 finished with value: 0.9972290403901338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 53}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:34,181] Trial 5906 finished with value: 0.9959579945780798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:34,909] Trial 5907 finished with value: 0.9900122637737327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 7}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:37,543] Trial 5908 finished with value: 0.9974201161769303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:44,247] Trial 5909 finished with value: 0.9971473709466873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:47,581] Trial 5910 finished with value: 0.9972939148946569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:53,376] Trial 5911 finished with value: 0.9853936890215046 and parameters: {'classifier': 'SVC', 'svc_c': 0.04205185114447007, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:56,226] Trial 5912 finished with value: 0.9969743993827113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:59,904] Trial 5913 finished with value: 0.997484137407811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:06,113] Trial 5914 finished with value: 0.9969848576897188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:08,920] Trial 5915 finished with value: 0.9970351316777165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:12,087] Trial 5916 finished with value: 0.9974082185875567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:14,754] Trial 5917 finished with value: 0.9974756749073768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:24,743] Trial 5918 finished with value: 0.9968553735969863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:28,537] Trial 5919 finished with value: 0.9972902263150507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:31,045] Trial 5920 finished with value: 0.997586960039635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:35,039] Trial 5921 finished with value: 0.9954609087745793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:45,898] Trial 5922 finished with value: 0.9971239728091628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:51,133] Trial 5923 finished with value: 0.9973529843454761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:53,571] Trial 5924 finished with value: 0.9961467196332836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:58,177] Trial 5925 finished with value: 0.9970233039752155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:09,038] Trial 5926 finished with value: 0.9968225292108478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:21,808] Trial 5927 finished with value: 0.9964430824052054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:28,544] Trial 5928 finished with value: 0.9971075091187794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 105}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:31,361] Trial 5929 finished with value: 0.9885622576767283 and parameters: {'classifier': 'SVC', 'svc_c': 2.1064858540016966, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:34,802] Trial 5930 finished with value: 0.9975339387548908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:37,548] Trial 5931 finished with value: 0.9972969145395055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:41,137] Trial 5932 finished with value: 0.9972308524659609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:43,954] Trial 5933 finished with value: 0.9974745873127636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:48,088] Trial 5934 finished with value: 0.9977004897401854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:51,316] Trial 5935 finished with value: 0.9969201054396152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:54,414] Trial 5936 finished with value: 0.9973899795421054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:09,873] Trial 5937 finished with value: 0.9946517088026311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:25,144] Trial 5938 finished with value: 0.9963267568806481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:27,731] Trial 5939 finished with value: 0.997337190547106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:32,907] Trial 5940 finished with value: 0.9972267138428267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:36,872] Trial 5941 finished with value: 0.9974515461632224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:38,751] Trial 5942 finished with value: 0.9971529911270799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:42,003] Trial 5943 finished with value: 0.9973174463313929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:00,349] Trial 5944 finished with value: 0.9968588505799634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:04,005] Trial 5945 finished with value: 0.9976310982331952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:10,088] Trial 5946 finished with value: 0.9973482250240857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:12,204] Trial 5947 finished with value: 0.9965173168312343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:14,642] Trial 5948 finished with value: 0.9930950508952665 and parameters: {'classifier': 'SVC', 'svc_c': 2220.5260985448035, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:19,659] Trial 5949 finished with value: 0.9973311884962103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:26,455] Trial 5950 finished with value: 0.9965598925993477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:47,972] Trial 5951 finished with value: 0.9963764084882804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:52,432] Trial 5952 finished with value: 0.9973214069366039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:55,953] Trial 5953 finished with value: 0.9975010202924762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:57,222] Trial 5954 finished with value: 0.9967952649518627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:00,460] Trial 5955 finished with value: 0.9972191557775417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:08,409] Trial 5956 finished with value: 0.9968683023509733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:10,665] Trial 5957 finished with value: 0.997332790117973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:16,696] Trial 5958 finished with value: 0.9975149578041144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:20,845] Trial 5959 finished with value: 0.9972726266614832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:26,852] Trial 5960 finished with value: 0.9971374231756592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:30,111] Trial 5961 finished with value: 0.9976045268444681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:33,885] Trial 5962 finished with value: 0.9975354835975369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:41,680] Trial 5963 finished with value: 0.9969869913022863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:45,258] Trial 5964 finished with value: 0.9972156090029061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:48,852] Trial 5965 finished with value: 0.9977016572191117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:56,476] Trial 5966 finished with value: 0.9963313538309039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 73}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:58,993] Trial 5967 finished with value: 0.9938884997880678 and parameters: {'classifier': 'SVC', 'svc_c': 285.25577777720173, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:01,676] Trial 5968 finished with value: 0.9973595488238299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:12,785] Trial 5969 finished with value: 0.9969884644172615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:15,355] Trial 5970 finished with value: 0.9960885717878214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 28}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:27,484] Trial 5971 finished with value: 0.9969247637392464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:31,193] Trial 5972 finished with value: 0.9974155532179733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:36,097] Trial 5973 finished with value: 0.99741066653236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:38,636] Trial 5974 finished with value: 0.9976077160598383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:42,671] Trial 5975 finished with value: 0.9971746388237936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:51,390] Trial 5976 finished with value: 0.9967746446429517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:55,481] Trial 5977 finished with value: 0.9975548548928374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:57,281] Trial 5978 finished with value: 0.9898093974812626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:00,281] Trial 5979 finished with value: 0.9974093369996782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:04,352] Trial 5980 finished with value: 0.9973936448578256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:09,673] Trial 5981 finished with value: 0.9975620691096326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:14,654] Trial 5982 finished with value: 0.9971103628644675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:19,169] Trial 5983 finished with value: 0.9973841142498533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:22,080] Trial 5984 finished with value: 0.9974646390974048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:27,075] Trial 5985 finished with value: 0.9867345184306576 and parameters: {'classifier': 'SVC', 'svc_c': 55838596.659424454, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:28,329] Trial 5986 finished with value: 0.9955697654808474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 25}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:31,532] Trial 5987 finished with value: 0.9975477006606869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:36,287] Trial 5988 finished with value: 0.9974067090374638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:40,309] Trial 5989 finished with value: 0.9973976530381599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:43,100] Trial 5990 finished with value: 0.9969972179860452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:02,142] Trial 5991 finished with value: 0.9965185879661663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:06,738] Trial 5992 finished with value: 0.997442160660963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:09,902] Trial 5993 finished with value: 0.9970067696997259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:14,727] Trial 5994 finished with value: 0.9975874760027968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:16,977] Trial 5995 finished with value: 0.9974219424713399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:33,922] Trial 5996 finished with value: 0.9966920998045411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:36,571] Trial 5997 finished with value: 0.9973234444785256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:39,855] Trial 5998 finished with value: 0.9973646042281592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:41,940] Trial 5999 finished with value: 0.9951335288948037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:46,480] Trial 6000 finished with value: 0.9973837317128545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:49,024] Trial 6001 finished with value: 0.9946887510983151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:57,205] Trial 6002 finished with value: 0.9972533160807998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:59,000] Trial 6003 finished with value: 0.9971755855655736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:05,334] Trial 6004 finished with value: 0.9853764804741708 and parameters: {'classifier': 'SVC', 'svc_c': 0.006301671808830875, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:09,374] Trial 6005 finished with value: 0.9975667964709505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:13,571] Trial 6006 finished with value: 0.9972948985793612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:17,423] Trial 6007 finished with value: 0.9974316398302778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:22,748] Trial 6008 finished with value: 0.996980343987994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:30,476] Trial 6009 finished with value: 0.9968298052848249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 83}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:42,337] Trial 6010 finished with value: 0.9965872167477641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:45,011] Trial 6011 finished with value: 0.9976378850673289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:50,362] Trial 6012 finished with value: 0.9976138879720146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:55,165] Trial 6013 finished with value: 0.9970580425748855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:12,174] Trial 6014 finished with value: 0.9963298930619747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:15,801] Trial 6015 finished with value: 0.9974907199450341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:18,203] Trial 6016 finished with value: 0.9966530276475091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:22,787] Trial 6017 finished with value: 0.9973842092096724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:26,724] Trial 6018 finished with value: 0.9977377025636459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:40,767] Trial 6019 finished with value: 0.9968520100770283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:43,793] Trial 6020 finished with value: 0.9975078441964856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:50,303] Trial 6021 finished with value: 0.9961881394115931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 78}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:53,329] Trial 6022 finished with value: 0.9963063715592039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:01,512] Trial 6023 finished with value: 0.9852044984346738 and parameters: {'classifier': 'SVC', 'svc_c': 2.996156625584708e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:05,077] Trial 6024 finished with value: 0.9976588931817312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:09,644] Trial 6025 finished with value: 0.9971889108847144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:13,647] Trial 6026 finished with value: 0.9973284494830578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:15,512] Trial 6027 finished with value: 0.9968914255747433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:19,173] Trial 6028 finished with value: 0.99700662903732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 70}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:23,141] Trial 6029 finished with value: 0.9970181287920233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:24,462] Trial 6030 finished with value: 0.9972256914061376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 57}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:39,583] Trial 6031 finished with value: 0.996680082785422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:42,699] Trial 6032 finished with value: 0.9969347248401954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:44,572] Trial 6033 finished with value: 0.9969895533448669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:46,733] Trial 6034 finished with value: 0.9971892789492274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:50,335] Trial 6035 finished with value: 0.9976338244242333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:52,992] Trial 6036 finished with value: 0.9975536051809927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:58,786] Trial 6037 finished with value: 0.9974492346596834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:45:00,291] Trial 6038 finished with value: 0.9901037459434111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:45:04,709] Trial 6039 finished with value: 0.9974856072537817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:45:08,206] Trial 6040 finished with value: 0.9967186046706141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:45:12,456] Trial 6041 finished with value: 0.9973013157938242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:03,532] Trial 6042 finished with value: 0.9896206170434105 and parameters: {'classifier': 'SVC', 'svc_c': 2033190583.3428524, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:12,338] Trial 6043 finished with value: 0.9975009445658288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:24,973] Trial 6044 finished with value: 0.9964817497134896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:35,071] Trial 6045 finished with value: 0.9972684485246542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:42,227] Trial 6046 finished with value: 0.996992633127932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:45,870] Trial 6047 finished with value: 0.9973047364420156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:50,560] Trial 6048 finished with value: 0.9973331201287349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:54,323] Trial 6049 finished with value: 0.9962249697932689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:56,848] Trial 6050 finished with value: 0.997113301191679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:00,859] Trial 6051 finished with value: 0.9976833581890151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:19,579] Trial 6052 finished with value: 0.9968773829471557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:22,248] Trial 6053 finished with value: 0.9941974528926694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:26,365] Trial 6054 finished with value: 0.9973000420881215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:29,176] Trial 6055 finished with value: 0.9975074558831877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:32,525] Trial 6056 finished with value: 0.9971666778775111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:35,595] Trial 6057 finished with value: 0.997454348620452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:39,527] Trial 6058 finished with value: 0.997383042079863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:44,535] Trial 6059 finished with value: 0.9970298104366745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:52,085] Trial 6060 finished with value: 0.9852047441495535 and parameters: {'classifier': 'SVC', 'svc_c': 2.081022920647053e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:58,333] Trial 6061 finished with value: 0.9973826586542031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:00,313] Trial 6062 finished with value: 0.9966241186349455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 45}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:04,154] Trial 6063 finished with value: 0.997348273995677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:10,802] Trial 6064 finished with value: 0.9967630570059827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:13,979] Trial 6065 finished with value: 0.9975227360987393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:18,323] Trial 6066 finished with value: 0.997348983972667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:22,182] Trial 6067 finished with value: 0.997570394724472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:26,458] Trial 6068 finished with value: 0.9973553502477887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:30,137] Trial 6069 finished with value: 0.9971073441133985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:38,754] Trial 6070 finished with value: 0.9970271470549551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:40,012] Trial 6071 finished with value: 0.99315733968073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:44,319] Trial 6072 finished with value: 0.9975130453730238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:47,118] Trial 6073 finished with value: 0.9957377354679852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:49,482] Trial 6074 finished with value: 0.9974220432074582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:51,073] Trial 6075 finished with value: 0.997173313036185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:58,709] Trial 6076 finished with value: 0.9969869013570567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:05,699] Trial 6077 finished with value: 0.9969929172774176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:09,497] Trial 6078 finished with value: 0.997545064256189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:15,723] Trial 6079 finished with value: 0.9853881157814769 and parameters: {'classifier': 'SVC', 'svc_c': 0.1353674319210774, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:18,887] Trial 6080 finished with value: 0.9972985381556381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:21,426] Trial 6081 finished with value: 0.9975140341675311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:27,163] Trial 6082 finished with value: 0.9971067628336233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:31,778] Trial 6083 finished with value: 0.9971701346751791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:35,965] Trial 6084 finished with value: 0.9975326304866069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:39,641] Trial 6085 finished with value: 0.9970263512269254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:41,816] Trial 6086 finished with value: 0.9970679835540014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:46,950] Trial 6087 finished with value: 0.9974052412861948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:50,149] Trial 6088 finished with value: 0.9973190449063162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:55,053] Trial 6089 finished with value: 0.9975429127434419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:59,561] Trial 6090 finished with value: 0.9974129799401733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:02,931] Trial 6091 finished with value: 0.997452994808271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:19,177] Trial 6092 finished with value: 0.9960931761012718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 71, 'rf_n_estimators': 89}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:22,440] Trial 6093 finished with value: 0.997522139013486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:29,766] Trial 6094 finished with value: 0.9971325472174586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:33,016] Trial 6095 finished with value: 0.9964787172516446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:35,688] Trial 6096 finished with value: 0.9972845562109294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:39,402] Trial 6097 finished with value: 0.9975137595394177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:42,846] Trial 6098 finished with value: 0.9884617504522059 and parameters: {'classifier': 'SVC', 'svc_c': 35298.77404125773, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:45,362] Trial 6099 finished with value: 0.9974760951172718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:49,631] Trial 6100 finished with value: 0.9972650333036451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:53,785] Trial 6101 finished with value: 0.9973774551290594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:54,904] Trial 6102 finished with value: 0.9952380767992777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 12}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:57,078] Trial 6103 finished with value: 0.9936663839151724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:58,281] Trial 6104 finished with value: 0.9955539969775894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 19}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:01,991] Trial 6105 finished with value: 0.997395238640325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:06,066] Trial 6106 finished with value: 0.9973829593391382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:18,124] Trial 6107 finished with value: 0.9970810600162099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:20,237] Trial 6108 finished with value: 0.9962037671254936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:24,987] Trial 6109 finished with value: 0.9975928615448396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:29,599] Trial 6110 finished with value: 0.996780779167873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:31,310] Trial 6111 finished with value: 0.9914899981379293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:35,978] Trial 6112 finished with value: 0.9972898256874446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:51,826] Trial 6113 finished with value: 0.9967174874010575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:55,651] Trial 6114 finished with value: 0.99750348172589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:58,690] Trial 6115 finished with value: 0.9973852608452364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:01,417] Trial 6116 finished with value: 0.9910681959522031 and parameters: {'classifier': 'SVC', 'svc_c': 11.394342907532394, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:13,821] Trial 6117 finished with value: 0.9967932605125785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:17,942] Trial 6118 finished with value: 0.9976108575413956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:23,399] Trial 6119 finished with value: 0.9973363178816022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:27,496] Trial 6120 finished with value: 0.9973992556437977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:33,365] Trial 6121 finished with value: 0.9971819795161504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:36,783] Trial 6122 finished with value: 0.997569020663506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:42,358] Trial 6123 finished with value: 0.9973559704382385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:45,136] Trial 6124 finished with value: 0.9975321462296147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:56,854] Trial 6125 finished with value: 0.9965550677074403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:02,346] Trial 6126 finished with value: 0.9970690808604142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:05,688] Trial 6127 finished with value: 0.9976325862967249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:07,794] Trial 6128 finished with value: 0.9949877591296108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:13,992] Trial 6129 finished with value: 0.9970152883445184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:18,820] Trial 6130 finished with value: 0.9975247140368708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:21,994] Trial 6131 finished with value: 0.997221873653248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:26,028] Trial 6132 finished with value: 0.9973775896977871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:33,752] Trial 6133 finished with value: 0.9970967634567577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:37,943] Trial 6134 finished with value: 0.9973775882695812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:43,816] Trial 6135 finished with value: 0.9861235417492198 and parameters: {'classifier': 'SVC', 'svc_c': 0.7131077038533646, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:49,877] Trial 6136 finished with value: 0.997319976889969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:53,665] Trial 6137 finished with value: 0.9976125079760599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:56,846] Trial 6138 finished with value: 0.9973847535147854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:59,074] Trial 6139 finished with value: 0.996550736339994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:02,868] Trial 6140 finished with value: 0.9974916664963863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:05,527] Trial 6141 finished with value: 0.9975759348935999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:10,696] Trial 6142 finished with value: 0.9974513441831793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:15,112] Trial 6143 finished with value: 0.9972162908601102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:20,175] Trial 6144 finished with value: 0.997262407658298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:23,802] Trial 6145 finished with value: 0.9973994268380705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:25,650] Trial 6146 finished with value: 0.9968311531302794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:27,771] Trial 6147 finished with value: 0.996333384009631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:32,011] Trial 6148 finished with value: 0.9970861540138348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:34,058] Trial 6149 finished with value: 0.9972170599013461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:38,430] Trial 6150 finished with value: 0.9974679021986234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:53,426] Trial 6151 finished with value: 0.9966704897172477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:56,752] Trial 6152 finished with value: 0.9975822784126419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:59,889] Trial 6153 finished with value: 0.9974430872809097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:07,791] Trial 6154 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.376927453022349e-06, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:19,973] Trial 6155 finished with value: 0.9964999529903192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:23,806] Trial 6156 finished with value: 0.9974029272118855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:29,219] Trial 6157 finished with value: 0.9972964181586329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:31,890] Trial 6158 finished with value: 0.9972662427083471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:41,853] Trial 6159 finished with value: 0.9959214212417167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 44, 'rf_n_estimators': 104}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:49,158] Trial 6160 finished with value: 0.9959684223849581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:52,597] Trial 6161 finished with value: 0.9973943200183312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:02,880] Trial 6162 finished with value: 0.9970626324158501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:05,410] Trial 6163 finished with value: 0.9973408389782592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:12,643] Trial 6164 finished with value: 0.99681211762204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:16,238] Trial 6165 finished with value: 0.9964738524017115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:19,834] Trial 6166 finished with value: 0.9969973005363425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:24,060] Trial 6167 finished with value: 0.9973707946435355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:26,083] Trial 6168 finished with value: 0.9972977901883727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:27,778] Trial 6169 finished with value: 0.9975099103659998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 64}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:30,092] Trial 6170 finished with value: 0.9973197041661302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:34,321] Trial 6171 finished with value: 0.9970696907043063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:40,816] Trial 6172 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.083793197361412e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:42,675] Trial 6173 finished with value: 0.9971802650343888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:45,941] Trial 6174 finished with value: 0.9971442734221317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:50,933] Trial 6175 finished with value: 0.9973362599281831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:53,176] Trial 6176 finished with value: 0.9969925424527305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:57,702] Trial 6177 finished with value: 0.9973552775045048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:01,529] Trial 6178 finished with value: 0.9971411479364799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:05,204] Trial 6179 finished with value: 0.9973647781518923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:07,665] Trial 6180 finished with value: 0.9973795557024654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:18,608] Trial 6181 finished with value: 0.9965907159155384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:22,962] Trial 6182 finished with value: 0.9971123982482114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:29,952] Trial 6183 finished with value: 0.9972563643481228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:33,229] Trial 6184 finished with value: 0.9974375250856737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:52,775] Trial 6185 finished with value: 0.9962992967035603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:56,430] Trial 6186 finished with value: 0.9973586136029106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:59,377] Trial 6187 finished with value: 0.9974231376891972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:06,252] Trial 6188 finished with value: 0.9973060086877742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:10,818] Trial 6189 finished with value: 0.9971941625880015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:14,189] Trial 6190 finished with value: 0.9974880965213404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:18,463] Trial 6191 finished with value: 0.9953714521816316 and parameters: {'classifier': 'SVC', 'svc_c': 177958.2781587889, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:20,143] Trial 6192 finished with value: 0.9940081942597652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:24,532] Trial 6193 finished with value: 0.9973010206312846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:26,233] Trial 6194 finished with value: 0.990688995686626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:30,006] Trial 6195 finished with value: 0.9974590557964605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:31,985] Trial 6196 finished with value: 0.9971181854652112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:37,454] Trial 6197 finished with value: 0.9974282970986493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:39,450] Trial 6198 finished with value: 0.9956339029359454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:53,988] Trial 6199 finished with value: 0.9966752234896229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:59,783] Trial 6200 finished with value: 0.9975524813099512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:02,889] Trial 6201 finished with value: 0.9974112676483275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:05,858] Trial 6202 finished with value: 0.9974233950201511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:23,192] Trial 6203 finished with value: 0.997000382953654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:27,156] Trial 6204 finished with value: 0.9975158879787065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:35,861] Trial 6205 finished with value: 0.9948324779261419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 52, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:44,762] Trial 6206 finished with value: 0.9973447997738978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:46,984] Trial 6207 finished with value: 0.9970704258177191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 38}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:50,356] Trial 6208 finished with value: 0.9972742917907986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:54,581] Trial 6209 finished with value: 0.9973236219251662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:59,088] Trial 6210 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 549044259.7766138, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:02,059] Trial 6211 finished with value: 0.997376319959323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:07,162] Trial 6212 finished with value: 0.9975765466735044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:10,495] Trial 6213 finished with value: 0.997457486706053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:15,223] Trial 6214 finished with value: 0.9973760827184646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:18,803] Trial 6215 finished with value: 0.997577030105311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:23,165] Trial 6216 finished with value: 0.997586037736044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:26,138] Trial 6217 finished with value: 0.9974379610375707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:34,376] Trial 6218 finished with value: 0.9964417429385586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:37,968] Trial 6219 finished with value: 0.9972652052596279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:39,514] Trial 6220 finished with value: 0.9968830196629982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:43,786] Trial 6221 finished with value: 0.997235978994941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:47,921] Trial 6222 finished with value: 0.9965899252925255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:52,428] Trial 6223 finished with value: 0.9973930832555528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:07,791] Trial 6224 finished with value: 0.9969558496548836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:10,611] Trial 6225 finished with value: 0.9968040456882953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:15,285] Trial 6226 finished with value: 0.9974047307502154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:17,128] Trial 6227 finished with value: 0.9940066752835136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:22,828] Trial 6228 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 2.783360568756448e-10, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:25,506] Trial 6229 finished with value: 0.99745109285069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:31,550] Trial 6230 finished with value: 0.997399162556515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:35,622] Trial 6231 finished with value: 0.9971889382427909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:40,949] Trial 6232 finished with value: 0.9972899719674602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:44,520] Trial 6233 finished with value: 0.9975000565391778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:47,954] Trial 6234 finished with value: 0.9968634255041114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:52,353] Trial 6235 finished with value: 0.9975194212329935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:55,484] Trial 6236 finished with value: 0.9971318541567733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:58,390] Trial 6237 finished with value: 0.9973386278934594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:03,477] Trial 6238 finished with value: 0.9968846876487253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:07,003] Trial 6239 finished with value: 0.9961673725052874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:16,408] Trial 6240 finished with value: 0.9970700750821037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:20,325] Trial 6241 finished with value: 0.996994019566682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:24,130] Trial 6242 finished with value: 0.9974313517135539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:27,339] Trial 6243 finished with value: 0.9969552314956598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:31,669] Trial 6244 finished with value: 0.9973891844123095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:42,478] Trial 6245 finished with value: 0.9970100030307872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:45,115] Trial 6246 finished with value: 0.9972009787479615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:51,469] Trial 6247 finished with value: 0.9852737335055181 and parameters: {'classifier': 'SVC', 'svc_c': 0.001150325237922673, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:06,031] Trial 6248 finished with value: 0.9963794811937922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:09,621] Trial 6249 finished with value: 0.9970147556554795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:13,876] Trial 6250 finished with value: 0.9973098730001743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:19,139] Trial 6251 finished with value: 0.9971602475870304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:23,746] Trial 6252 finished with value: 0.9973754233316989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:28,035] Trial 6253 finished with value: 0.9976529739667742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:47,795] Trial 6254 finished with value: 0.9956179521936227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:50,143] Trial 6255 finished with value: 0.9953560720551472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:56,729] Trial 6256 finished with value: 0.9974330178267445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:59,734] Trial 6257 finished with value: 0.9972857359089501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:02,821] Trial 6258 finished with value: 0.9975169462157553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:08,114] Trial 6259 finished with value: 0.9974824388902168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:11,021] Trial 6260 finished with value: 0.9965421935743919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:28,649] Trial 6261 finished with value: 0.996337502796573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:33,785] Trial 6262 finished with value: 0.9967492594267785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:38,810] Trial 6263 finished with value: 0.9975241484673596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:43,844] Trial 6264 finished with value: 0.997364364956075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:47,201] Trial 6265 finished with value: 0.9974511165906447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:12,935] Trial 6266 finished with value: 0.9905979539756274 and parameters: {'classifier': 'SVC', 'svc_c': 10126073.085464742, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:16,077] Trial 6267 finished with value: 0.99724002608595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:20,130] Trial 6268 finished with value: 0.9973367549443258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:21,472] Trial 6269 finished with value: 0.9968959669836611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 22}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:28,079] Trial 6270 finished with value: 0.9972792473794091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:31,350] Trial 6271 finished with value: 0.9973848779273826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:34,104] Trial 6272 finished with value: 0.9976308859065943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:36,092] Trial 6273 finished with value: 0.9970918219915162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:56,211] Trial 6274 finished with value: 0.9965120976910403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:08,419] Trial 6275 finished with value: 0.9965047867688407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 76}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:21,996] Trial 6276 finished with value: 0.9967107254177057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:25,943] Trial 6277 finished with value: 0.9975241147617019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:28,366] Trial 6278 finished with value: 0.9967114473281488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:29,939] Trial 6279 finished with value: 0.9905611252760608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:37,611] Trial 6280 finished with value: 0.9968464207141438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:42,307] Trial 6281 finished with value: 0.9973362559292068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:44,466] Trial 6282 finished with value: 0.9965000622956727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 54}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:00,503] Trial 6283 finished with value: 0.9964631455551506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:05,958] Trial 6284 finished with value: 0.9973363727247061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:12,014] Trial 6285 finished with value: 0.9852060547029667 and parameters: {'classifier': 'SVC', 'svc_c': 0.00021176924046834394, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:14,048] Trial 6286 finished with value: 0.9969517056680431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:21,099] Trial 6287 finished with value: 0.9973811847140421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:24,389] Trial 6288 finished with value: 0.9974617452984775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:27,209] Trial 6289 finished with value: 0.9971781715385363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:29,497] Trial 6290 finished with value: 0.9971675381334931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:33,591] Trial 6291 finished with value: 0.9929806898519677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:35,289] Trial 6292 finished with value: 0.9970900903078087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 84}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:38,690] Trial 6293 finished with value: 0.9974246555546221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:41,575] Trial 6294 finished with value: 0.9974483470138873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:44,700] Trial 6295 finished with value: 0.9974609239214322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:46,459] Trial 6296 finished with value: 0.9954311348405612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:51,228] Trial 6297 finished with value: 0.9972823175458881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:02,515] Trial 6298 finished with value: 0.9971088507118661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:07,251] Trial 6299 finished with value: 0.9973665001238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:10,992] Trial 6300 finished with value: 0.9972023482386688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:13,051] Trial 6301 finished with value: 0.9965286812872381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:13,977] Trial 6302 finished with value: 0.9954336420082995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 35}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:25,442] Trial 6303 finished with value: 0.9928111464898052 and parameters: {'classifier': 'SVC', 'svc_c': 3606979.2605933244, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:28,638] Trial 6304 finished with value: 0.9976928979375049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:33,145] Trial 6305 finished with value: 0.997544986117461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:37,559] Trial 6306 finished with value: 0.9971878135148259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:41,836] Trial 6307 finished with value: 0.9975291060237202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:55,656] Trial 6308 finished with value: 0.9968171702969092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:57,136] Trial 6309 finished with value: 0.9965572928203952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 98}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:03,564] Trial 6310 finished with value: 0.9972416337696527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:06,030] Trial 6311 finished with value: 0.9972032388043525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:13,184] Trial 6312 finished with value: 0.9960260110719665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:20,636] Trial 6313 finished with value: 0.9972583115639598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:24,965] Trial 6314 finished with value: 0.9973054032871893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:28,947] Trial 6315 finished with value: 0.9973629375119485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:33,324] Trial 6316 finished with value: 0.9960486015432216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:36,923] Trial 6317 finished with value: 0.9973209989140654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:46,730] Trial 6318 finished with value: 0.9968989778319912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:51,664] Trial 6319 finished with value: 0.9973625773184366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:54,439] Trial 6320 finished with value: 0.9975315605700082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:59,114] Trial 6321 finished with value: 0.9974245645303034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:04,744] Trial 6322 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.9775481384591703e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:08,905] Trial 6323 finished with value: 0.9974261489501202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:13,577] Trial 6324 finished with value: 0.9967744483439941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:16,203] Trial 6325 finished with value: 0.9974641134224435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:18,322] Trial 6326 finished with value: 0.9973884796403363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:23,120] Trial 6327 finished with value: 0.9973946841473434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:26,629] Trial 6328 finished with value: 0.9973607789533857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:30,724] Trial 6329 finished with value: 0.9975731020949308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:34,226] Trial 6330 finished with value: 0.9974660722226166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:36,952] Trial 6331 finished with value: 0.9974078342097593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:41,061] Trial 6332 finished with value: 0.9973995561700434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:42,483] Trial 6333 finished with value: 0.98859022559686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:45,909] Trial 6334 finished with value: 0.9973526710605917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:49,483] Trial 6335 finished with value: 0.9976793956477917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:50,542] Trial 6336 finished with value: 0.980470093872265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 70, 'rf_n_estimators': 2}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:55,307] Trial 6337 finished with value: 0.9973363701856736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:59,718] Trial 6338 finished with value: 0.9973899074335796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:03,069] Trial 6339 finished with value: 0.9976736955513479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:07,908] Trial 6340 finished with value: 0.997686066638563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:10,261] Trial 6341 finished with value: 0.993055221916093 and parameters: {'classifier': 'SVC', 'svc_c': 97.9563142450198, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:17,072] Trial 6342 finished with value: 0.9966171414685808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:23,714] Trial 6343 finished with value: 0.9972704632470206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:27,791] Trial 6344 finished with value: 0.9974494904037418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:31,914] Trial 6345 finished with value: 0.9972725738178673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:34,680] Trial 6346 finished with value: 0.9976565350552061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:46,269] Trial 6347 finished with value: 0.9946451390240468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:01,766] Trial 6348 finished with value: 0.9967739314921708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:05,890] Trial 6349 finished with value: 0.997345040474188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:09,100] Trial 6350 finished with value: 0.9975402200676341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:12,172] Trial 6351 finished with value: 0.997511432198663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:14,524] Trial 6352 finished with value: 0.9957763083877328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:17,381] Trial 6353 finished with value: 0.9968051293474077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:20,580] Trial 6354 finished with value: 0.9975521206403707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:30,911] Trial 6355 finished with value: 0.9967071907352126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:32,580] Trial 6356 finished with value: 0.9969188557595086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:35,886] Trial 6357 finished with value: 0.9973999319151301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:47,367] Trial 6358 finished with value: 0.9954784854499019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 59, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:51,277] Trial 6359 finished with value: 0.9974770336071956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:55,127] Trial 6360 finished with value: 0.9867140650631399 and parameters: {'classifier': 'SVC', 'svc_c': 775118.738108387, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:00,965] Trial 6361 finished with value: 0.9974643784974466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:13,485] Trial 6362 finished with value: 0.9965623047120534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:16,148] Trial 6363 finished with value: 0.9974014654908189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:18,968] Trial 6364 finished with value: 0.9973040658200306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:22,802] Trial 6365 finished with value: 0.9975532883414623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:24,318] Trial 6366 finished with value: 0.9940489551908537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:28,482] Trial 6367 finished with value: 0.9971758447055881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:31,907] Trial 6368 finished with value: 0.9965216276325165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:35,820] Trial 6369 finished with value: 0.9973890252149658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:37,863] Trial 6370 finished with value: 0.997037615898948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:50,627] Trial 6371 finished with value: 0.9965774838106318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:55,412] Trial 6372 finished with value: 0.9972405244028351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:58,020] Trial 6373 finished with value: 0.9892776145595373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:01,649] Trial 6374 finished with value: 0.9975505502169714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:09,374] Trial 6375 finished with value: 0.9972508575990112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 88}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:12,520] Trial 6376 finished with value: 0.9973241231936768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:19,935] Trial 6377 finished with value: 0.9969300555275105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:26,961] Trial 6378 finished with value: 0.9853792675067775 and parameters: {'classifier': 'SVC', 'svc_c': 0.009056261042102007, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:32,657] Trial 6379 finished with value: 0.9967335243752747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 48}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:36,297] Trial 6380 finished with value: 0.9973816977573163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:39,336] Trial 6381 finished with value: 0.9974804447340148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:43,845] Trial 6382 finished with value: 0.9973014991754535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:51,834] Trial 6383 finished with value: 0.9970480450388187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:56,525] Trial 6384 finished with value: 0.9975071408209802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:59,967] Trial 6385 finished with value: 0.9973717344664518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:03,789] Trial 6386 finished with value: 0.9973876419817445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:10,255] Trial 6387 finished with value: 0.9971761883319122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:13,336] Trial 6388 finished with value: 0.9975533583870243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:19,087] Trial 6389 finished with value: 0.9971006575710527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:21,873] Trial 6390 finished with value: 0.9974307152098195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:24,902] Trial 6391 finished with value: 0.997429288463927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:27,264] Trial 6392 finished with value: 0.9960678918751201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:31,609] Trial 6393 finished with value: 0.9974010919991239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:36,119] Trial 6394 finished with value: 0.9973177465402596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:37,991] Trial 6395 finished with value: 0.9970977730078564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:39,450] Trial 6396 finished with value: 0.9947352796006386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:43,826] Trial 6397 finished with value: 0.9866104988756197 and parameters: {'classifier': 'SVC', 'svc_c': 32712487.089838263, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:44,904] Trial 6398 finished with value: 0.9962084307253555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 15}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:49,751] Trial 6399 finished with value: 0.9976844422924587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:54,153] Trial 6400 finished with value: 0.9973530233513644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:58,251] Trial 6401 finished with value: 0.997409134321401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:15,360] Trial 6402 finished with value: 0.9966256351673781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:19,201] Trial 6403 finished with value: 0.9974343197474468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:36,580] Trial 6404 finished with value: 0.9957671381954376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 94}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:41,278] Trial 6405 finished with value: 0.9974863887997533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:44,293] Trial 6406 finished with value: 0.9974041262382917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:45,884] Trial 6407 finished with value: 0.9967518623160458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:49,902] Trial 6408 finished with value: 0.9972525773810035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:52,017] Trial 6409 finished with value: 0.9972166419131047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:54,305] Trial 6410 finished with value: 0.9971564114578922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:59,066] Trial 6411 finished with value: 0.9975467164681763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:04,110] Trial 6412 finished with value: 0.9975241126035241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:07,951] Trial 6413 finished with value: 0.9972963285307821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:12,209] Trial 6414 finished with value: 0.9972305867561996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:19,957] Trial 6415 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1078571743677223e-06, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:23,819] Trial 6416 finished with value: 0.9970910272425751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:27,795] Trial 6417 finished with value: 0.9971329977370552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:30,633] Trial 6418 finished with value: 0.9974971099918485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:34,969] Trial 6419 finished with value: 0.9974870053720816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:38,332] Trial 6420 finished with value: 0.9974118918694916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:40,680] Trial 6421 finished with value: 0.9975888323540105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:46,669] Trial 6422 finished with value: 0.9973627294699651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:56,522] Trial 6423 finished with value: 0.9972287674758675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:59,789] Trial 6424 finished with value: 0.9972367631751586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:05,186] Trial 6425 finished with value: 0.9972794569765501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:07,293] Trial 6426 finished with value: 0.9971271955080252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:11,703] Trial 6427 finished with value: 0.9963009752897483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:15,524] Trial 6428 finished with value: 0.9973242376723089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:19,301] Trial 6429 finished with value: 0.9974280309128193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:20,864] Trial 6430 finished with value: 0.994092342878116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:25,021] Trial 6431 finished with value: 0.997265198975522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:41,609] Trial 6432 finished with value: 0.9964785467238676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:45,592] Trial 6433 finished with value: 0.9973756310880413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:48,236] Trial 6434 finished with value: 0.9928145962099197 and parameters: {'classifier': 'SVC', 'svc_c': 507.3365166058066, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:59,619] Trial 6435 finished with value: 0.997267192211325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:07,633] Trial 6436 finished with value: 0.9971157874441366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:10,690] Trial 6437 finished with value: 0.997293286833206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:14,836] Trial 6438 finished with value: 0.9972629280647668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:18,855] Trial 6439 finished with value: 0.9973403434225717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:26,117] Trial 6440 finished with value: 0.9972310504787657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:27,900] Trial 6441 finished with value: 0.9953547635964358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:30,078] Trial 6442 finished with value: 0.9971354621220945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:33,173] Trial 6443 finished with value: 0.9976025805807684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:36,189] Trial 6444 finished with value: 0.99734518862674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:40,202] Trial 6445 finished with value: 0.9911295826193847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:44,070] Trial 6446 finished with value: 0.9976630087948823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:48,234] Trial 6447 finished with value: 0.9974931584319409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:52,151] Trial 6448 finished with value: 0.9973124139370463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:55,333] Trial 6449 finished with value: 0.997330504702994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:58,391] Trial 6450 finished with value: 0.9972780341978958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:04,014] Trial 6451 finished with value: 0.9973358313394804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:07,468] Trial 6452 finished with value: 0.9973034141773144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:13,581] Trial 6453 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.77790803073921e-08, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:16,645] Trial 6454 finished with value: 0.9976404725002354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:20,933] Trial 6455 finished with value: 0.9971488041036368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:25,128] Trial 6456 finished with value: 0.9973612537207436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:35,909] Trial 6457 finished with value: 0.9967306849751209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:40,286] Trial 6458 finished with value: 0.997387567302448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:43,009] Trial 6459 finished with value: 0.9975644780168098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:44,839] Trial 6460 finished with value: 0.9970624914678033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:48,279] Trial 6461 finished with value: 0.9975243344514974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:53,437] Trial 6462 finished with value: 0.9972114931041136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:56,438] Trial 6463 finished with value: 0.9974314809503131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:59,967] Trial 6464 finished with value: 0.9974214523745727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:03,638] Trial 6465 finished with value: 0.9975114247719926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:08,930] Trial 6466 finished with value: 0.997473737212912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:13,515] Trial 6467 finished with value: 0.9975038042147678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:16,683] Trial 6468 finished with value: 0.997503264924244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:19,611] Trial 6469 finished with value: 0.9971131153344931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:24,169] Trial 6470 finished with value: 0.995900768909257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:27,893] Trial 6471 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 97902142.43649328, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:29,900] Trial 6472 finished with value: 0.9972025720226544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:37,193] Trial 6473 finished with value: 0.9973881078307504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:40,227] Trial 6474 finished with value: 0.9973995819094865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:52,944] Trial 6475 finished with value: 0.9968656429047549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:54,762] Trial 6476 finished with value: 0.9967977211485218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:00,393] Trial 6477 finished with value: 0.997622282521589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:05,976] Trial 6478 finished with value: 0.9975262998848934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:08,939] Trial 6479 finished with value: 0.9969941133521987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:15,709] Trial 6480 finished with value: 0.9974128619068955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:18,639] Trial 6481 finished with value: 0.9974337439900672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:20,310] Trial 6482 finished with value: 0.9965846749857065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 40}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:25,656] Trial 6483 finished with value: 0.9971798188311477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:30,617] Trial 6484 finished with value: 0.997350763485401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:32,130] Trial 6485 finished with value: 0.9932306731945175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:35,878] Trial 6486 finished with value: 0.9974357176118432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:48,186] Trial 6487 finished with value: 0.9970149648400275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 104}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:50,714] Trial 6488 finished with value: 0.9974994996341157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:05,645] Trial 6489 finished with value: 0.9967558053067185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:08,670] Trial 6490 finished with value: 0.9972549205272362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:15,575] Trial 6491 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.574350486426571e-09, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:17,214] Trial 6492 finished with value: 0.9956033506297465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:21,134] Trial 6493 finished with value: 0.997516209229806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:24,609] Trial 6494 finished with value: 0.9974505246151946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:27,681] Trial 6495 finished with value: 0.9970887179924276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:36,198] Trial 6496 finished with value: 0.9971551722512951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:40,185] Trial 6497 finished with value: 0.9974958634220567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:42,285] Trial 6498 finished with value: 0.9941004628947906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:47,185] Trial 6499 finished with value: 0.9974078712478974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:51,073] Trial 6500 finished with value: 0.9974291574815828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:54,247] Trial 6501 finished with value: 0.9975246152685027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:56,643] Trial 6502 finished with value: 0.9972708991354416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:01,442] Trial 6503 finished with value: 0.9974685665365026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:04,185] Trial 6504 finished with value: 0.9976433690603607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:08,560] Trial 6505 finished with value: 0.9975714550244849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:12,661] Trial 6506 finished with value: 0.9974267104889171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:15,682] Trial 6507 finished with value: 0.9973221952744876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:20,408] Trial 6508 finished with value: 0.9974198841410887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:27,076] Trial 6509 finished with value: 0.9853343668099902 and parameters: {'classifier': 'SVC', 'svc_c': 0.002685540062792811, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:31,347] Trial 6510 finished with value: 0.9976924524642355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:35,493] Trial 6511 finished with value: 0.9970339193213892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:45,284] Trial 6512 finished with value: 0.9969144320982274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:48,793] Trial 6513 finished with value: 0.9974503355842176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 56}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:57,507] Trial 6514 finished with value: 0.9967026254593884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:00,728] Trial 6515 finished with value: 0.9972864566450909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:07,609] Trial 6516 finished with value: 0.9965493120696585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:12,328] Trial 6517 finished with value: 0.9974213434500742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:23,323] Trial 6518 finished with value: 0.9971289897788861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:26,650] Trial 6519 finished with value: 0.9975193392222406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:29,535] Trial 6520 finished with value: 0.9968730013068638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:32,445] Trial 6521 finished with value: 0.9974771436425208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:35,985] Trial 6522 finished with value: 0.9954879979990047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:40,880] Trial 6523 finished with value: 0.9971369919209726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:43,918] Trial 6524 finished with value: 0.9976096582293481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:01,791] Trial 6525 finished with value: 0.996616721258686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:03,374] Trial 6526 finished with value: 0.9896091175108724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:08,715] Trial 6527 finished with value: 0.9976071738811649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:14,834] Trial 6528 finished with value: 0.9965806742955182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:22,229] Trial 6529 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.693819532080918e-05, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:24,946] Trial 6530 finished with value: 0.9975033795615659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:27,881] Trial 6531 finished with value: 0.9971742419095229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:37,905] Trial 6532 finished with value: 0.9968642278701502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:41,606] Trial 6533 finished with value: 0.9972638227246403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:45,992] Trial 6534 finished with value: 0.997450734466239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:49,589] Trial 6535 finished with value: 0.9970569804658121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:52,781] Trial 6536 finished with value: 0.9976832857631104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:55,142] Trial 6537 finished with value: 0.9975152202766092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:00,958] Trial 6538 finished with value: 0.9970678452719385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:05,826] Trial 6539 finished with value: 0.9973876093234376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 96}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:08,269] Trial 6540 finished with value: 0.9975676138490194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:11,226] Trial 6541 finished with value: 0.9975023520785496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:13,799] Trial 6542 finished with value: 0.9973007741546952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:18,909] Trial 6543 finished with value: 0.9971102508296541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:26,270] Trial 6544 finished with value: 0.9963410158655508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:30,003] Trial 6545 finished with value: 0.9970468035788299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:34,420] Trial 6546 finished with value: 0.9866072213653911 and parameters: {'classifier': 'SVC', 'svc_c': 267919293.28459427, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:36,910] Trial 6547 finished with value: 0.997284609847993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:38,605] Trial 6548 finished with value: 0.9960725923861681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:59,815] Trial 6549 finished with value: 0.9965306996277258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:08,057] Trial 6550 finished with value: 0.9969560356072836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:11,845] Trial 6551 finished with value: 0.9970613264961715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:16,225] Trial 6552 finished with value: 0.9975187224912226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:20,510] Trial 6553 finished with value: 0.9973399230539876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:24,545] Trial 6554 finished with value: 0.9971240015002311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:28,172] Trial 6555 finished with value: 0.9962066740639147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:31,421] Trial 6556 finished with value: 0.9971295523015581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:36,126] Trial 6557 finished with value: 0.9975867922095804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:40,754] Trial 6558 finished with value: 0.9971819015995876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:54,204] Trial 6559 finished with value: 0.9966885071686291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:58,601] Trial 6560 finished with value: 0.9976067085717036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:03,039] Trial 6561 finished with value: 0.9966594575253974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 43}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:07,839] Trial 6562 finished with value: 0.9973626427937398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:13,068] Trial 6563 finished with value: 0.9976098188866357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:16,708] Trial 6564 finished with value: 0.9970452800005819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:20,202] Trial 6565 finished with value: 0.9885114564586117 and parameters: {'classifier': 'SVC', 'svc_c': 2.0473432084853447, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:25,344] Trial 6566 finished with value: 0.9976399547280129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:27,510] Trial 6567 finished with value: 0.9972114492423256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:30,650] Trial 6568 finished with value: 0.9974402932342256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:32,733] Trial 6569 finished with value: 0.9975746396061203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:36,650] Trial 6570 finished with value: 0.9972395839134229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:41,292] Trial 6571 finished with value: 0.9973639523950156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:44,632] Trial 6572 finished with value: 0.9975079519466813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:48,270] Trial 6573 finished with value: 0.9977480015780961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:52,876] Trial 6574 finished with value: 0.9972553094118165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:57,639] Trial 6575 finished with value: 0.9973577900676874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:11,063] Trial 6576 finished with value: 0.9968794026523734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:15,022] Trial 6577 finished with value: 0.9974459532774301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:19,051] Trial 6578 finished with value: 0.9974765322117335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:23,375] Trial 6579 finished with value: 0.9973715344224208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:28,020] Trial 6580 finished with value: 0.9973935895386526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:32,446] Trial 6581 finished with value: 0.997514633791817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:37,800] Trial 6582 finished with value: 0.9975103102953718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:42,257] Trial 6583 finished with value: 0.9976110238480307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:49,170] Trial 6584 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.445476329165251e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:54,328] Trial 6585 finished with value: 0.9973039361389407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:58,201] Trial 6586 finished with value: 0.9972684763270613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:18,590] Trial 6587 finished with value: 0.9967045358592528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:23,943] Trial 6588 finished with value: 0.997368008309163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:28,018] Trial 6589 finished with value: 0.997343869472354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:32,248] Trial 6590 finished with value: 0.997407165111194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:36,012] Trial 6591 finished with value: 0.997258054296482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:41,286] Trial 6592 finished with value: 0.997405529720298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:51,708] Trial 6593 finished with value: 0.9964150970927005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 71}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:55,561] Trial 6594 finished with value: 0.9972834704888527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:00,724] Trial 6595 finished with value: 0.9973746500693214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:03,894] Trial 6596 finished with value: 0.9975777425895959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:11,050] Trial 6597 finished with value: 0.9973081031357642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:16,739] Trial 6598 finished with value: 0.9975191792949248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:21,332] Trial 6599 finished with value: 0.9966685656700832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:23,023] Trial 6600 finished with value: 0.9964821398358481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:26,719] Trial 6601 finished with value: 0.9972002844177598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:30,389] Trial 6602 finished with value: 0.9975677088405766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:32,939] Trial 6603 finished with value: 0.99630028667237 and parameters: {'classifier': 'SVC', 'svc_c': 17686.259005612883, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:38,747] Trial 6604 finished with value: 0.9976398546583907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:44,299] Trial 6605 finished with value: 0.9972525355821792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:49,611] Trial 6606 finished with value: 0.9970687021002265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:54,021] Trial 6607 finished with value: 0.9973845921275261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:06,196] Trial 6608 finished with value: 0.9969850158714496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:12,782] Trial 6609 finished with value: 0.9971024604111486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:24,163] Trial 6610 finished with value: 0.9971076355943408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:26,436] Trial 6611 finished with value: 0.9968664619649329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:31,135] Trial 6612 finished with value: 0.9974648227329376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:33,592] Trial 6613 finished with value: 0.9972759577135618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:37,760] Trial 6614 finished with value: 0.9974706588263148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:41,122] Trial 6615 finished with value: 0.9974370086781814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:43,225] Trial 6616 finished with value: 0.9972406332003819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:46,835] Trial 6617 finished with value: 0.9975190241917712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:49,487] Trial 6618 finished with value: 0.9965912803107471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:51,067] Trial 6619 finished with value: 0.9966511865632347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:02,278] Trial 6620 finished with value: 0.9970604849972928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:06,029] Trial 6621 finished with value: 0.9974742502244484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:08,563] Trial 6622 finished with value: 0.9925231179971714 and parameters: {'classifier': 'SVC', 'svc_c': 4538.004300691687, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:16,543] Trial 6623 finished with value: 0.9972117400885097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:20,554] Trial 6624 finished with value: 0.9974401347351156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:25,830] Trial 6625 finished with value: 0.997416300010936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:35,811] Trial 6626 finished with value: 0.9969594015075844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:40,100] Trial 6627 finished with value: 0.9975286470301024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:46,266] Trial 6628 finished with value: 0.9970470756679107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:52,030] Trial 6629 finished with value: 0.99720582319042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:57,887] Trial 6630 finished with value: 0.9975774452688787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:01,101] Trial 6631 finished with value: 0.9974971761336476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:04,255] Trial 6632 finished with value: 0.9968325273816728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:08,286] Trial 6633 finished with value: 0.9977104143108031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:25,268] Trial 6634 finished with value: 0.9968122053138785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:31,185] Trial 6635 finished with value: 0.9971324116013802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:36,699] Trial 6636 finished with value: 0.9975578066134457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:49,054] Trial 6637 finished with value: 0.9969973184365223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:50,548] Trial 6638 finished with value: 0.9922281097674025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:53,554] Trial 6639 finished with value: 0.9960533679421655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:59,902] Trial 6640 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 5.068433018071611e-10, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:03,843] Trial 6641 finished with value: 0.9976635549090562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:06,824] Trial 6642 finished with value: 0.9975202286770974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:10,383] Trial 6643 finished with value: 0.9975460450210057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:30,017] Trial 6644 finished with value: 0.9964284156199291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:31,998] Trial 6645 finished with value: 0.9968807950578499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 34}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:35,283] Trial 6646 finished with value: 0.9973785486586614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:39,136] Trial 6647 finished with value: 0.9970342248304864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:42,728] Trial 6648 finished with value: 0.99729591282767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:45,077] Trial 6649 finished with value: 0.9973417809593528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:46,438] Trial 6650 finished with value: 0.9973213872273633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 46}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:49,466] Trial 6651 finished with value: 0.9975408438444675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:57,652] Trial 6652 finished with value: 0.9968151190442115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:02,238] Trial 6653 finished with value: 0.9972898889728322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:06,567] Trial 6654 finished with value: 0.9973553415833397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:10,755] Trial 6655 finished with value: 0.9972357819342733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:13,523] Trial 6656 finished with value: 0.9973655894362828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:18,368] Trial 6657 finished with value: 0.9972385509080106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:38,652] Trial 6658 finished with value: 0.9959964643178901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:45,402] Trial 6659 finished with value: 0.9967339009138092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 83}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:48,824] Trial 6660 finished with value: 0.9975227916718152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:51,387] Trial 6661 finished with value: 0.9972043530905458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:55,923] Trial 6662 finished with value: 0.997510380182244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:59,926] Trial 6663 finished with value: 0.9913879097943324 and parameters: {'classifier': 'SVC', 'svc_c': 41.65187560958246, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:02,711] Trial 6664 finished with value: 0.9973429211754166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:07,752] Trial 6665 finished with value: 0.9973412613463318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:09,954] Trial 6666 finished with value: 0.9955415743480126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:13,751] Trial 6667 finished with value: 0.997462746026438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:18,232] Trial 6668 finished with value: 0.9974541804412803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:20,084] Trial 6669 finished with value: 0.9967889292720841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 26}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:30,650] Trial 6670 finished with value: 0.9966500210520587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:33,654] Trial 6671 finished with value: 0.9974304496904857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:35,257] Trial 6672 finished with value: 0.9967029938730184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:39,616] Trial 6673 finished with value: 0.9972751690900369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:42,269] Trial 6674 finished with value: 0.9905605255882993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:44,652] Trial 6675 finished with value: 0.997318608986157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:52,830] Trial 6676 finished with value: 0.9951725582056605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:56,147] Trial 6677 finished with value: 0.997513871955086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:01,427] Trial 6678 finished with value: 0.9853836925327886 and parameters: {'classifier': 'SVC', 'svc_c': 0.050013961673780805, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:08,841] Trial 6679 finished with value: 0.9971563208779043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:17,538] Trial 6680 finished with value: 0.9970385215718757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:27,160] Trial 6681 finished with value: 0.9964812937667107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 65}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:44,581] Trial 6682 finished with value: 0.996734228861607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:49,054] Trial 6683 finished with value: 0.9971898227147961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:52,862] Trial 6684 finished with value: 0.997299559703666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:56,162] Trial 6685 finished with value: 0.9974720284439739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:58,139] Trial 6686 finished with value: 0.9942507386493965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:03,731] Trial 6687 finished with value: 0.9971800768603355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:05,421] Trial 6688 finished with value: 0.9962802695106525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:08,698] Trial 6689 finished with value: 0.9975531845267671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:13,417] Trial 6690 finished with value: 0.997376151526248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:16,807] Trial 6691 finished with value: 0.9977603112207222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:20,867] Trial 6692 finished with value: 0.9972462219285082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:37,547] Trial 6693 finished with value: 0.9959141035276048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:39,446] Trial 6694 finished with value: 0.9902117971415877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:44,709] Trial 6695 finished with value: 0.9975165713593301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:47,194] Trial 6696 finished with value: 0.9961290926216398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:50,630] Trial 6697 finished with value: 0.997471282317507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:53,368] Trial 6698 finished with value: 0.9873631469110448 and parameters: {'classifier': 'SVC', 'svc_c': 87091.9881406979, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:57,387] Trial 6699 finished with value: 0.9970600949701479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:02,555] Trial 6700 finished with value: 0.9973674762548822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:06,486] Trial 6701 finished with value: 0.9973934334516237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:09,870] Trial 6702 finished with value: 0.9968952546898038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:13,956] Trial 6703 finished with value: 0.9972186617770119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:18,423] Trial 6704 finished with value: 0.9973513243577018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 127}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:23,314] Trial 6705 finished with value: 0.9970982923669741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:28,559] Trial 6706 finished with value: 0.9974465066595846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:33,068] Trial 6707 finished with value: 0.9975666084238487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:37,459] Trial 6708 finished with value: 0.9976297117309695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:41,111] Trial 6709 finished with value: 0.9975966516857496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:44,938] Trial 6710 finished with value: 0.9974854262207575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:49,781] Trial 6711 finished with value: 0.9978414381046407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:45:55,054] Trial 6712 finished with value: 0.9973742270347526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:45:59,628] Trial 6713 finished with value: 0.9972499160622483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:46:05,181] Trial 6714 finished with value: 0.9973510598222431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:46:09,606] Trial 6715 finished with value: 0.9975301088781204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:16,833] Trial 6716 finished with value: 0.9897214093378177 and parameters: {'classifier': 'SVC', 'svc_c': 1208960232.0406106, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:21,484] Trial 6717 finished with value: 0.9973552535741225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:26,288] Trial 6718 finished with value: 0.9972450366763539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:28,404] Trial 6719 finished with value: 0.9955960422465795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:34,115] Trial 6720 finished with value: 0.997333152342711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:38,163] Trial 6721 finished with value: 0.9972564164300289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:44,533] Trial 6722 finished with value: 0.9977017424988691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:48,829] Trial 6723 finished with value: 0.9976112653100309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:53,314] Trial 6724 finished with value: 0.9974782636097995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:57,786] Trial 6725 finished with value: 0.9971451130802119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:07,190] Trial 6726 finished with value: 0.9969391481840976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:12,618] Trial 6727 finished with value: 0.9973995259872934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:16,535] Trial 6728 finished with value: 0.997585449473929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:19,714] Trial 6729 finished with value: 0.9963608595796041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:25,141] Trial 6730 finished with value: 0.9972642664205869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:29,125] Trial 6731 finished with value: 0.9968945966677683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:34,377] Trial 6732 finished with value: 0.9975382548564035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:37,035] Trial 6733 finished with value: 0.9957405127570542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:41,587] Trial 6734 finished with value: 0.997311074978206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:47,969] Trial 6735 finished with value: 0.9852217873741272 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005678449825246805, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:51,804] Trial 6736 finished with value: 0.9974423534687511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:56,675] Trial 6737 finished with value: 0.9973235938371182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:01,862] Trial 6738 finished with value: 0.9971974161995858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:06,650] Trial 6739 finished with value: 0.9975195790021315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:10,166] Trial 6740 finished with value: 0.9976769133943106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:14,024] Trial 6741 finished with value: 0.9974384695740622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:18,139] Trial 6742 finished with value: 0.9973362085762488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:23,162] Trial 6743 finished with value: 0.9969889287111099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:28,803] Trial 6744 finished with value: 0.9972368468362826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:33,266] Trial 6745 finished with value: 0.9972431938464944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:37,229] Trial 6746 finished with value: 0.9973925416481618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:41,745] Trial 6747 finished with value: 0.9973940302512357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:46,754] Trial 6748 finished with value: 0.9973067206007767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:50,938] Trial 6749 finished with value: 0.9974822710919001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:56,156] Trial 6750 finished with value: 0.9972222484779351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:01,428] Trial 6751 finished with value: 0.9973097937188813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:04,348] Trial 6752 finished with value: 0.9973261968850752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:09,340] Trial 6753 finished with value: 0.9974717600999661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:15,513] Trial 6754 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.4704658996072577e-07, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:20,285] Trial 6755 finished with value: 0.9974578900948571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:27,497] Trial 6756 finished with value: 0.9972743515532785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:32,037] Trial 6757 finished with value: 0.9974310554084497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:35,345] Trial 6758 finished with value: 0.9973686156140223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:40,111] Trial 6759 finished with value: 0.9973226286556139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:47,515] Trial 6760 finished with value: 0.9970544045220281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:51,657] Trial 6761 finished with value: 0.9973872732507355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:56,375] Trial 6762 finished with value: 0.9974247337568259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:01,823] Trial 6763 finished with value: 0.9973555096672978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:07,450] Trial 6764 finished with value: 0.9975305987527223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:10,961] Trial 6765 finished with value: 0.9972871451037797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:15,311] Trial 6766 finished with value: 0.9975028294484157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:19,205] Trial 6767 finished with value: 0.9973318700677734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:21,527] Trial 6768 finished with value: 0.9914435618977029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:26,860] Trial 6769 finished with value: 0.9977387537548794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:34,586] Trial 6770 finished with value: 0.9969150822175242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:37,434] Trial 6771 finished with value: 0.99634661881226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:40,035] Trial 6772 finished with value: 0.9890274787163422 and parameters: {'classifier': 'SVC', 'svc_c': 5.814667225834261, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:43,613] Trial 6773 finished with value: 0.9976729130532392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:47,382] Trial 6774 finished with value: 0.9974700978905382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:50,520] Trial 6775 finished with value: 0.9972644034331335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:54,274] Trial 6776 finished with value: 0.9973876380145059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:01,915] Trial 6777 finished with value: 0.9972190087992923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:06,160] Trial 6778 finished with value: 0.9973536317353129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:09,792] Trial 6779 finished with value: 0.9933101833494294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:14,986] Trial 6780 finished with value: 0.9974846102708944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:18,198] Trial 6781 finished with value: 0.9968098584225724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:21,566] Trial 6782 finished with value: 0.997122014167679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:38,166] Trial 6783 finished with value: 0.9965276675149976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:42,811] Trial 6784 finished with value: 0.9970270865625035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:48,017] Trial 6785 finished with value: 0.9973175650946425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:52,207] Trial 6786 finished with value: 0.996485142241895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:56,276] Trial 6787 finished with value: 0.9973458439193156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:58,459] Trial 6788 finished with value: 0.9947730408234025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:02,611] Trial 6789 finished with value: 0.9974452492354285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:08,049] Trial 6790 finished with value: 0.9972544624222799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:12,552] Trial 6791 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0890410955152903e-07, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:16,058] Trial 6792 finished with value: 0.9971309231569956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:20,607] Trial 6793 finished with value: 0.9973666272023815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:24,400] Trial 6794 finished with value: 0.9974933826602571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:29,138] Trial 6795 finished with value: 0.9973927793650889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:34,833] Trial 6796 finished with value: 0.9974037691550949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:38,111] Trial 6797 finished with value: 0.9955737061546527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:45,866] Trial 6798 finished with value: 0.9964231956228118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:58,799] Trial 6799 finished with value: 0.9967770725611351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:04,912] Trial 6800 finished with value: 0.9970777566078487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:28,504] Trial 6801 finished with value: 0.9965563148802522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:33,388] Trial 6802 finished with value: 0.9972926305250174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:35,011] Trial 6803 finished with value: 0.9970720896140423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:36,627] Trial 6804 finished with value: 0.9971820598130563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:41,097] Trial 6805 finished with value: 0.9972482862572237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:46,232] Trial 6806 finished with value: 0.9973183705392583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:50,137] Trial 6807 finished with value: 0.997335087593357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:56,695] Trial 6808 finished with value: 0.9972720063123437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:01,178] Trial 6809 finished with value: 0.9972544429669425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:05,144] Trial 6810 finished with value: 0.9975208764477891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:12,090] Trial 6811 finished with value: 0.997241275607367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:15,594] Trial 6812 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4458809979.39075, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:19,851] Trial 6813 finished with value: 0.997460775102384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:23,292] Trial 6814 finished with value: 0.9976886303949904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:26,097] Trial 6815 finished with value: 0.9973434964884653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:44,717] Trial 6816 finished with value: 0.9954873221402653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:03,831] Trial 6817 finished with value: 0.9962379542155458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:07,841] Trial 6818 finished with value: 0.9977030390558651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:12,604] Trial 6819 finished with value: 0.9971808411726232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:17,585] Trial 6820 finished with value: 0.9975825392982415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:21,699] Trial 6821 finished with value: 0.9975537579672792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:28,049] Trial 6822 finished with value: 0.997509920617344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:32,629] Trial 6823 finished with value: 0.9975597072697725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:34,974] Trial 6824 finished with value: 0.9970955024462181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:39,973] Trial 6825 finished with value: 0.9975496336579414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:42,033] Trial 6826 finished with value: 0.9972412966178618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:47,407] Trial 6827 finished with value: 0.9974756905541651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:52,144] Trial 6828 finished with value: 0.9948275648663275 and parameters: {'classifier': 'SVC', 'svc_c': 410883.28590060974, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:56,386] Trial 6829 finished with value: 0.9972618915047088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:00,378] Trial 6830 finished with value: 0.9965399694135743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:03,644] Trial 6831 finished with value: 0.9977081376872244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:08,971] Trial 6832 finished with value: 0.9973181462474662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:12,097] Trial 6833 finished with value: 0.9971884204388304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:29,558] Trial 6834 finished with value: 0.995472478384417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:39,844] Trial 6835 finished with value: 0.9973826825211094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:43,320] Trial 6836 finished with value: 0.9974272582534619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:51,552] Trial 6837 finished with value: 0.9969508420795808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:56,845] Trial 6838 finished with value: 0.9972252326664229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:00,964] Trial 6839 finished with value: 0.9972105174173622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:04,404] Trial 6840 finished with value: 0.997526703305435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:09,644] Trial 6841 finished with value: 0.9972219085649461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:25,333] Trial 6842 finished with value: 0.9968908181746703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:30,032] Trial 6843 finished with value: 0.9975264383891216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:38,183] Trial 6844 finished with value: 0.997035489649575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:42,422] Trial 6845 finished with value: 0.9972788065716122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:46,327] Trial 6846 finished with value: 0.9971289230340669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:51,179] Trial 6847 finished with value: 0.9860658613396588 and parameters: {'classifier': 'SVC', 'svc_c': 0.6719473833098907, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:09,736] Trial 6848 finished with value: 0.9968877451200413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:14,459] Trial 6849 finished with value: 0.9975937755648369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:20,163] Trial 6850 finished with value: 0.9971715134333555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:23,661] Trial 6851 finished with value: 0.9977018149882498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:27,200] Trial 6852 finished with value: 0.9968083834985365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:35,625] Trial 6853 finished with value: 0.9972387593943247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:40,525] Trial 6854 finished with value: 0.9972367624134488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:43,961] Trial 6855 finished with value: 0.9973340186606333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:46,821] Trial 6856 finished with value: 0.9972309676110891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:51,093] Trial 6857 finished with value: 0.9973054310895962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:57,109] Trial 6858 finished with value: 0.9968756235879929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:01,463] Trial 6859 finished with value: 0.9975088800583096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:03,516] Trial 6860 finished with value: 0.9961141246753598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:05,276] Trial 6861 finished with value: 0.9969004152100828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:06,773] Trial 6862 finished with value: 0.9894685381948053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:12,446] Trial 6863 finished with value: 0.9975070040623368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:13,199] Trial 6864 finished with value: 0.9931036887476394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 6}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:18,823] Trial 6865 finished with value: 0.9969627543001297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:21,223] Trial 6866 finished with value: 0.9950557876521646 and parameters: {'classifier': 'SVC', 'svc_c': 1484.5561461718235, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:23,903] Trial 6867 finished with value: 0.9958485915672103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:27,194] Trial 6868 finished with value: 0.9976264867469778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:32,275] Trial 6869 finished with value: 0.9974515805036382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:36,616] Trial 6870 finished with value: 0.9975607942613655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:39,999] Trial 6871 finished with value: 0.9974854444065784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:48,075] Trial 6872 finished with value: 0.9970878648457369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:52,449] Trial 6873 finished with value: 0.997169205928793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:57,021] Trial 6874 finished with value: 0.9976188529550455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:01,966] Trial 6875 finished with value: 0.997318232098506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:03,497] Trial 6876 finished with value: 0.9905213472362288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:10,148] Trial 6877 finished with value: 0.9973989227448862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:27,300] Trial 6878 finished with value: 0.9958721471882316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:32,495] Trial 6879 finished with value: 0.997533696880298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:35,721] Trial 6880 finished with value: 0.9974194235605754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:37,905] Trial 6881 finished with value: 0.9972159343164577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:42,335] Trial 6882 finished with value: 0.9975386426618948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:47,449] Trial 6883 finished with value: 0.9972959684324839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:56,461] Trial 6884 finished with value: 0.985403191414477 and parameters: {'classifier': 'SVC', 'svc_c': 0.2342235711639509, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:59,370] Trial 6885 finished with value: 0.9966365270459395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:11,907] Trial 6886 finished with value: 0.9965317482799264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:15,360] Trial 6887 finished with value: 0.9974199775774882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:21,909] Trial 6888 finished with value: 0.9972882017539332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:25,773] Trial 6889 finished with value: 0.9972771722915427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:32,268] Trial 6890 finished with value: 0.9970289517675878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:36,504] Trial 6891 finished with value: 0.9974202961308656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:39,842] Trial 6892 finished with value: 0.9974320429969165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:44,620] Trial 6893 finished with value: 0.9972674959748374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:50,031] Trial 6894 finished with value: 0.9974062563279515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:53,528] Trial 6895 finished with value: 0.9968872195720317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:57,310] Trial 6896 finished with value: 0.9975952444586703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:00,648] Trial 6897 finished with value: 0.9974760752810795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:05,028] Trial 6898 finished with value: 0.9971109761995295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:11,565] Trial 6899 finished with value: 0.997412902531417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:16,555] Trial 6900 finished with value: 0.9972365176507064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:19,941] Trial 6901 finished with value: 0.9942660119460843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:23,437] Trial 6902 finished with value: 0.997640863987324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:31,594] Trial 6903 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.73585037910815e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:35,268] Trial 6904 finished with value: 0.9975187185557223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:42,017] Trial 6905 finished with value: 0.9971231504799801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:46,644] Trial 6906 finished with value: 0.9975938378028735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:49,145] Trial 6907 finished with value: 0.9967236577898141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:52,265] Trial 6908 finished with value: 0.997259700668694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:56,073] Trial 6909 finished with value: 0.9969280865077311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:00,330] Trial 6910 finished with value: 0.9972969793483126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:02,644] Trial 6911 finished with value: 0.9914878738880444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:05,011] Trial 6912 finished with value: 0.9969889715255471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:09,213] Trial 6913 finished with value: 0.9974822856913375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:14,551] Trial 6914 finished with value: 0.9972520812540339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:18,381] Trial 6915 finished with value: 0.9974096278776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:24,203] Trial 6916 finished with value: 0.9975663517276532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:33,471] Trial 6917 finished with value: 0.9961289415809382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:37,681] Trial 6918 finished with value: 0.9969577345374704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:40,844] Trial 6919 finished with value: 0.9974751529140127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:50,146] Trial 6920 finished with value: 0.9968599651517981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:55,573] Trial 6921 finished with value: 0.9974968467259059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:03,124] Trial 6922 finished with value: 0.9853894285882815 and parameters: {'classifier': 'SVC', 'svc_c': 0.02208689157970368, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:07,454] Trial 6923 finished with value: 0.9974571788800887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:12,314] Trial 6924 finished with value: 0.9971796740110758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:16,015] Trial 6925 finished with value: 0.9975212477178306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:18,976] Trial 6926 finished with value: 0.99712843899924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:27,566] Trial 6927 finished with value: 0.996665277718083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:43,145] Trial 6928 finished with value: 0.9966474454573917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:46,994] Trial 6929 finished with value: 0.9974342477658725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:58,874] Trial 6930 finished with value: 0.9969190476786353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:05,454] Trial 6931 finished with value: 0.9973331103851972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:07,834] Trial 6932 finished with value: 0.9969564005614816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:11,409] Trial 6933 finished with value: 0.9975175735789721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:20,405] Trial 6934 finished with value: 0.9967485225360427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:24,017] Trial 6935 finished with value: 0.9970968770467284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:39,706] Trial 6936 finished with value: 0.9965053503388637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:43,580] Trial 6937 finished with value: 0.9974110315500339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:46,385] Trial 6938 finished with value: 0.9967906685411512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:57,931] Trial 6939 finished with value: 0.9964498709214479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:05,815] Trial 6940 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.675443590378875e-09, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:09,694] Trial 6941 finished with value: 0.9974662409413328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:11,448] Trial 6942 finished with value: 0.9933513922928197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:17,791] Trial 6943 finished with value: 0.9972055102546523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:18,966] Trial 6944 finished with value: 0.9921222052260733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 46, 'rf_n_estimators': 10}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:23,588] Trial 6945 finished with value: 0.9974961155797315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:26,843] Trial 6946 finished with value: 0.9973624550957548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:32,096] Trial 6947 finished with value: 0.9975222317199138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:45,324] Trial 6948 finished with value: 0.9966648382115403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:48,979] Trial 6949 finished with value: 0.9975860549062517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:52,976] Trial 6950 finished with value: 0.9976250369276266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:55,426] Trial 6951 finished with value: 0.9973731764782775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:01,353] Trial 6952 finished with value: 0.9974068408132556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:03,536] Trial 6953 finished with value: 0.9971326319259338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:06,483] Trial 6954 finished with value: 0.9973484562030038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:08,216] Trial 6955 finished with value: 0.9970399457787353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:13,746] Trial 6956 finished with value: 0.9974086419712425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:20,783] Trial 6957 finished with value: 0.9973369102061692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:24,216] Trial 6958 finished with value: 0.9961736960929235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:31,346] Trial 6959 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.7632150980674608e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:34,166] Trial 6960 finished with value: 0.996630909214152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:38,716] Trial 6961 finished with value: 0.9973554302907912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:43,239] Trial 6962 finished with value: 0.9974240167022826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:47,721] Trial 6963 finished with value: 0.997505550053582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:51,303] Trial 6964 finished with value: 0.9974190135068111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:54,545] Trial 6965 finished with value: 0.9972340971591933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:00,008] Trial 6966 finished with value: 0.9973417647730201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:05,604] Trial 6967 finished with value: 0.9972699238612831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:13,282] Trial 6968 finished with value: 0.9964044839999183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:25,228] Trial 6969 finished with value: 0.9966935848847074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:29,004] Trial 6970 finished with value: 0.9974830890095134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:32,194] Trial 6971 finished with value: 0.9976963869491488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:36,627] Trial 6972 finished with value: 0.9974328844640573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:41,295] Trial 6973 finished with value: 0.9972083444180515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:44,661] Trial 6974 finished with value: 0.9945583845013274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:48,532] Trial 6975 finished with value: 0.9975318537013216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:07,752] Trial 6976 finished with value: 0.9967637866604754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:13,557] Trial 6977 finished with value: 0.9975659062861219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:15,792] Trial 6978 finished with value: 0.9916201304774219 and parameters: {'classifier': 'SVC', 'svc_c': 21.049627155538392, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:19,562] Trial 6979 finished with value: 0.9967550685746721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:21,717] Trial 6980 finished with value: 0.9973383263833385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:27,052] Trial 6981 finished with value: 0.997390966114959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:31,193] Trial 6982 finished with value: 0.9977796505242118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:36,250] Trial 6983 finished with value: 0.9975485720249365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:40,665] Trial 6984 finished with value: 0.997640851641278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:45,303] Trial 6985 finished with value: 0.9974861867244963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:49,230] Trial 6986 finished with value: 0.9974241147089408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:53,764] Trial 6987 finished with value: 0.9974657065384469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:16,614] Trial 6988 finished with value: 0.9962593939972276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:20,763] Trial 6989 finished with value: 0.9976337910994304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:24,989] Trial 6990 finished with value: 0.9973770938247207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:28,876] Trial 6991 finished with value: 0.9975616349033206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:31,289] Trial 6992 finished with value: 0.9956123776206031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:37,675] Trial 6993 finished with value: 0.9973795224728762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:41,538] Trial 6994 finished with value: 0.9975585195737992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:45,224] Trial 6995 finished with value: 0.9974786253584688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:49,645] Trial 6996 finished with value: 0.9976540449307238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:54,404] Trial 6997 finished with value: 0.9867568060587996 and parameters: {'classifier': 'SVC', 'svc_c': 2044478.368751284, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:59,742] Trial 6998 finished with value: 0.9975124603164375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:04,350] Trial 6999 finished with value: 0.9975567580881967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:09,098] Trial 7000 finished with value: 0.9972740799720041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:13,411] Trial 7001 finished with value: 0.9975271771841316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:16,753] Trial 7002 finished with value: 0.9974049113706468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:22,984] Trial 7003 finished with value: 0.9976786946843674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:35,050] Trial 7004 finished with value: 0.9970480170142464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:39,172] Trial 7005 finished with value: 0.9974694023860339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:42,970] Trial 7006 finished with value: 0.9973442644823504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:46,289] Trial 7007 finished with value: 0.9968785025018416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:52,883] Trial 7008 finished with value: 0.9971634719997396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:56,976] Trial 7009 finished with value: 0.9974039195927761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:00,732] Trial 7010 finished with value: 0.9974985848206704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:03,967] Trial 7011 finished with value: 0.9973037176869236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:20,993] Trial 7012 finished with value: 0.996654736924254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:26,867] Trial 7013 finished with value: 0.9975028522679711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:31,640] Trial 7014 finished with value: 0.9973822068333522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:35,560] Trial 7015 finished with value: 0.9973446479397484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:40,838] Trial 7016 finished with value: 0.9853792674433016 and parameters: {'classifier': 'SVC', 'svc_c': 0.00868482874344841, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:44,532] Trial 7017 finished with value: 0.9974322490394117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:50,172] Trial 7018 finished with value: 0.9972139711047152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:52,234] Trial 7019 finished with value: 0.9955209203334441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:54,865] Trial 7020 finished with value: 0.9963329221278637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:00,182] Trial 7021 finished with value: 0.9972821209295515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:04,424] Trial 7022 finished with value: 0.9975351045199701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:11,043] Trial 7023 finished with value: 0.9973193837719542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:15,322] Trial 7024 finished with value: 0.9974348816036228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:19,395] Trial 7025 finished with value: 0.9973793671475569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:32,278] Trial 7026 finished with value: 0.9968337769665657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:36,974] Trial 7027 finished with value: 0.9968613943415093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:42,271] Trial 7028 finished with value: 0.9973016626256769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:45,432] Trial 7029 finished with value: 0.9974418276350999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:48,718] Trial 7030 finished with value: 0.9968233205955706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:58,136] Trial 7031 finished with value: 0.9970966373620512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:02,236] Trial 7032 finished with value: 0.9975764845306817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:08,917] Trial 7033 finished with value: 0.9975010349871273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:13,256] Trial 7034 finished with value: 0.9970674512458172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:19,695] Trial 7035 finished with value: 0.9852060554329386 and parameters: {'classifier': 'SVC', 'svc_c': 1.0891333368883837e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:22,830] Trial 7036 finished with value: 0.9974461170132947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:25,900] Trial 7037 finished with value: 0.9970948996164034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:29,875] Trial 7038 finished with value: 0.997236112357628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:37,683] Trial 7039 finished with value: 0.9974085143531165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:41,964] Trial 7040 finished with value: 0.9974488493932245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:44,140] Trial 7041 finished with value: 0.9907876375473746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:48,569] Trial 7042 finished with value: 0.9971263851757718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:52,440] Trial 7043 finished with value: 0.9976046398314189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:57,945] Trial 7044 finished with value: 0.9974999718624407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:02,042] Trial 7045 finished with value: 0.9976398879514554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:05,623] Trial 7046 finished with value: 0.9973153924127107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:18,148] Trial 7047 finished with value: 0.9968266844963832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:21,653] Trial 7048 finished with value: 0.9974416725002083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:26,955] Trial 7049 finished with value: 0.9975701746855595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:29,434] Trial 7050 finished with value: 0.9973452455010703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:33,470] Trial 7051 finished with value: 0.9975068954234795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:39,980] Trial 7052 finished with value: 0.9961429864619173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:45,573] Trial 7053 finished with value: 0.9850767551026903 and parameters: {'classifier': 'SVC', 'svc_c': 0.00019101001222413092, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:48,787] Trial 7054 finished with value: 0.9913454160369719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:51,921] Trial 7055 finished with value: 0.9968895193960207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:55,534] Trial 7056 finished with value: 0.9972241123500272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:00,299] Trial 7057 finished with value: 0.9973773330333294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:03,873] Trial 7058 finished with value: 0.9973080694618442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:08,805] Trial 7059 finished with value: 0.9977276120355104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:15,449] Trial 7060 finished with value: 0.997007023825151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:20,343] Trial 7061 finished with value: 0.9974508733195839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:24,654] Trial 7062 finished with value: 0.9974714144741537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:28,337] Trial 7063 finished with value: 0.9974676916493453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:40,122] Trial 7064 finished with value: 0.9968629069384414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:44,004] Trial 7065 finished with value: 0.9972860122826486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:47,874] Trial 7066 finished with value: 0.9975228928522641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:56,534] Trial 7067 finished with value: 0.9969068912983641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:01,126] Trial 7068 finished with value: 0.9973856570930112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:05,131] Trial 7069 finished with value: 0.9960794703715719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:07,209] Trial 7070 finished with value: 0.997253216233343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:11,294] Trial 7071 finished with value: 0.9977844569763951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:13,340] Trial 7072 finished with value: 0.9924158651977951 and parameters: {'classifier': 'SVC', 'svc_c': 222.6116947136022, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:18,214] Trial 7073 finished with value: 0.9972295588923282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:25,168] Trial 7074 finished with value: 0.9973310327265607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:30,757] Trial 7075 finished with value: 0.9973324371607039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:35,951] Trial 7076 finished with value: 0.997600206172697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:41,213] Trial 7077 finished with value: 0.9974502055857487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:44,937] Trial 7078 finished with value: 0.9968807862981873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:49,839] Trial 7079 finished with value: 0.996568158197804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:54,382] Trial 7080 finished with value: 0.9973769685552001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:59,578] Trial 7081 finished with value: 0.9973844963742592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:04,984] Trial 7082 finished with value: 0.9975652456933156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:11,261] Trial 7083 finished with value: 0.9974503842384298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:18,140] Trial 7084 finished with value: 0.9972433656755255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:23,056] Trial 7085 finished with value: 0.9968656135789282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:25,732] Trial 7086 finished with value: 0.9947264369752865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:30,081] Trial 7087 finished with value: 0.9975919771997859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:35,252] Trial 7088 finished with value: 0.9971780558221258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:41,827] Trial 7089 finished with value: 0.9973017286087867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:48,190] Trial 7090 finished with value: 0.9974615474126245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:52,370] Trial 7091 finished with value: 0.9973560517190195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:59,337] Trial 7092 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.774804987904435e-10, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:02,261] Trial 7093 finished with value: 0.9956854560250901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:24,830] Trial 7094 finished with value: 0.99568640140214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 73, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:29,819] Trial 7095 finished with value: 0.996860869301306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:33,700] Trial 7096 finished with value: 0.997440854836498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:39,358] Trial 7097 finished with value: 0.9975284716464256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:43,144] Trial 7098 finished with value: 0.9973406860332831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:49,927] Trial 7099 finished with value: 0.9972954911895693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:54,461] Trial 7100 finished with value: 0.9974300105965357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:58,537] Trial 7101 finished with value: 0.9975984256126119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:03,575] Trial 7102 finished with value: 0.9975172360463262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:09,420] Trial 7103 finished with value: 0.9973059301681912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:15,785] Trial 7104 finished with value: 0.9973402975612956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:20,078] Trial 7105 finished with value: 0.9974712396617594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:24,428] Trial 7106 finished with value: 0.9973277039913492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:28,647] Trial 7107 finished with value: 0.997137127949644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:33,286] Trial 7108 finished with value: 0.9970928694059383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:36,892] Trial 7109 finished with value: 0.9867376316654773 and parameters: {'classifier': 'SVC', 'svc_c': 23025393.125208877, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:42,407] Trial 7110 finished with value: 0.9973392863915637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:48,498] Trial 7111 finished with value: 0.997073327328958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:52,608] Trial 7112 finished with value: 0.9969565826101188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:56,771] Trial 7113 finished with value: 0.9972666012197499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:01,154] Trial 7114 finished with value: 0.9974454581978115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:05,222] Trial 7115 finished with value: 0.9945293161009924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:10,218] Trial 7116 finished with value: 0.9972629577397103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:15,150] Trial 7117 finished with value: 0.9973791140694829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:19,501] Trial 7118 finished with value: 0.9970623664521856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:23,471] Trial 7119 finished with value: 0.9975654995330996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:30,715] Trial 7120 finished with value: 0.9973242282461504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:33,896] Trial 7121 finished with value: 0.995988089191915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:38,428] Trial 7122 finished with value: 0.9972689561090085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:42,732] Trial 7123 finished with value: 0.9974511641340302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:01,368] Trial 7124 finished with value: 0.9966888959262579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:10,141] Trial 7125 finished with value: 0.997365678302424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:12,386] Trial 7126 finished with value: 0.9909806674053961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:17,333] Trial 7127 finished with value: 0.9973457533710656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:23,848] Trial 7128 finished with value: 0.9853833646802044 and parameters: {'classifier': 'SVC', 'svc_c': 0.09723278762940955, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:28,572] Trial 7129 finished with value: 0.9974769397899411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:33,008] Trial 7130 finished with value: 0.9972854864489973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:53,249] Trial 7131 finished with value: 0.9967267522992683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:58,041] Trial 7132 finished with value: 0.9972595281096911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:01,443] Trial 7133 finished with value: 0.9974015454703457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:05,591] Trial 7134 finished with value: 0.9972681337480881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:08,734] Trial 7135 finished with value: 0.9966762113319928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:12,997] Trial 7136 finished with value: 0.9974286556417901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:19,942] Trial 7137 finished with value: 0.9970146072172862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:26,024] Trial 7138 finished with value: 0.9972509939450617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:30,548] Trial 7139 finished with value: 0.997471000389675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:36,026] Trial 7140 finished with value: 0.997513076571387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:40,029] Trial 7141 finished with value: 0.9971301359299387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:42,069] Trial 7142 finished with value: 0.9972019372962428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:47,522] Trial 7143 finished with value: 0.997328530668625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:55,231] Trial 7144 finished with value: 0.9971581888124484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:02,068] Trial 7145 finished with value: 0.9972439562862455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:05,806] Trial 7146 finished with value: 0.9975662427714168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:08,224] Trial 7147 finished with value: 0.9894196046890672 and parameters: {'classifier': 'SVC', 'svc_c': 19194.369255036025, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:13,170] Trial 7148 finished with value: 0.9971899327183834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:17,904] Trial 7149 finished with value: 0.9967574508537448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:24,534] Trial 7150 finished with value: 0.9970594137794399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:30,932] Trial 7151 finished with value: 0.997055983038594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:34,870] Trial 7152 finished with value: 0.997436742619303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:39,439] Trial 7153 finished with value: 0.9973081338897964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:50,322] Trial 7154 finished with value: 0.9967810311351203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:54,389] Trial 7155 finished with value: 0.9971774505802301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:57,631] Trial 7156 finished with value: 0.997007126719447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:01,958] Trial 7157 finished with value: 0.9973005705242809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:07,330] Trial 7158 finished with value: 0.9973955362149454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:13,150] Trial 7159 finished with value: 0.9975377938950354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:31,112] Trial 7160 finished with value: 0.9968269131680065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:35,023] Trial 7161 finished with value: 0.9973387973738852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:38,379] Trial 7162 finished with value: 0.9966317243388293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:42,747] Trial 7163 finished with value: 0.9975405375736602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:46,913] Trial 7164 finished with value: 0.9971740265995587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:54,454] Trial 7165 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9285684744225877e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:04,102] Trial 7166 finished with value: 0.9962698519551182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:06,649] Trial 7167 finished with value: 0.9964221950852789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:11,527] Trial 7168 finished with value: 0.9971577346429926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:18,261] Trial 7169 finished with value: 0.9974572340405717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:23,585] Trial 7170 finished with value: 0.9970355589651648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:25,522] Trial 7171 finished with value: 0.9973862936602212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:27,780] Trial 7172 finished with value: 0.9956941767451394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:33,295] Trial 7173 finished with value: 0.9971230572657458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:37,589] Trial 7174 finished with value: 0.9975356067406178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:42,440] Trial 7175 finished with value: 0.9973574144812906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:46,322] Trial 7176 finished with value: 0.9970423133631569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:48,383] Trial 7177 finished with value: 0.9972763864292159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:52,032] Trial 7178 finished with value: 0.9972317311616671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:54,401] Trial 7179 finished with value: 0.9976199573707497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:00,959] Trial 7180 finished with value: 0.9972933341226882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:05,151] Trial 7181 finished with value: 0.9974285463364367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:12,768] Trial 7182 finished with value: 0.9971125672208309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:16,274] Trial 7183 finished with value: 0.9973700578162757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:24,427] Trial 7184 finished with value: 0.9853322367520683 and parameters: {'classifier': 'SVC', 'svc_c': 0.0026289188871423045, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:29,790] Trial 7185 finished with value: 0.9972835690033176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:38,202] Trial 7186 finished with value: 0.9972524345921577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:39,802] Trial 7187 finished with value: 0.9973150632906104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:43,393] Trial 7188 finished with value: 0.9972201838635785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:48,437] Trial 7189 finished with value: 0.9969688820966144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:56,176] Trial 7190 finished with value: 0.9974600148842864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:00,472] Trial 7191 finished with value: 0.9974536512751491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:06,058] Trial 7192 finished with value: 0.9975762823602111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:10,122] Trial 7193 finished with value: 0.9975681843379062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:14,016] Trial 7194 finished with value: 0.9974633326381818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:19,571] Trial 7195 finished with value: 0.9975904671101484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:22,077] Trial 7196 finished with value: 0.9942437742416708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:26,052] Trial 7197 finished with value: 0.9970709740900706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:29,160] Trial 7198 finished with value: 0.9910058050341531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:33,069] Trial 7199 finished with value: 0.9973736625443305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:39,224] Trial 7200 finished with value: 0.9974415398357551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:43,154] Trial 7201 finished with value: 0.9971828692566485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:46,447] Trial 7202 finished with value: 0.9965280168541452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:48,863] Trial 7203 finished with value: 0.9948377270903963 and parameters: {'classifier': 'SVC', 'svc_c': 691.510335638791, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:56,478] Trial 7204 finished with value: 0.9969579263613833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:32:05,489] Trial 7205 finished with value: 0.9966128037218152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:32:08,845] Trial 7206 finished with value: 0.997536388381803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:32:24,592] Trial 7207 finished with value: 0.996810082523937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:32:41,798] Trial 7208 finished with value: 0.9966902589106942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:32:55,442] Trial 7209 finished with value: 0.996715394920818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:32:59,337] Trial 7210 finished with value: 0.997665481971322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:05,905] Trial 7211 finished with value: 0.9973322314990636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:08,325] Trial 7212 finished with value: 0.9971630697217625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:20,882] Trial 7213 finished with value: 0.9969679909913864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:39,397] Trial 7214 finished with value: 0.9967026403444669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:46,504] Trial 7215 finished with value: 0.99718300801478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:50,866] Trial 7216 finished with value: 0.9974650817777384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:54,789] Trial 7217 finished with value: 0.9975390316416887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:58,404] Trial 7218 finished with value: 0.9974295634411575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:02,422] Trial 7219 finished with value: 0.9977207584565576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:07,673] Trial 7220 finished with value: 0.997355772012841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:12,490] Trial 7221 finished with value: 0.9972782332580516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:17,060] Trial 7222 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 446152341.6728546, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:23,067] Trial 7223 finished with value: 0.9974168339060155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:28,933] Trial 7224 finished with value: 0.9965074763025955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:34,474] Trial 7225 finished with value: 0.9973523751998181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:38,638] Trial 7226 finished with value: 0.9974003269886021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:47,613] Trial 7227 finished with value: 0.9965758525456637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:48,836] Trial 7228 finished with value: 0.9900040713628911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:53,328] Trial 7229 finished with value: 0.9972806057301108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:59,656] Trial 7230 finished with value: 0.9971916040683286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:04,653] Trial 7231 finished with value: 0.9973566666409767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:08,887] Trial 7232 finished with value: 0.9974191383002631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:13,183] Trial 7233 finished with value: 0.9957819122231032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:15,335] Trial 7234 finished with value: 0.9971455054876998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:21,832] Trial 7235 finished with value: 0.99746357473494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:25,920] Trial 7236 finished with value: 0.9974000785442625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:31,054] Trial 7237 finished with value: 0.9972967767652493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:36,161] Trial 7238 finished with value: 0.9972387446679357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:39,928] Trial 7239 finished with value: 0.9973768384297793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:45,143] Trial 7240 finished with value: 0.9975018309738467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:36:13,838] Trial 7241 finished with value: 0.9906751352346271 and parameters: {'classifier': 'SVC', 'svc_c': 8899291.274991462, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:36:20,589] Trial 7242 finished with value: 0.9973928608045592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:36:46,002] Trial 7243 finished with value: 0.9962960443614922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:36:56,946] Trial 7244 finished with value: 0.996991769793373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:02,184] Trial 7245 finished with value: 0.9970665771203696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:06,549] Trial 7246 finished with value: 0.9970528680264517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:10,286] Trial 7247 finished with value: 0.9974596409165226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:12,373] Trial 7248 finished with value: 0.9968123756829655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:14,483] Trial 7249 finished with value: 0.9972863936136068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:18,962] Trial 7250 finished with value: 0.9976589488500208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:23,132] Trial 7251 finished with value: 0.9971364745930807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:30,740] Trial 7252 finished with value: 0.9974228819451388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:32,776] Trial 7253 finished with value: 0.994182244277837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:37,736] Trial 7254 finished with value: 0.9970969830513394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:43,318] Trial 7255 finished with value: 0.9974453916434194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:49,177] Trial 7256 finished with value: 0.9970035673766001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:53,034] Trial 7257 finished with value: 0.9973189066877292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:55,789] Trial 7258 finished with value: 0.9975397383814123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:00,987] Trial 7259 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.997740835073516e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:21,961] Trial 7260 finished with value: 0.9967168249674527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:26,518] Trial 7261 finished with value: 0.9974145798798268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:33,287] Trial 7262 finished with value: 0.9972108612023759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:37,143] Trial 7263 finished with value: 0.9974977383072025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:39,988] Trial 7264 finished with value: 0.9968993501493838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:45,483] Trial 7265 finished with value: 0.9976682297123992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:48,087] Trial 7266 finished with value: 0.9974055474935262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:49,888] Trial 7267 finished with value: 0.9907937306543267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:52,059] Trial 7268 finished with value: 0.9954240229467793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:58,601] Trial 7269 finished with value: 0.9974474785060493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:11,796] Trial 7270 finished with value: 0.9966922268196469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:15,210] Trial 7271 finished with value: 0.9974084193615594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:19,177] Trial 7272 finished with value: 0.9971964999261972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:28,920] Trial 7273 finished with value: 0.9957097002317519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:32,119] Trial 7274 finished with value: 0.9970540273169978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:37,042] Trial 7275 finished with value: 0.9973336087020824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:41,003] Trial 7276 finished with value: 0.9975665979186014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:46,300] Trial 7277 finished with value: 0.9974823386936431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:59,495] Trial 7278 finished with value: 0.9967281153789184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:03,975] Trial 7279 finished with value: 0.9952213575870014 and parameters: {'classifier': 'SVC', 'svc_c': 222396.6099798497, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:09,453] Trial 7280 finished with value: 0.9974728526774309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:12,880] Trial 7281 finished with value: 0.99718725635586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:16,864] Trial 7282 finished with value: 0.9973093604647065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:20,836] Trial 7283 finished with value: 0.9973397861049168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:26,500] Trial 7284 finished with value: 0.9973785470400282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:32,396] Trial 7285 finished with value: 0.997376650541367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:36,736] Trial 7286 finished with value: 0.9976535565795416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:41,026] Trial 7287 finished with value: 0.9974018229866086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:57,734] Trial 7288 finished with value: 0.9964489805461918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:01,284] Trial 7289 finished with value: 0.9969434691415101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:05,657] Trial 7290 finished with value: 0.9974647766494958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:09,919] Trial 7291 finished with value: 0.9975431271964825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:13,346] Trial 7292 finished with value: 0.9971428032905197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:16,881] Trial 7293 finished with value: 0.9975106099329563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:22,185] Trial 7294 finished with value: 0.9973822096897639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:27,440] Trial 7295 finished with value: 0.9971476643636418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:30,188] Trial 7296 finished with value: 0.992871043411348 and parameters: {'classifier': 'SVC', 'svc_c': 3201.09301044311, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:34,156] Trial 7297 finished with value: 0.9974003772297096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:39,755] Trial 7298 finished with value: 0.9973685102441695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:42,736] Trial 7299 finished with value: 0.9972228430558937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:46,363] Trial 7300 finished with value: 0.9973473154156576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:50,138] Trial 7301 finished with value: 0.9972996298444414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:53,213] Trial 7302 finished with value: 0.9965989938600407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:56,776] Trial 7303 finished with value: 0.9975010951622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:02,771] Trial 7304 finished with value: 0.99732174992817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:05,648] Trial 7305 finished with value: 0.9961028997391973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:16,164] Trial 7306 finished with value: 0.9966077044239597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:20,310] Trial 7307 finished with value: 0.99726296123088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:23,997] Trial 7308 finished with value: 0.9975712800534008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:50,047] Trial 7309 finished with value: 0.9960834422120023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 72, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:55,129] Trial 7310 finished with value: 0.9974427603804626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:59,064] Trial 7311 finished with value: 0.9971237047825342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:05,228] Trial 7312 finished with value: 0.9975638407513657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:09,645] Trial 7313 finished with value: 0.9974636121221949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:14,333] Trial 7314 finished with value: 0.9975268259089717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:20,397] Trial 7315 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.5000858860634304e-07, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:27,431] Trial 7316 finished with value: 0.9968364398087403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:29,273] Trial 7317 finished with value: 0.9963332776241652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 18}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:32,708] Trial 7318 finished with value: 0.9972675161918844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:37,132] Trial 7319 finished with value: 0.9898987608917142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:40,718] Trial 7320 finished with value: 0.9974164973255067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:45,156] Trial 7321 finished with value: 0.9971542811143291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:52,293] Trial 7322 finished with value: 0.9970622197595772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:54,573] Trial 7323 finished with value: 0.9945245395141801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:03,764] Trial 7324 finished with value: 0.9971016786430117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:07,752] Trial 7325 finished with value: 0.9974692124981335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:12,439] Trial 7326 finished with value: 0.9974182370071668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:21,763] Trial 7327 finished with value: 0.9971707080839535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:42,132] Trial 7328 finished with value: 0.9968210286425826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:44,889] Trial 7329 finished with value: 0.9970119571972261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:49,803] Trial 7330 finished with value: 0.9969535368818284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:54,281] Trial 7331 finished with value: 0.9975389578193159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:00,654] Trial 7332 finished with value: 0.9944532474143389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:21,447] Trial 7333 finished with value: 0.9965936195214793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:26,332] Trial 7334 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 90640846.23251882, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:30,030] Trial 7335 finished with value: 0.9973604215528096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:33,960] Trial 7336 finished with value: 0.9974968492966765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:39,136] Trial 7337 finished with value: 0.9971637597673467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:44,486] Trial 7338 finished with value: 0.9974675282308599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:47,963] Trial 7339 finished with value: 0.9975459888766475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:53,310] Trial 7340 finished with value: 0.9968782985223102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:58,535] Trial 7341 finished with value: 0.9975242350801091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:02,782] Trial 7342 finished with value: 0.9973660742645575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:06,131] Trial 7343 finished with value: 0.9972028315117859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:20,183] Trial 7344 finished with value: 0.9962751771633989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:21,840] Trial 7345 finished with value: 0.9964728999153705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:26,020] Trial 7346 finished with value: 0.9976196230753702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:29,728] Trial 7347 finished with value: 0.9977489382906972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:34,562] Trial 7348 finished with value: 0.9974072251275773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:39,038] Trial 7349 finished with value: 0.9973487818656723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:42,376] Trial 7350 finished with value: 0.9972032416290263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:46,366] Trial 7351 finished with value: 0.9974537243992879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:48,823] Trial 7352 finished with value: 0.992760064518159 and parameters: {'classifier': 'SVC', 'svc_c': 69.13986706149313, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:53,519] Trial 7353 finished with value: 0.9974422273740445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:57,223] Trial 7354 finished with value: 0.9973917817474431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:00,858] Trial 7355 finished with value: 0.9975247860184449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:04,513] Trial 7356 finished with value: 0.9973852603691679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:08,490] Trial 7357 finished with value: 0.9975408562222515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:19,111] Trial 7358 finished with value: 0.9973257914650451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:22,425] Trial 7359 finished with value: 0.9974339804374779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:25,488] Trial 7360 finished with value: 0.9974125489076521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:27,863] Trial 7361 finished with value: 0.9973063046120236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:48,487] Trial 7362 finished with value: 0.9962905963275093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 61, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:51,873] Trial 7363 finished with value: 0.9974202607113609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:54,961] Trial 7364 finished with value: 0.9975147156438804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:57,626] Trial 7365 finished with value: 0.9971273708282261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:01,324] Trial 7366 finished with value: 0.9973940224437104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:06,567] Trial 7367 finished with value: 0.9973438991790354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:09,682] Trial 7368 finished with value: 0.9973560821239348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:13,792] Trial 7369 finished with value: 0.9975492676881302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:16,958] Trial 7370 finished with value: 0.9975937219277733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:20,740] Trial 7371 finished with value: 0.9867155397332726 and parameters: {'classifier': 'SVC', 'svc_c': 755537.0450481324, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:25,340] Trial 7372 finished with value: 0.9974056700653248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:28,689] Trial 7373 finished with value: 0.9974963691338744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:30,656] Trial 7374 finished with value: 0.9972208249693093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:34,170] Trial 7375 finished with value: 0.997531979732552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:37,658] Trial 7376 finished with value: 0.9973060040857779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:42,630] Trial 7377 finished with value: 0.9975195438047922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:46,272] Trial 7378 finished with value: 0.9972193157048573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:51,295] Trial 7379 finished with value: 0.9972648565235005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:56,904] Trial 7380 finished with value: 0.9955180308508721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:00,910] Trial 7381 finished with value: 0.9973252860706067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:03,679] Trial 7382 finished with value: 0.9954040643097631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:05,856] Trial 7383 finished with value: 0.9972609618379232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:09,407] Trial 7384 finished with value: 0.99735458488815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:11,118] Trial 7385 finished with value: 0.9936183127601184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:17,155] Trial 7386 finished with value: 0.9972452937534043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:25,509] Trial 7387 finished with value: 0.9971265721755226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:29,030] Trial 7388 finished with value: 0.9974237605773691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:31,385] Trial 7389 finished with value: 0.9974588002428296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:53:49,517] Trial 7390 finished with value: 0.9896083279986861 and parameters: {'classifier': 'SVC', 'svc_c': 7366962271.5322, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:53:53,855] Trial 7391 finished with value: 0.997409945891433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:53:58,575] Trial 7392 finished with value: 0.9970223194970637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:00,858] Trial 7393 finished with value: 0.9974459273158218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:04,939] Trial 7394 finished with value: 0.99735397501252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:07,534] Trial 7395 finished with value: 0.9971530257213992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:12,285] Trial 7396 finished with value: 0.9976701219581804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:15,188] Trial 7397 finished with value: 0.997219770350382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:35,628] Trial 7398 finished with value: 0.996339094960439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:38,629] Trial 7399 finished with value: 0.9974802489111255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:45,045] Trial 7400 finished with value: 0.9964016198441964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:47,764] Trial 7401 finished with value: 0.9948392483200393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:51,288] Trial 7402 finished with value: 0.9970082031423168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:56,918] Trial 7403 finished with value: 0.9974317801435668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:00,282] Trial 7404 finished with value: 0.9969008605881382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:04,561] Trial 7405 finished with value: 0.9975108214661095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:21,738] Trial 7406 finished with value: 0.9962585268858577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 59, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:27,154] Trial 7407 finished with value: 0.9974328664051879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:30,379] Trial 7408 finished with value: 0.9974731828786201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:34,575] Trial 7409 finished with value: 0.9864743796876893 and parameters: {'classifier': 'SVC', 'svc_c': 1.1341841985762644, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:38,183] Trial 7410 finished with value: 0.9976161980473477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:42,244] Trial 7411 finished with value: 0.9972594439407606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:45,686] Trial 7412 finished with value: 0.9971973356170388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:49,616] Trial 7413 finished with value: 0.9970940800801568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:52,552] Trial 7414 finished with value: 0.9971003469521523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:59,182] Trial 7415 finished with value: 0.997373954533079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:05,050] Trial 7416 finished with value: 0.997305513830321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:07,631] Trial 7417 finished with value: 0.9963496172828061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:15,437] Trial 7418 finished with value: 0.9967109123857184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:16,294] Trial 7419 finished with value: 0.9874733534305178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 21}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:20,642] Trial 7420 finished with value: 0.9974994654206513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:24,373] Trial 7421 finished with value: 0.9973278960374273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:30,914] Trial 7422 finished with value: 0.9966195423778051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:37,410] Trial 7423 finished with value: 0.9969676549821601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:41,567] Trial 7424 finished with value: 0.9975719851110153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:48,063] Trial 7425 finished with value: 0.9974451028284615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:56,623] Trial 7426 finished with value: 0.9971741496791638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:59,301] Trial 7427 finished with value: 0.9911958543852841 and parameters: {'classifier': 'SVC', 'svc_c': 13.027485883063227, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:17,884] Trial 7428 finished with value: 0.9971214702116828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:22,479] Trial 7429 finished with value: 0.9970149700450444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:33,730] Trial 7430 finished with value: 0.9973208959880315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:38,750] Trial 7431 finished with value: 0.9952550971090824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:42,773] Trial 7432 finished with value: 0.997627151433974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:46,764] Trial 7433 finished with value: 0.9972464971913798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:50,029] Trial 7434 finished with value: 0.9975327800673649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:59,638] Trial 7435 finished with value: 0.9971008781812475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:02,318] Trial 7436 finished with value: 0.9972603678629849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:06,686] Trial 7437 finished with value: 0.9974939408983117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:09,132] Trial 7438 finished with value: 0.9975539427453767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:12,378] Trial 7439 finished with value: 0.9972193880990243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:17,006] Trial 7440 finished with value: 0.9974149001787892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:19,814] Trial 7441 finished with value: 0.9974125897860769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:26,223] Trial 7442 finished with value: 0.9962827980697407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:38,848] Trial 7443 finished with value: 0.9970445302559939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:42,536] Trial 7444 finished with value: 0.996424486593936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:44,284] Trial 7445 finished with value: 0.9970536113917204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:51,061] Trial 7446 finished with value: 0.985245384698759 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008612430981993318, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:57,831] Trial 7447 finished with value: 0.9973207714802204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:00,666] Trial 7448 finished with value: 0.9975285364234949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:14,955] Trial 7449 finished with value: 0.9971263589919981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:26,285] Trial 7450 finished with value: 0.9973328605761277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:28,678] Trial 7451 finished with value: 0.997150458727705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:30,854] Trial 7452 finished with value: 0.9968826828603241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:34,709] Trial 7453 finished with value: 0.9974068944820571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:37,077] Trial 7454 finished with value: 0.9900201863488851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 4}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:40,649] Trial 7455 finished with value: 0.9970796616122688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:44,693] Trial 7456 finished with value: 0.9976048403197804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:02,958] Trial 7457 finished with value: 0.9959375990052916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:08,671] Trial 7458 finished with value: 0.9968598973278896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:11,791] Trial 7459 finished with value: 0.9971068764235941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:19,001] Trial 7460 finished with value: 0.9972822986618333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:24,233] Trial 7461 finished with value: 0.9976013156029904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:47,992] Trial 7462 finished with value: 0.9963132961993316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 72, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:51,080] Trial 7463 finished with value: 0.9971123731117889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:55,781] Trial 7464 finished with value: 0.9975112656063866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:59,151] Trial 7465 finished with value: 0.9973976645590202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:04:52,978] Trial 7466 finished with value: 0.989723050568489 and parameters: {'classifier': 'SVC', 'svc_c': 1726804879.6237018, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:04:55,817] Trial 7467 finished with value: 0.9975663882579847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:04:57,597] Trial 7468 finished with value: 0.9937273708751473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:04,493] Trial 7469 finished with value: 0.9971990741243962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:08,054] Trial 7470 finished with value: 0.9971578433453256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:11,606] Trial 7471 finished with value: 0.9972162228457745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:14,991] Trial 7472 finished with value: 0.9974593691765591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:18,154] Trial 7473 finished with value: 0.997210738408412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:19,663] Trial 7474 finished with value: 0.9960114700005421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:23,218] Trial 7475 finished with value: 0.9974841222053533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:28,661] Trial 7476 finished with value: 0.9973895984650504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:32,581] Trial 7477 finished with value: 0.9971949217587484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:38,601] Trial 7478 finished with value: 0.9972244921575659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:40,280] Trial 7479 finished with value: 0.9895730095791846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:44,341] Trial 7480 finished with value: 0.9973146769133248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:48,089] Trial 7481 finished with value: 0.9974977152654816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:52,406] Trial 7482 finished with value: 0.9975078324851978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:57,175] Trial 7483 finished with value: 0.9882994964304658 and parameters: {'classifier': 'SVC', 'svc_c': 38495.4540303491, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:01,220] Trial 7484 finished with value: 0.9971909682310905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:03,680] Trial 7485 finished with value: 0.997209154401188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:07,075] Trial 7486 finished with value: 0.9974916014336762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:10,802] Trial 7487 finished with value: 0.9974221985327771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:14,115] Trial 7488 finished with value: 0.9945321810184238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:17,217] Trial 7489 finished with value: 0.9972863610187757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:20,449] Trial 7490 finished with value: 0.9975745509621449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:26,202] Trial 7491 finished with value: 0.9969871873790788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:33,502] Trial 7492 finished with value: 0.9974259594430746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:39,397] Trial 7493 finished with value: 0.9974512231348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:42,962] Trial 7494 finished with value: 0.9976267622954905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:48,162] Trial 7495 finished with value: 0.9971766415492308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:51,006] Trial 7496 finished with value: 0.9956087038308615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:54,986] Trial 7497 finished with value: 0.9970856746444804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:57,561] Trial 7498 finished with value: 0.9974272435905488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:59,443] Trial 7499 finished with value: 0.99664074580729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:03,477] Trial 7500 finished with value: 0.9975008487490863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:06,132] Trial 7501 finished with value: 0.9972768421855672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:10,371] Trial 7502 finished with value: 0.9958544217573367 and parameters: {'classifier': 'SVC', 'svc_c': 7838.040455200235, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:14,846] Trial 7503 finished with value: 0.9973084680582242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:18,802] Trial 7504 finished with value: 0.9976175920714576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:22,240] Trial 7505 finished with value: 0.9975761442685757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:28,231] Trial 7506 finished with value: 0.9972326108412485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:33,152] Trial 7507 finished with value: 0.9962516038008872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:36,361] Trial 7508 finished with value: 0.9974743692733391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:40,027] Trial 7509 finished with value: 0.99749248365229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:44,480] Trial 7510 finished with value: 0.9974366703203499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:08:07,612] Trial 7511 finished with value: 0.9955286189659213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:08:12,209] Trial 7512 finished with value: 0.9976012617120235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:08:16,368] Trial 7513 finished with value: 0.9973608791816974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:08:26,968] Trial 7514 finished with value: 0.9969349683651595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:08:48,931] Trial 7515 finished with value: 0.9954582554855147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:08:55,037] Trial 7516 finished with value: 0.9974669644704095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:05,977] Trial 7517 finished with value: 0.9969876612895131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:09,339] Trial 7518 finished with value: 0.9974918925655013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:14,217] Trial 7519 finished with value: 0.9955945071792089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:18,243] Trial 7520 finished with value: 0.9974070861155425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:24,421] Trial 7521 finished with value: 0.9852056456965531 and parameters: {'classifier': 'SVC', 'svc_c': 6.527238957272589e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:30,991] Trial 7522 finished with value: 0.9973306385100119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:33,635] Trial 7523 finished with value: 0.9972283220025983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:37,294] Trial 7524 finished with value: 0.9976172298149817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:40,683] Trial 7525 finished with value: 0.9975083469884156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:45,645] Trial 7526 finished with value: 0.9976661628129131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:46,589] Trial 7527 finished with value: 0.9860324768378109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 14}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:51,563] Trial 7528 finished with value: 0.9972615113163151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:55,667] Trial 7529 finished with value: 0.997345098110228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:58,032] Trial 7530 finished with value: 0.9965782813207706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:04,171] Trial 7531 finished with value: 0.9974056815227095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:06,597] Trial 7532 finished with value: 0.9955211201870474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:12,526] Trial 7533 finished with value: 0.9970607214129658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:22,892] Trial 7534 finished with value: 0.9966762297717171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:26,324] Trial 7535 finished with value: 0.9973997165734279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:30,823] Trial 7536 finished with value: 0.9974792874429568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:34,475] Trial 7537 finished with value: 0.9974181218620385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:39,175] Trial 7538 finished with value: 0.9973422701991965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:45,053] Trial 7539 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.444707164355545e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:46,962] Trial 7540 finished with value: 0.9972752673823364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:51,124] Trial 7541 finished with value: 0.9960837033197669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:53,683] Trial 7542 finished with value: 0.9973394740895484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:58,628] Trial 7543 finished with value: 0.9971209864624972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:00,988] Trial 7544 finished with value: 0.9974159568606803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:05,022] Trial 7545 finished with value: 0.9974249431318016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:09,813] Trial 7546 finished with value: 0.9975629276200298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:14,779] Trial 7547 finished with value: 0.997666072264663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:18,393] Trial 7548 finished with value: 0.9972720748662239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:20,533] Trial 7549 finished with value: 0.9972340796081304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:30,130] Trial 7550 finished with value: 0.9973488157934952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:40,751] Trial 7551 finished with value: 0.9965367491902687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:52,374] Trial 7552 finished with value: 0.9968121541841093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:56,179] Trial 7553 finished with value: 0.9971196866999726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:59,617] Trial 7554 finished with value: 0.9969082717069119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:03,038] Trial 7555 finished with value: 0.9972078822506428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:07,014] Trial 7556 finished with value: 0.9969540955007377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:10,568] Trial 7557 finished with value: 0.9974071500991638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:17,057] Trial 7558 finished with value: 0.9852061370628366 and parameters: {'classifier': 'SVC', 'svc_c': 5.208327058600752e-08, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:21,425] Trial 7559 finished with value: 0.9974485859685925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:24,715] Trial 7560 finished with value: 0.9976117029757748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:28,317] Trial 7561 finished with value: 0.9975506231506825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:35,772] Trial 7562 finished with value: 0.9972527348010245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:39,186] Trial 7563 finished with value: 0.9964498279165833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:44,056] Trial 7564 finished with value: 0.9974393076769847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:47,937] Trial 7565 finished with value: 0.9974978934738322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:51,470] Trial 7566 finished with value: 0.9973177488253889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:54,498] Trial 7567 finished with value: 0.9971366331874042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:59,133] Trial 7568 finished with value: 0.9972788767441255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:00,653] Trial 7569 finished with value: 0.9901759364164611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:08,052] Trial 7570 finished with value: 0.9972041644086861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:22,105] Trial 7571 finished with value: 0.9965549533874976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:25,918] Trial 7572 finished with value: 0.9974313322899544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:29,495] Trial 7573 finished with value: 0.9970378351126749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:39,214] Trial 7574 finished with value: 0.9971776282807742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:51,485] Trial 7575 finished with value: 0.9967680800376463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:55,173] Trial 7576 finished with value: 0.9973348545101645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:57,243] Trial 7577 finished with value: 0.9937830154248958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:03,834] Trial 7578 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.694092226239377e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:09,245] Trial 7579 finished with value: 0.997190797544624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:14,765] Trial 7580 finished with value: 0.9973470738584438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:19,459] Trial 7581 finished with value: 0.9972562937630167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:23,313] Trial 7582 finished with value: 0.9971684170513647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:39,737] Trial 7583 finished with value: 0.9959150403671577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:44,180] Trial 7584 finished with value: 0.9974557824121599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:49,002] Trial 7585 finished with value: 0.9973441312148769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:52,814] Trial 7586 finished with value: 0.9973593341168859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:57,482] Trial 7587 finished with value: 0.9973209441661749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:03,652] Trial 7588 finished with value: 0.997082713656403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:09,570] Trial 7589 finished with value: 0.9972121956544334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:19,050] Trial 7590 finished with value: 0.9967965663330206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:24,100] Trial 7591 finished with value: 0.9965110979152171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:27,505] Trial 7592 finished with value: 0.997490141331243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:33,897] Trial 7593 finished with value: 0.9972834917215129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:38,416] Trial 7594 finished with value: 0.9974164148069473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:43,781] Trial 7595 finished with value: 0.9854053198220276 and parameters: {'classifier': 'SVC', 'svc_c': 0.294127735080086, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:47,025] Trial 7596 finished with value: 0.9974486463658305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:50,558] Trial 7597 finished with value: 0.997767353830652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:54,135] Trial 7598 finished with value: 0.9974433810152433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:56,823] Trial 7599 finished with value: 0.9976719514898565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:59,669] Trial 7600 finished with value: 0.9973772617182513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:02,364] Trial 7601 finished with value: 0.9973702425308972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:11,554] Trial 7602 finished with value: 0.996801343491115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:16,182] Trial 7603 finished with value: 0.9973688229260339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:19,327] Trial 7604 finished with value: 0.9975943327555404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:22,102] Trial 7605 finished with value: 0.9974722714928692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:24,501] Trial 7606 finished with value: 0.9975127692214909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:28,595] Trial 7607 finished with value: 0.997353682769868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:31,333] Trial 7608 finished with value: 0.9975024538302807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:34,606] Trial 7609 finished with value: 0.9975785838028334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:53,800] Trial 7610 finished with value: 0.9968574048865403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:57,085] Trial 7611 finished with value: 0.9973762240156286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:01,122] Trial 7612 finished with value: 0.9972844284658519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:04,341] Trial 7613 finished with value: 0.9975615072851948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:07,427] Trial 7614 finished with value: 0.9974369234618998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:11,158] Trial 7615 finished with value: 0.9894019280710742 and parameters: {'classifier': 'SVC', 'svc_c': 3.6176196641260887, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:14,232] Trial 7616 finished with value: 0.9973851325288766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:17,809] Trial 7617 finished with value: 0.997457311131949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:20,825] Trial 7618 finished with value: 0.9973666028276685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:23,409] Trial 7619 finished with value: 0.9971717020200016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:25,808] Trial 7620 finished with value: 0.9972402473626407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:36,345] Trial 7621 finished with value: 0.9969735492828594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:39,850] Trial 7622 finished with value: 0.9974074352325246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:52,523] Trial 7623 finished with value: 0.9964782456898154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:54,914] Trial 7624 finished with value: 0.9970981554179034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:04,596] Trial 7625 finished with value: 0.9967671970890605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:09,062] Trial 7626 finished with value: 0.9975995377088899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:13,852] Trial 7627 finished with value: 0.9973384965937363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:17,026] Trial 7628 finished with value: 0.9973586883774206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:19,579] Trial 7629 finished with value: 0.9971588597835502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:21,137] Trial 7630 finished with value: 0.9964360496657648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:27,524] Trial 7631 finished with value: 0.9972419335659266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:29,599] Trial 7632 finished with value: 0.997349424399609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:35,298] Trial 7633 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 9.258785983986837e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:39,599] Trial 7634 finished with value: 0.9973527001007768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:41,041] Trial 7635 finished with value: 0.9883226249862039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:47,462] Trial 7636 finished with value: 0.9970747570582136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:50,785] Trial 7637 finished with value: 0.9975072228634709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:53,607] Trial 7638 finished with value: 0.9973101394716454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:55,303] Trial 7639 finished with value: 0.997280099066156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:16,109] Trial 7640 finished with value: 0.9965249523052756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:19,663] Trial 7641 finished with value: 0.9974168035011001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:24,506] Trial 7642 finished with value: 0.9974375106449259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:28,030] Trial 7643 finished with value: 0.9975240221822258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:30,027] Trial 7644 finished with value: 0.9962012996618773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:37,200] Trial 7645 finished with value: 0.9969770003042284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:39,278] Trial 7646 finished with value: 0.9972719731779685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:43,168] Trial 7647 finished with value: 0.9974922251787716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:48,805] Trial 7648 finished with value: 0.9974518187283717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:55,508] Trial 7649 finished with value: 0.9969476582913929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:07,093] Trial 7650 finished with value: 0.9966126393511923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:10,954] Trial 7651 finished with value: 0.9959061953614624 and parameters: {'classifier': 'SVC', 'svc_c': 124124.0915109035, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:19,373] Trial 7652 finished with value: 0.996923119810853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:22,183] Trial 7653 finished with value: 0.9974744235768989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:26,001] Trial 7654 finished with value: 0.9966704031997119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:36,559] Trial 7655 finished with value: 0.9963553016689857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:39,262] Trial 7656 finished with value: 0.9974640438212122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:43,423] Trial 7657 finished with value: 0.9970950601150017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:46,674] Trial 7658 finished with value: 0.9972212986893162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:51,789] Trial 7659 finished with value: 0.9974765194213567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:54,528] Trial 7660 finished with value: 0.9976151992871376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:58,916] Trial 7661 finished with value: 0.9974621075866913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:00,995] Trial 7662 finished with value: 0.9956092532140399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:04,338] Trial 7663 finished with value: 0.9958695358249429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:10,515] Trial 7664 finished with value: 0.9975367209633355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:16,800] Trial 7665 finished with value: 0.9971185376290327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:19,105] Trial 7666 finished with value: 0.994498564290307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:21,965] Trial 7667 finished with value: 0.9975099100803586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:26,294] Trial 7668 finished with value: 0.9963124333725791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:35,135] Trial 7669 finished with value: 0.9971807855678092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:39,828] Trial 7670 finished with value: 0.9852070386098362 and parameters: {'classifier': 'SVC', 'svc_c': 2.1692513224992554e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:43,289] Trial 7671 finished with value: 0.9975707901153233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:46,120] Trial 7672 finished with value: 0.9974417948498417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:50,885] Trial 7673 finished with value: 0.9971241176609724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:53,744] Trial 7674 finished with value: 0.9974370623152451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:55,616] Trial 7675 finished with value: 0.9946588868382124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 9}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:02,369] Trial 7676 finished with value: 0.997376001628111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:04,430] Trial 7677 finished with value: 0.9972771527727297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:10,190] Trial 7678 finished with value: 0.9973134199969752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:14,155] Trial 7679 finished with value: 0.9971032415127894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:15,806] Trial 7680 finished with value: 0.990012625205023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:19,535] Trial 7681 finished with value: 0.9952766695869553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:23,249] Trial 7682 finished with value: 0.99731850367978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:28,650] Trial 7683 finished with value: 0.9973635797285062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:32,140] Trial 7684 finished with value: 0.9976861886708172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:37,499] Trial 7685 finished with value: 0.9972142191364622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:41,699] Trial 7686 finished with value: 0.9976126570172733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:47,289] Trial 7687 finished with value: 0.9973711299545279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:49,508] Trial 7688 finished with value: 0.9964049430570118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:56,931] Trial 7689 finished with value: 0.9853887721848791 and parameters: {'classifier': 'SVC', 'svc_c': 0.01726463547075957, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:11,227] Trial 7690 finished with value: 0.9966716207610564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:12,324] Trial 7691 finished with value: 0.9971485511525144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 24}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:16,286] Trial 7692 finished with value: 0.9974905935012108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:20,126] Trial 7693 finished with value: 0.9974781531618816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:23,091] Trial 7694 finished with value: 0.9974804262308146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:27,537] Trial 7695 finished with value: 0.9971919220504235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:32,165] Trial 7696 finished with value: 0.9971963723398091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:37,563] Trial 7697 finished with value: 0.9970459065386134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:42,419] Trial 7698 finished with value: 0.9974100585292666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:45,787] Trial 7699 finished with value: 0.9971980467365936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:49,552] Trial 7700 finished with value: 0.9975053518186119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:53,077] Trial 7701 finished with value: 0.9968921252369136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:58,662] Trial 7702 finished with value: 0.9967738544007935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:02,920] Trial 7703 finished with value: 0.997284794403925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:05,265] Trial 7704 finished with value: 0.9942359671607638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:12,938] Trial 7705 finished with value: 0.9971449340784136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:17,974] Trial 7706 finished with value: 0.9976148698159201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:21,461] Trial 7707 finished with value: 0.9974344717720235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:25,816] Trial 7708 finished with value: 0.9974717881245384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:31,682] Trial 7709 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.975189742242499e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:38,029] Trial 7710 finished with value: 0.9974464141435844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:43,176] Trial 7711 finished with value: 0.997224162527659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:48,196] Trial 7712 finished with value: 0.99712860978092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:50,463] Trial 7713 finished with value: 0.9974254631574154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:55,916] Trial 7714 finished with value: 0.9974184476199208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:01,492] Trial 7715 finished with value: 0.9972932238969355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:11,258] Trial 7716 finished with value: 0.9971208476091521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:14,467] Trial 7717 finished with value: 0.9973240808235703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:18,253] Trial 7718 finished with value: 0.997268906851776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:22,447] Trial 7719 finished with value: 0.9972010969081909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:37,267] Trial 7720 finished with value: 0.9969687402281681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:53,287] Trial 7721 finished with value: 0.9969192877124292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:57,405] Trial 7722 finished with value: 0.9975095574087308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:00,296] Trial 7723 finished with value: 0.997046829984769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:03,560] Trial 7724 finished with value: 0.9970941219424567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:07,826] Trial 7725 finished with value: 0.9972553120143247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:15,749] Trial 7726 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7002620120416065e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:19,509] Trial 7727 finished with value: 0.9970302581633349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:23,732] Trial 7728 finished with value: 0.9966760078285302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:30,433] Trial 7729 finished with value: 0.9973261999953901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:32,675] Trial 7730 finished with value: 0.9973487206432488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:34,977] Trial 7731 finished with value: 0.997311147943655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:39,089] Trial 7732 finished with value: 0.9974183823667829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:42,837] Trial 7733 finished with value: 0.9974080128624405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:49,949] Trial 7734 finished with value: 0.9972511851976922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:54,790] Trial 7735 finished with value: 0.9975396082559916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:56,285] Trial 7736 finished with value: 0.9946197268306524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:00,177] Trial 7737 finished with value: 0.997269051608372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:13,383] Trial 7738 finished with value: 0.9967350151682647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:17,408] Trial 7739 finished with value: 0.9970884598362882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:21,639] Trial 7740 finished with value: 0.9974605536987416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:24,098] Trial 7741 finished with value: 0.99766627161046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:26,505] Trial 7742 finished with value: 0.9974077497551876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:31,899] Trial 7743 finished with value: 0.9973089539973256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:34,940] Trial 7744 finished with value: 0.9975103394307708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:37,366] Trial 7745 finished with value: 0.9923922613986303 and parameters: {'classifier': 'SVC', 'svc_c': 206.31122221478253, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:42,257] Trial 7746 finished with value: 0.9969713998330763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:46,097] Trial 7747 finished with value: 0.9973927923776308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:54,908] Trial 7748 finished with value: 0.9973778911126944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:58,131] Trial 7749 finished with value: 0.9974398749286051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:28:05,750] Trial 7750 finished with value: 0.996868628711876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:28:29,365] Trial 7751 finished with value: 0.9962120723011206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:28:34,913] Trial 7752 finished with value: 0.9973053202925612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:28:47,703] Trial 7753 finished with value: 0.9971932003263849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:28:54,550] Trial 7754 finished with value: 0.9971640414095376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:28:57,543] Trial 7755 finished with value: 0.9911900746584307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:01,289] Trial 7756 finished with value: 0.9966588999855768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:09,142] Trial 7757 finished with value: 0.9971511090056913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:12,883] Trial 7758 finished with value: 0.997620465272483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:17,602] Trial 7759 finished with value: 0.9974728310321779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:34,861] Trial 7760 finished with value: 0.9967649367787663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:38,893] Trial 7761 finished with value: 0.9961536780108068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:42,275] Trial 7762 finished with value: 0.9974350631127157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:45,592] Trial 7763 finished with value: 0.997373678159381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:59,948] Trial 7764 finished with value: 0.9927387105557788 and parameters: {'classifier': 'SVC', 'svc_c': 3840127.4067202494, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:01,958] Trial 7765 finished with value: 0.9972893522213412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:05,978] Trial 7766 finished with value: 0.9972907342485219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:10,089] Trial 7767 finished with value: 0.9975501559052088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:12,008] Trial 7768 finished with value: 0.994373530772601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:15,758] Trial 7769 finished with value: 0.9964609072074883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:19,411] Trial 7770 finished with value: 0.9973765530107773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:25,899] Trial 7771 finished with value: 0.997292671498656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:28,990] Trial 7772 finished with value: 0.9975751989550016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:33,533] Trial 7773 finished with value: 0.9974988864260053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:39,408] Trial 7774 finished with value: 0.9970841803920587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:44,037] Trial 7775 finished with value: 0.9971448404833246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:47,527] Trial 7776 finished with value: 0.9973545887284367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:55,933] Trial 7777 finished with value: 0.9972993952695672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:59,444] Trial 7778 finished with value: 0.9973528894808709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:03,532] Trial 7779 finished with value: 0.9973574795122628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:07,258] Trial 7780 finished with value: 0.9954338029829665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:09,750] Trial 7781 finished with value: 0.9972230311347333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:16,449] Trial 7782 finished with value: 0.9852080208663345 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002715171677892053, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:19,507] Trial 7783 finished with value: 0.9971553191978065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:25,176] Trial 7784 finished with value: 0.9974757803407054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:29,136] Trial 7785 finished with value: 0.9974662886434077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:46,164] Trial 7786 finished with value: 0.9968634497836107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:57,092] Trial 7787 finished with value: 0.9966778490080183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:00,143] Trial 7788 finished with value: 0.9976108297072508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:04,802] Trial 7789 finished with value: 0.9975855823605476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:09,270] Trial 7790 finished with value: 0.9972587511022404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:19,138] Trial 7791 finished with value: 0.9971972829003745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:25,203] Trial 7792 finished with value: 0.9973925002619305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:27,845] Trial 7793 finished with value: 0.9974405313954832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:32,041] Trial 7794 finished with value: 0.996728496233808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:33,277] Trial 7795 finished with value: 0.9976240029066011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 28}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:40,244] Trial 7796 finished with value: 0.9972485295917605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:45,822] Trial 7797 finished with value: 0.9972917236143114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:51,081] Trial 7798 finished with value: 0.997297702306107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:07,740] Trial 7799 finished with value: 0.99653230547063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:09,363] Trial 7800 finished with value: 0.9960988045335206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:15,122] Trial 7801 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4186986518928976e-07, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:19,247] Trial 7802 finished with value: 0.9974273522928819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:24,370] Trial 7803 finished with value: 0.99758449346468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:30,002] Trial 7804 finished with value: 0.9971528459261533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:44,985] Trial 7805 finished with value: 0.9961002393725794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:49,452] Trial 7806 finished with value: 0.9974692591845953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:13,577] Trial 7807 finished with value: 0.9961591227757852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:16,650] Trial 7808 finished with value: 0.9973632240100393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:19,207] Trial 7809 finished with value: 0.9966947451908666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:24,615] Trial 7810 finished with value: 0.9964530149737757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:28,129] Trial 7811 finished with value: 0.997625403849575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:41,446] Trial 7812 finished with value: 0.9968309677491617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:45,331] Trial 7813 finished with value: 0.9975403816135832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:48,886] Trial 7814 finished with value: 0.9975741561743138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:53,115] Trial 7815 finished with value: 0.9970037136883535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:00,285] Trial 7816 finished with value: 0.997711322586239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:08,314] Trial 7817 finished with value: 0.9971206610537319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:14,858] Trial 7818 finished with value: 0.9972452331974768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:24,319] Trial 7819 finished with value: 0.9968348625934286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:27,425] Trial 7820 finished with value: 0.986737631728953 and parameters: {'classifier': 'SVC', 'svc_c': 23601841.36362487, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:31,787] Trial 7821 finished with value: 0.997096161388653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:35,887] Trial 7822 finished with value: 0.9973734533915203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:42,244] Trial 7823 finished with value: 0.9970814920008685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:45,622] Trial 7824 finished with value: 0.9974094258023433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:48,506] Trial 7825 finished with value: 0.9976130782110433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:53,918] Trial 7826 finished with value: 0.9973264074026155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:56,698] Trial 7827 finished with value: 0.9973406485190764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:00,504] Trial 7828 finished with value: 0.9974362910206177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:04,059] Trial 7829 finished with value: 0.9973232046668968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:08,081] Trial 7830 finished with value: 0.9973878516106233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:12,264] Trial 7831 finished with value: 0.9975962073233072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:16,728] Trial 7832 finished with value: 0.997506725498723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:30,246] Trial 7833 finished with value: 0.9970651210169129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:31,768] Trial 7834 finished with value: 0.990104015271294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:35,905] Trial 7835 finished with value: 0.9972050684312425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:40,866] Trial 7836 finished with value: 0.9975869576275541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:42,786] Trial 7837 finished with value: 0.9970987891921778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:49,447] Trial 7838 finished with value: 0.9853594384873753 and parameters: {'classifier': 'SVC', 'svc_c': 0.00514817303699721, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:52,598] Trial 7839 finished with value: 0.997180920803033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:56,349] Trial 7840 finished with value: 0.9945746573834109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:00,141] Trial 7841 finished with value: 0.9973095783771792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:04,740] Trial 7842 finished with value: 0.9974251409859166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:08,855] Trial 7843 finished with value: 0.9971513176824328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:12,533] Trial 7844 finished with value: 0.9957050347593537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:14,706] Trial 7845 finished with value: 0.997364728101212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:16,491] Trial 7846 finished with value: 0.9972111753124461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:18,789] Trial 7847 finished with value: 0.997253975594517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:21,451] Trial 7848 finished with value: 0.9974644275007757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:41,832] Trial 7849 finished with value: 0.9968697733395088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:52,745] Trial 7850 finished with value: 0.9972635599347667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:55,561] Trial 7851 finished with value: 0.9975886721727915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:59,095] Trial 7852 finished with value: 0.9974928914844011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:06,338] Trial 7853 finished with value: 0.9971009292158026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:09,894] Trial 7854 finished with value: 0.9973451560319092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:11,632] Trial 7855 finished with value: 0.996644416962785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:16,075] Trial 7856 finished with value: 0.9970290863680532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:22,998] Trial 7857 finished with value: 0.9853954917346489 and parameters: {'classifier': 'SVC', 'svc_c': 0.05279971939284111, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:26,377] Trial 7858 finished with value: 0.9971746617703007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:30,953] Trial 7859 finished with value: 0.9974740516086235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:37,561] Trial 7860 finished with value: 0.997024489513011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:40,089] Trial 7861 finished with value: 0.9972741154867227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:02,571] Trial 7862 finished with value: 0.9962094406890468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:06,783] Trial 7863 finished with value: 0.9975116417640658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:10,535] Trial 7864 finished with value: 0.9973947678084675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:12,956] Trial 7865 finished with value: 0.996766496474753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:16,885] Trial 7866 finished with value: 0.9975454146426875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:22,356] Trial 7867 finished with value: 0.9972632447456075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:28,521] Trial 7868 finished with value: 0.9971449581992232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:36,605] Trial 7869 finished with value: 0.997027306601416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:45,999] Trial 7870 finished with value: 0.9970573479273047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:54,022] Trial 7871 finished with value: 0.9965794831401129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:58,591] Trial 7872 finished with value: 0.997378083000083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:00,673] Trial 7873 finished with value: 0.9968739670596504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:03,995] Trial 7874 finished with value: 0.9970568094619666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:07,027] Trial 7875 finished with value: 0.9972574743496986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:16,051] Trial 7876 finished with value: 0.9929516538242983 and parameters: {'classifier': 'SVC', 'svc_c': 1400322.684208331, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:20,168] Trial 7877 finished with value: 0.9974686547678854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:28,283] Trial 7878 finished with value: 0.9941252342680955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:32,071] Trial 7879 finished with value: 0.9973525654368354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:35,487] Trial 7880 finished with value: 0.9973633059573164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:42,077] Trial 7881 finished with value: 0.9968438273462485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:44,295] Trial 7882 finished with value: 0.9908862297382983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:54,485] Trial 7883 finished with value: 0.9970911679367189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:02,241] Trial 7884 finished with value: 0.9970649925418634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:06,153] Trial 7885 finished with value: 0.9973446940549281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:20,605] Trial 7886 finished with value: 0.9970522888096403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:24,754] Trial 7887 finished with value: 0.9972429254707489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:28,343] Trial 7888 finished with value: 0.9974942340931009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:30,763] Trial 7889 finished with value: 0.9954059763599988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:37,514] Trial 7890 finished with value: 0.9973095582870837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:41,682] Trial 7891 finished with value: 0.997089783592671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:43,350] Trial 7892 finished with value: 0.9970003752096046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 32}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:03,473] Trial 7893 finished with value: 0.9959341767067289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:10,098] Trial 7894 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 266171213.09391055, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:14,134] Trial 7895 finished with value: 0.9972953724263195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:18,087] Trial 7896 finished with value: 0.9974139525166098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:20,894] Trial 7897 finished with value: 0.9974915381482886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:25,118] Trial 7898 finished with value: 0.9973425798342218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:29,533] Trial 7899 finished with value: 0.997477743869827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:36,144] Trial 7900 finished with value: 0.9973233329832566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:39,722] Trial 7901 finished with value: 0.9973924791879599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:44,945] Trial 7902 finished with value: 0.997617326488648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:50,818] Trial 7903 finished with value: 0.9968529806539768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:00,209] Trial 7904 finished with value: 0.9968055449553059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:02,390] Trial 7905 finished with value: 0.9945204913758201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:04,930] Trial 7906 finished with value: 0.9964363790100306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:08,297] Trial 7907 finished with value: 0.9971945540433523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:12,764] Trial 7908 finished with value: 0.9974799541611789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:16,848] Trial 7909 finished with value: 0.9977387848580287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:20,656] Trial 7910 finished with value: 0.9974419251022137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:23,520] Trial 7911 finished with value: 0.9972876918844497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:29,181] Trial 7912 finished with value: 0.9975322946043321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:31,671] Trial 7913 finished with value: 0.9950849669764864 and parameters: {'classifier': 'SVC', 'svc_c': 995.0330933795165, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:36,210] Trial 7914 finished with value: 0.9974220538396571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:39,759] Trial 7915 finished with value: 0.996795404090849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:47,645] Trial 7916 finished with value: 0.9971031578199274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:53,278] Trial 7917 finished with value: 0.9973371477644065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:58,639] Trial 7918 finished with value: 0.9973940050513374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:01,454] Trial 7919 finished with value: 0.9976517431072466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:08,512] Trial 7920 finished with value: 0.997475234067842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:17,233] Trial 7921 finished with value: 0.9973296078532048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:21,134] Trial 7922 finished with value: 0.9973269198111314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:25,797] Trial 7923 finished with value: 0.997171475538294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:28,748] Trial 7924 finished with value: 0.9973948332837708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:32,878] Trial 7925 finished with value: 0.9973981968672043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:36,396] Trial 7926 finished with value: 0.9974129592787957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:38,570] Trial 7927 finished with value: 0.9972940446392227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:41,000] Trial 7928 finished with value: 0.9973643461989715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:43,018] Trial 7929 finished with value: 0.9966226185110109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:50,181] Trial 7930 finished with value: 0.9972593346354074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:53,556] Trial 7931 finished with value: 0.9974975981208652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:59,997] Trial 7932 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.5286096977020284e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:04,129] Trial 7933 finished with value: 0.9976112231938276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:07,470] Trial 7934 finished with value: 0.997325425876089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:13,151] Trial 7935 finished with value: 0.997344358585246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:23,263] Trial 7936 finished with value: 0.9965249570659617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 39, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:26,404] Trial 7937 finished with value: 0.9967538203862473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:31,320] Trial 7938 finished with value: 0.9976770070846134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:37,176] Trial 7939 finished with value: 0.9975062652355889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:40,967] Trial 7940 finished with value: 0.9973858987771765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:43,936] Trial 7941 finished with value: 0.9973757886667519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:47,561] Trial 7942 finished with value: 0.9974306442755964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:53,338] Trial 7943 finished with value: 0.9973738603667077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:57,488] Trial 7944 finished with value: 0.9972127379283204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:00,144] Trial 7945 finished with value: 0.9975998891110013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:09,723] Trial 7946 finished with value: 0.9969669891843371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:13,812] Trial 7947 finished with value: 0.997083076865016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:18,967] Trial 7948 finished with value: 0.9972326429917487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:23,136] Trial 7949 finished with value: 0.9975194049831849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:42,645] Trial 7950 finished with value: 0.9965178116569496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:45,285] Trial 7951 finished with value: 0.9921194639912673 and parameters: {'classifier': 'SVC', 'svc_c': 39.123728679879285, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:49,199] Trial 7952 finished with value: 0.9974083108179158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:52,416] Trial 7953 finished with value: 0.9971552044652711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:54,991] Trial 7954 finished with value: 0.9972137971175066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:58,417] Trial 7955 finished with value: 0.9974688191702462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:03,180] Trial 7956 finished with value: 0.9974889766769904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:08,189] Trial 7957 finished with value: 0.9970747476003172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:11,206] Trial 7958 finished with value: 0.9973908693460792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:22,034] Trial 7959 finished with value: 0.9970582993028193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:32,133] Trial 7960 finished with value: 0.9970965152663211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:36,903] Trial 7961 finished with value: 0.9967815387829502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:41,173] Trial 7962 finished with value: 0.9974811761023545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:45,015] Trial 7963 finished with value: 0.9972198922556846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:46,557] Trial 7964 finished with value: 0.9950023702465972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 16}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:48,598] Trial 7965 finished with value: 0.996751331975612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:52,916] Trial 7966 finished with value: 0.9975109099513956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:54,363] Trial 7967 finished with value: 0.9885080251782213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:58,255] Trial 7968 finished with value: 0.9974914885419391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:04,345] Trial 7969 finished with value: 0.9854002430263488 and parameters: {'classifier': 'SVC', 'svc_c': 0.12969389162714076, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:06,841] Trial 7970 finished with value: 0.9961062253958315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:13,362] Trial 7971 finished with value: 0.9973637870405178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:26,409] Trial 7972 finished with value: 0.9965763670488816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:32,928] Trial 7973 finished with value: 0.9973979630223022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:36,868] Trial 7974 finished with value: 0.9973623464251596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:40,964] Trial 7975 finished with value: 0.9965359363824583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:43,665] Trial 7976 finished with value: 0.9976562928314964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:44,967] Trial 7977 finished with value: 0.9969622003784305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 38}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:50,277] Trial 7978 finished with value: 0.9975774385404423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:53,941] Trial 7979 finished with value: 0.9974756873803744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:57,444] Trial 7980 finished with value: 0.9969928097493871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:00,932] Trial 7981 finished with value: 0.9975054079312322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:16,008] Trial 7982 finished with value: 0.9965337823941541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:24,612] Trial 7983 finished with value: 0.9924511893935959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:32,910] Trial 7984 finished with value: 0.9975313673178897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:38,576] Trial 7985 finished with value: 0.997132440070283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:42,796] Trial 7986 finished with value: 0.9972163579857845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:46,692] Trial 7987 finished with value: 0.9974759746719127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:53:49,700] Trial 7988 finished with value: 0.9896120961134885 and parameters: {'classifier': 'SVC', 'svc_c': 3741436900.706757, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:53:53,593] Trial 7989 finished with value: 0.997442559987315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:53:57,197] Trial 7990 finished with value: 0.9975015983349849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:00,956] Trial 7991 finished with value: 0.9974507179307891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:03,849] Trial 7992 finished with value: 0.9973606260084096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:09,836] Trial 7993 finished with value: 0.9973129899800668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:12,792] Trial 7994 finished with value: 0.9961258039396675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:16,574] Trial 7995 finished with value: 0.9972420595971573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:19,664] Trial 7996 finished with value: 0.9975853145560843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:24,194] Trial 7997 finished with value: 0.997706314757033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:31,973] Trial 7998 finished with value: 0.9973010298670157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:36,778] Trial 7999 finished with value: 0.9973399033447469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:38,992] Trial 8000 finished with value: 0.9943501992846824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:48,536] Trial 8001 finished with value: 0.997104491192896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:52,708] Trial 8002 finished with value: 0.9972860842959604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:56,326] Trial 8003 finished with value: 0.9972656775514288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:57,691] Trial 8004 finished with value: 0.98960627414348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:03,240] Trial 8005 finished with value: 0.9972222788193746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:07,751] Trial 8006 finished with value: 0.9975269226143758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:12,985] Trial 8007 finished with value: 0.9969828548373298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:16,862] Trial 8008 finished with value: 0.9973379160121948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:21,961] Trial 8009 finished with value: 0.9852051536320356 and parameters: {'classifier': 'SVC', 'svc_c': 7.026160860377336e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:25,664] Trial 8010 finished with value: 0.997762945562256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:30,270] Trial 8011 finished with value: 0.9972273955096034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:35,023] Trial 8012 finished with value: 0.9973009864812962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:42,474] Trial 8013 finished with value: 0.9974988800784238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:45,421] Trial 8014 finished with value: 0.9972007760379465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:07,660] Trial 8015 finished with value: 0.9963663528083669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:11,330] Trial 8016 finished with value: 0.9973223673891597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:15,466] Trial 8017 finished with value: 0.9972390999103341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:18,519] Trial 8018 finished with value: 0.9974869484025377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:23,515] Trial 8019 finished with value: 0.9973882339571946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:26,809] Trial 8020 finished with value: 0.9970567422410787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:29,953] Trial 8021 finished with value: 0.9970375213199837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:37,348] Trial 8022 finished with value: 0.9972872571068553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:39,607] Trial 8023 finished with value: 0.9970388938575302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:42,795] Trial 8024 finished with value: 0.9968701649535491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:48,119] Trial 8025 finished with value: 0.9973875328350806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:51,632] Trial 8026 finished with value: 0.9876394962980601 and parameters: {'classifier': 'SVC', 'svc_c': 1.2931745465313749, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:56,588] Trial 8027 finished with value: 0.9973468446155381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:00,178] Trial 8028 finished with value: 0.9973461771990819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:05,036] Trial 8029 finished with value: 0.9972465398471275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:10,879] Trial 8030 finished with value: 0.9973662588522273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:15,552] Trial 8031 finished with value: 0.9973150157789629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:25,940] Trial 8032 finished with value: 0.9969393995800626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:29,563] Trial 8033 finished with value: 0.9972915881569223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:33,828] Trial 8034 finished with value: 0.9970703225743062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:44,204] Trial 8035 finished with value: 0.9967223702781217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:46,671] Trial 8036 finished with value: 0.9973275541249502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:50,065] Trial 8037 finished with value: 0.9969843944114835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:53,253] Trial 8038 finished with value: 0.996961839010616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:57,480] Trial 8039 finished with value: 0.9973847240620074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:00,988] Trial 8040 finished with value: 0.9976257092951965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:06,480] Trial 8041 finished with value: 0.997480102980227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:21,847] Trial 8042 finished with value: 0.9968778608883042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:26,597] Trial 8043 finished with value: 0.9974607458400334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:30,532] Trial 8044 finished with value: 0.9975613972181315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:37,403] Trial 8045 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.391406896682e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:41,984] Trial 8046 finished with value: 0.9970776428591884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:45,812] Trial 8047 finished with value: 0.9973362667200952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:48,586] Trial 8048 finished with value: 0.9972258017905798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:53,519] Trial 8049 finished with value: 0.9974178379347182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:56,468] Trial 8050 finished with value: 0.9967118918810188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:58,824] Trial 8051 finished with value: 0.997165512048956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:04,799] Trial 8052 finished with value: 0.99670730756245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:10,182] Trial 8053 finished with value: 0.9970064773618602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:11,186] Trial 8054 finished with value: 0.9926421590488297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 12}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:14,778] Trial 8055 finished with value: 0.9973701130084969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:23,897] Trial 8056 finished with value: 0.9972294926235774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:28,670] Trial 8057 finished with value: 0.9971601385673181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:31,767] Trial 8058 finished with value: 0.997386470091249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:35,968] Trial 8059 finished with value: 0.9972117534819066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:39,450] Trial 8060 finished with value: 0.9972586540477194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:44,365] Trial 8061 finished with value: 0.9971087005280879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:50,901] Trial 8062 finished with value: 0.9972877523134254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:56,284] Trial 8063 finished with value: 0.9852912688898229 and parameters: {'classifier': 'SVC', 'svc_c': 0.0011411136088469646, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:59,211] Trial 8064 finished with value: 0.9974721187383205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:04,431] Trial 8065 finished with value: 0.996613749067127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:06,857] Trial 8066 finished with value: 0.9968157498668605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:10,229] Trial 8067 finished with value: 0.9975443938563697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:14,485] Trial 8068 finished with value: 0.9973716418234998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:16,834] Trial 8069 finished with value: 0.9970114960136928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:20,356] Trial 8070 finished with value: 0.996122343904733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:41,394] Trial 8071 finished with value: 0.996398525429956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:45,066] Trial 8072 finished with value: 0.9973419059749705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:58,616] Trial 8073 finished with value: 0.9970469947679846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:03,979] Trial 8074 finished with value: 0.996935685070586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:10,353] Trial 8075 finished with value: 0.9969245424625556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:13,489] Trial 8076 finished with value: 0.9977041673067378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:16,828] Trial 8077 finished with value: 0.9972926675314175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:19,110] Trial 8078 finished with value: 0.9955739506634919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:26,211] Trial 8079 finished with value: 0.9972755604184361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:31,465] Trial 8080 finished with value: 0.9973163560707953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:45,619] Trial 8081 finished with value: 0.9964551904803812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:50,153] Trial 8082 finished with value: 0.9868502255738258 and parameters: {'classifier': 'SVC', 'svc_c': 443634.10453170206, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:54,891] Trial 8083 finished with value: 0.9974407702232369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:59,627] Trial 8084 finished with value: 0.9975068404534237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:03,647] Trial 8085 finished with value: 0.9971177397063009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:07,165] Trial 8086 finished with value: 0.9969732758925246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:10,213] Trial 8087 finished with value: 0.997471291965831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:14,232] Trial 8088 finished with value: 0.9972504977546164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:17,368] Trial 8089 finished with value: 0.9972822058919296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:20,962] Trial 8090 finished with value: 0.9965163885609166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:26,581] Trial 8091 finished with value: 0.9973250444816548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:31,488] Trial 8092 finished with value: 0.9974051912355147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:37,516] Trial 8093 finished with value: 0.9973560653663197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:41,314] Trial 8094 finished with value: 0.9973521227565021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:49,018] Trial 8095 finished with value: 0.9973423736647749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:52,879] Trial 8096 finished with value: 0.9975283507884741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:57,107] Trial 8097 finished with value: 0.9971567843465671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:08,112] Trial 8098 finished with value: 0.9967537147942291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:11,173] Trial 8099 finished with value: 0.9973145282847041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:13,694] Trial 8100 finished with value: 0.9975181239142877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:24,235] Trial 8101 finished with value: 0.9969524702024962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:26,889] Trial 8102 finished with value: 0.9960130410904376 and parameters: {'classifier': 'SVC', 'svc_c': 9653.055360135004, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:33,099] Trial 8103 finished with value: 0.9972347522930791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:36,538] Trial 8104 finished with value: 0.9973528926546615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:38,885] Trial 8105 finished with value: 0.9969659020657925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:43,855] Trial 8106 finished with value: 0.9973274498341862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:47,084] Trial 8107 finished with value: 0.9975360806193144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:48,056] Trial 8108 finished with value: 0.9928971285118567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 6}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:49,880] Trial 8109 finished with value: 0.9940955360924623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:04,477] Trial 8110 finished with value: 0.9969946488341734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:11,064] Trial 8111 finished with value: 0.9973003132568031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:15,664] Trial 8112 finished with value: 0.9974561705032924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:17,994] Trial 8113 finished with value: 0.9954140071296776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:21,382] Trial 8114 finished with value: 0.9904518995848806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:25,147] Trial 8115 finished with value: 0.9975537636166267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:31,173] Trial 8116 finished with value: 0.9972056870982726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:33,572] Trial 8117 finished with value: 0.9971889348150967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:42,232] Trial 8118 finished with value: 0.9973284030187614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:49,272] Trial 8119 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.276729013259481e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:53,594] Trial 8120 finished with value: 0.997317429764205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:02,883] Trial 8121 finished with value: 0.9970237808055372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:10,189] Trial 8122 finished with value: 0.996754820352498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:16,320] Trial 8123 finished with value: 0.9973815738525257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:21,714] Trial 8124 finished with value: 0.9972644219045956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:31,712] Trial 8125 finished with value: 0.9968169357537731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:35,955] Trial 8126 finished with value: 0.9974275202816262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:57,501] Trial 8127 finished with value: 0.9960578533971525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:04,274] Trial 8128 finished with value: 0.9971281771297654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:07,991] Trial 8129 finished with value: 0.9974506441718921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:11,065] Trial 8130 finished with value: 0.9971254146622992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:14,659] Trial 8131 finished with value: 0.9972764373368195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:19,679] Trial 8132 finished with value: 0.9973680951758156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:22,146] Trial 8133 finished with value: 0.9963584329944125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:26,721] Trial 8134 finished with value: 0.9971694506915353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:29,283] Trial 8135 finished with value: 0.9971339072820076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:33,410] Trial 8136 finished with value: 0.9974867024337549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:40,257] Trial 8137 finished with value: 0.9970621368284251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:44,141] Trial 8138 finished with value: 0.9898065233598379 and parameters: {'classifier': 'SVC', 'svc_c': 4.504144430321995, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:47,228] Trial 8139 finished with value: 0.9975805124519944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:50,696] Trial 8140 finished with value: 0.9974940651204814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:04,822] Trial 8141 finished with value: 0.9970695587063491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:08,147] Trial 8142 finished with value: 0.9972884993285537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:22,412] Trial 8143 finished with value: 0.9970497652016657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:26,713] Trial 8144 finished with value: 0.9974728058640173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:30,518] Trial 8145 finished with value: 0.9969259765399044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:37,749] Trial 8146 finished with value: 0.9972580086891089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:42,742] Trial 8147 finished with value: 0.9974798906536261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:45,695] Trial 8148 finished with value: 0.9976051878816051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:49,496] Trial 8149 finished with value: 0.9971483989692481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:55,639] Trial 8150 finished with value: 0.997375473065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:59,862] Trial 8151 finished with value: 0.9974401350524946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:02,807] Trial 8152 finished with value: 0.9967806076879588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:07,193] Trial 8153 finished with value: 0.9974156116474608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:12,379] Trial 8154 finished with value: 0.9951266364369141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:15,321] Trial 8155 finished with value: 0.9972494523396823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:29,604] Trial 8156 finished with value: 0.996934001247643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:54,219] Trial 8157 finished with value: 0.996339369747242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:58,104] Trial 8158 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1062984135.5446227, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:03,263] Trial 8159 finished with value: 0.9970031226015648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:06,071] Trial 8160 finished with value: 0.997626001315683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:10,209] Trial 8161 finished with value: 0.9974853087905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:15,217] Trial 8162 finished with value: 0.9972342009104126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:21,070] Trial 8163 finished with value: 0.997134129701263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:22,783] Trial 8164 finished with value: 0.9892367980553729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:39,295] Trial 8165 finished with value: 0.9966304772294933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:43,968] Trial 8166 finished with value: 0.9975719196039744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:02,154] Trial 8167 finished with value: 0.996079282705325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:05,622] Trial 8168 finished with value: 0.9940368794248676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:11,079] Trial 8169 finished with value: 0.9974098382364508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:14,114] Trial 8170 finished with value: 0.9974748196342462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:17,156] Trial 8171 finished with value: 0.9974704173008391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:22,157] Trial 8172 finished with value: 0.9976514375346737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:27,731] Trial 8173 finished with value: 0.9949393888130409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:30,844] Trial 8174 finished with value: 0.9972284392741663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:35,575] Trial 8175 finished with value: 0.9862839653188846 and parameters: {'classifier': 'SVC', 'svc_c': 0.46259091257173773, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:38,904] Trial 8176 finished with value: 0.9973760628822724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:55,417] Trial 8177 finished with value: 0.9966654083513101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:00,345] Trial 8178 finished with value: 0.997494823275615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:06,782] Trial 8179 finished with value: 0.997203903364397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:15,079] Trial 8180 finished with value: 0.997102338823225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:17,558] Trial 8181 finished with value: 0.9937925442872829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 49}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:21,598] Trial 8182 finished with value: 0.9976113334195803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:26,475] Trial 8183 finished with value: 0.9972097375534997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:30,774] Trial 8184 finished with value: 0.9975947681044172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:37,399] Trial 8185 finished with value: 0.9972498749299201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:44,649] Trial 8186 finished with value: 0.9937996294260087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:57,619] Trial 8187 finished with value: 0.9969935152195945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:01,483] Trial 8188 finished with value: 0.997513622272968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:05,898] Trial 8189 finished with value: 0.9974842873694237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:14,195] Trial 8190 finished with value: 0.9973048812938252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:17,212] Trial 8191 finished with value: 0.9969026582549553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:21,307] Trial 8192 finished with value: 0.9976289237104651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:26,629] Trial 8193 finished with value: 0.9969041100103188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:30,329] Trial 8194 finished with value: 0.991780380694636 and parameters: {'classifier': 'SVC', 'svc_c': 91.00413846961213, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:33,275] Trial 8195 finished with value: 0.9974456076516177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:35,701] Trial 8196 finished with value: 0.9970848435238974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:43,098] Trial 8197 finished with value: 0.9972687705374635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:47,015] Trial 8198 finished with value: 0.9975406862022811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:50,381] Trial 8199 finished with value: 0.997466635284833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:52,671] Trial 8200 finished with value: 0.99718496579934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:56,664] Trial 8201 finished with value: 0.9968465278613192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:57,903] Trial 8202 finished with value: 0.9971352900391602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 20}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:00,321] Trial 8203 finished with value: 0.9802857142761385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:05,311] Trial 8204 finished with value: 0.996896939147505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:08,794] Trial 8205 finished with value: 0.9972777121850868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:13,284] Trial 8206 finished with value: 0.9968473429859971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:17,691] Trial 8207 finished with value: 0.9976496885538065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:24,625] Trial 8208 finished with value: 0.9969191291181057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:27,100] Trial 8209 finished with value: 0.9974555163532814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:30,411] Trial 8210 finished with value: 0.9962578320478493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:33,197] Trial 8211 finished with value: 0.9974234118095041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:38,226] Trial 8212 finished with value: 0.9976267459187301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:42,751] Trial 8213 finished with value: 0.9974691756821606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:47,686] Trial 8214 finished with value: 0.9976211243418694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:53,684] Trial 8215 finished with value: 0.9965681926969094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:28,576] Trial 8216 finished with value: 0.9896096392820711 and parameters: {'classifier': 'SVC', 'svc_c': 9608412299.253162, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:34,602] Trial 8217 finished with value: 0.9974860982074724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:39,556] Trial 8218 finished with value: 0.9974036056096575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:43,824] Trial 8219 finished with value: 0.997395304052152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:47,820] Trial 8220 finished with value: 0.9976325490998974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:51,440] Trial 8221 finished with value: 0.9944104230431963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:56,059] Trial 8222 finished with value: 0.9975250704535717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:59,619] Trial 8223 finished with value: 0.9972840462462322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:02,980] Trial 8224 finished with value: 0.9972381849699374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:09,592] Trial 8225 finished with value: 0.9974098780992625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:13,541] Trial 8226 finished with value: 0.9975493802624881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:18,979] Trial 8227 finished with value: 0.9969301865415927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:23,230] Trial 8228 finished with value: 0.9973279811584952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:30,034] Trial 8229 finished with value: 0.9972555231348852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:33,414] Trial 8230 finished with value: 0.9974320429017026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:36,987] Trial 8231 finished with value: 0.9878820916587712 and parameters: {'classifier': 'SVC', 'svc_c': 52279.23217664833, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:44,308] Trial 8232 finished with value: 0.9970639960667826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:46,243] Trial 8233 finished with value: 0.9960493737265104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:54,667] Trial 8234 finished with value: 0.9959754288454113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:57,842] Trial 8235 finished with value: 0.9975530333908518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:02,439] Trial 8236 finished with value: 0.9976445457750182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:05,599] Trial 8237 finished with value: 0.9976081193851664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:12,200] Trial 8238 finished with value: 0.997463105839095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:16,216] Trial 8239 finished with value: 0.9971163288293621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:22,401] Trial 8240 finished with value: 0.9971310611851552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:26,459] Trial 8241 finished with value: 0.997247804951857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:29,677] Trial 8242 finished with value: 0.9900205701554001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:32,523] Trial 8243 finished with value: 0.9968111577407665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:35,133] Trial 8244 finished with value: 0.9975925758719345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:47,676] Trial 8245 finished with value: 0.9967118262152882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:50,467] Trial 8246 finished with value: 0.9973207842705972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:53,728] Trial 8247 finished with value: 0.997235495975727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:00,409] Trial 8248 finished with value: 0.9969061121009979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:04,134] Trial 8249 finished with value: 0.9971849800813984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:11,378] Trial 8250 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.652930524474135e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:24,946] Trial 8251 finished with value: 0.9970453890837699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:30,916] Trial 8252 finished with value: 0.99725572524188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:32,904] Trial 8253 finished with value: 0.9969419140157821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:37,628] Trial 8254 finished with value: 0.9970246485516654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:44,073] Trial 8255 finished with value: 0.9969908255588878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:49,827] Trial 8256 finished with value: 0.9976777920900167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:52,831] Trial 8257 finished with value: 0.9973941945266448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:55,797] Trial 8258 finished with value: 0.997556472256602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:00,290] Trial 8259 finished with value: 0.9972316125888447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:03,370] Trial 8260 finished with value: 0.9971008312408823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 41}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:08,730] Trial 8261 finished with value: 0.9974984552030565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:12,688] Trial 8262 finished with value: 0.996520093485545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:18,414] Trial 8263 finished with value: 0.9972033307490705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:33,099] Trial 8264 finished with value: 0.9964481612003725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:38,226] Trial 8265 finished with value: 0.9971260791906058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:58,233] Trial 8266 finished with value: 0.9965118623861944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 58, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:01,681] Trial 8267 finished with value: 0.9975203774644076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:04,617] Trial 8268 finished with value: 0.9974633541882209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:10,852] Trial 8269 finished with value: 0.9969455484187802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:15,540] Trial 8270 finished with value: 0.9973351641769277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:19,417] Trial 8271 finished with value: 0.9975140189968115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:23,680] Trial 8272 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 103253970.6776129, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:26,788] Trial 8273 finished with value: 0.9974432467956326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:31,427] Trial 8274 finished with value: 0.9971829248297244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:47,585] Trial 8275 finished with value: 0.9966850735713716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:56,908] Trial 8276 finished with value: 0.9971369304446457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:01,080] Trial 8277 finished with value: 0.9973913456051187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:06,118] Trial 8278 finished with value: 0.9976540678137553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:09,744] Trial 8279 finished with value: 0.9974568601362838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:12,254] Trial 8280 finished with value: 0.9972240851506404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:15,388] Trial 8281 finished with value: 0.9972923680207847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:20,976] Trial 8282 finished with value: 0.9974741385070139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:23,332] Trial 8283 finished with value: 0.9971900889958398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:37,856] Trial 8284 finished with value: 0.9947522404018666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:47,650] Trial 8285 finished with value: 0.9967531379260229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:52,731] Trial 8286 finished with value: 0.9973837069890245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:56,579] Trial 8287 finished with value: 0.9971432941172589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:02,427] Trial 8288 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.660410146536027e-09, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:05,893] Trial 8289 finished with value: 0.9971225246084447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:07,196] Trial 8290 finished with value: 0.9879382729917484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:10,641] Trial 8291 finished with value: 0.9976081551537881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:14,290] Trial 8292 finished with value: 0.9974072986960466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:19,390] Trial 8293 finished with value: 0.9973402926736578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:23,897] Trial 8294 finished with value: 0.9971965788583731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:29,655] Trial 8295 finished with value: 0.9975908794173044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:33,214] Trial 8296 finished with value: 0.9975137763605089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:36,196] Trial 8297 finished with value: 0.9970350893076101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:42,402] Trial 8298 finished with value: 0.9975192589253347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:44,467] Trial 8299 finished with value: 0.99705116522424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:01,776] Trial 8300 finished with value: 0.996720242251426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:05,771] Trial 8301 finished with value: 0.9977245833822143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:08,314] Trial 8302 finished with value: 0.99635572416401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:10,140] Trial 8303 finished with value: 0.989667036145167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:16,937] Trial 8304 finished with value: 0.9975013724245595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:20,433] Trial 8305 finished with value: 0.9975193429355759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:24,864] Trial 8306 finished with value: 0.9866198392148364 and parameters: {'classifier': 'SVC', 'svc_c': 8675346.068855288, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:28,658] Trial 8307 finished with value: 0.9974375621238117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:31,576] Trial 8308 finished with value: 0.9972279707591762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:36,226] Trial 8309 finished with value: 0.9973488049708688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:42,505] Trial 8310 finished with value: 0.9969790122336587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:46,965] Trial 8311 finished with value: 0.997237361942521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:49,819] Trial 8312 finished with value: 0.9971543446536199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:53,936] Trial 8313 finished with value: 0.9969233684138823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 59}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:56,563] Trial 8314 finished with value: 0.9956261494921019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:01,316] Trial 8315 finished with value: 0.9972698068436182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:05,055] Trial 8316 finished with value: 0.9974380060419237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:14,357] Trial 8317 finished with value: 0.9970938897161878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:28,318] Trial 8318 finished with value: 0.9966442656999179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:32,689] Trial 8319 finished with value: 0.997300688144966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:35,719] Trial 8320 finished with value: 0.9958325192052261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:40,564] Trial 8321 finished with value: 0.9958799471915852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 30}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:46,180] Trial 8322 finished with value: 0.9973616349882258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:53,778] Trial 8323 finished with value: 0.9969160302605582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:55,310] Trial 8324 finished with value: 0.9975428630101407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:59,438] Trial 8325 finished with value: 0.9974681795561969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:03,123] Trial 8326 finished with value: 0.9912160146214886 and parameters: {'classifier': 'SVC', 'svc_c': 13.45559292945859, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:08,736] Trial 8327 finished with value: 0.9972689870534682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:11,913] Trial 8328 finished with value: 0.9975315749472804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:14,337] Trial 8329 finished with value: 0.997649950835874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:18,871] Trial 8330 finished with value: 0.9969220332001151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:33,520] Trial 8331 finished with value: 0.996255134420928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:37,381] Trial 8332 finished with value: 0.9974833002570257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:40,318] Trial 8333 finished with value: 0.9976378859559901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:42,629] Trial 8334 finished with value: 0.99734433592438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:46,970] Trial 8335 finished with value: 0.9974135447479747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:56,612] Trial 8336 finished with value: 0.9970550537526632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:01,640] Trial 8337 finished with value: 0.9975297847706094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:21,179] Trial 8338 finished with value: 0.9964167683791699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:28,208] Trial 8339 finished with value: 0.9968875915720451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:32,265] Trial 8340 finished with value: 0.9972088894213985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:35,368] Trial 8341 finished with value: 0.9973855421383102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:40,089] Trial 8342 finished with value: 0.9969355507240237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:46,392] Trial 8343 finished with value: 0.9972985904279718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:54,176] Trial 8344 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011889254790661934, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:57,611] Trial 8345 finished with value: 0.9973066264978812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:59,424] Trial 8346 finished with value: 0.9939560821073803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:11,128] Trial 8347 finished with value: 0.9972269615571944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:15,128] Trial 8348 finished with value: 0.9972674173917785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:18,390] Trial 8349 finished with value: 0.997495310357281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:21,116] Trial 8350 finished with value: 0.9965298805040718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:33,753] Trial 8351 finished with value: 0.9967648386768942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:38,951] Trial 8352 finished with value: 0.996692585902332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:41,152] Trial 8353 finished with value: 0.9972373151925833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:44,460] Trial 8354 finished with value: 0.9971238234823082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:46,424] Trial 8355 finished with value: 0.9966462842625713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:49,478] Trial 8356 finished with value: 0.9966051539657155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:53,661] Trial 8357 finished with value: 0.9973113588737883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:06,644] Trial 8358 finished with value: 0.9969481059863156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 105}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:09,873] Trial 8359 finished with value: 0.9975847800897225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:16,385] Trial 8360 finished with value: 0.9972379240843381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:28,502] Trial 8361 finished with value: 0.9963126589973633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:32,106] Trial 8362 finished with value: 0.9973838446680672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:34,675] Trial 8363 finished with value: 0.9951015187395629 and parameters: {'classifier': 'SVC', 'svc_c': 1761.9599680736515, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:37,372] Trial 8364 finished with value: 0.9973718160646117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:41,229] Trial 8365 finished with value: 0.9964937539739701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:52,880] Trial 8366 finished with value: 0.9972361019793322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:55,084] Trial 8367 finished with value: 0.9911293858443585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:01,652] Trial 8368 finished with value: 0.9970884560594772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:06,635] Trial 8369 finished with value: 0.9970535095447753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 44}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:24,603] Trial 8370 finished with value: 0.9963363386818648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:29,370] Trial 8371 finished with value: 0.9974486847052227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:31,386] Trial 8372 finished with value: 0.9970657663120474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:37,099] Trial 8373 finished with value: 0.9974170048463851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:40,966] Trial 8374 finished with value: 0.9974673336774872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:44,874] Trial 8375 finished with value: 0.9973631281615587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:48,961] Trial 8376 finished with value: 0.9974391776785158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:52,860] Trial 8377 finished with value: 0.9972928750338564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:58,816] Trial 8378 finished with value: 0.9972218587681695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:02,574] Trial 8379 finished with value: 0.9972944539312775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:09,524] Trial 8380 finished with value: 0.9971721340681361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:12,474] Trial 8381 finished with value: 0.9974800942523024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:20,242] Trial 8382 finished with value: 0.9852049897057436 and parameters: {'classifier': 'SVC', 'svc_c': 1.748545282520015e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:25,708] Trial 8383 finished with value: 0.9974564854385483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:30,409] Trial 8384 finished with value: 0.9972138208891992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:39,628] Trial 8385 finished with value: 0.9964672914462657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 37, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:58,398] Trial 8386 finished with value: 0.9965736557429222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:01,881] Trial 8387 finished with value: 0.9972778854423238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:11,029] Trial 8388 finished with value: 0.9972109853928078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:14,267] Trial 8389 finished with value: 0.9969004569136931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:31,258] Trial 8390 finished with value: 0.9965683192676843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:34,705] Trial 8391 finished with value: 0.9954805002040059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:38,235] Trial 8392 finished with value: 0.9970350925766146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:42,371] Trial 8393 finished with value: 0.9970495482095924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:44,160] Trial 8394 finished with value: 0.9960177981584367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 23}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:50,424] Trial 8395 finished with value: 0.9973537039390523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:59,329] Trial 8396 finished with value: 0.9966733920854102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:04,829] Trial 8397 finished with value: 0.9973128753744831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:07,778] Trial 8398 finished with value: 0.9971370666954824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:12,547] Trial 8399 finished with value: 0.9972036477472903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:15,677] Trial 8400 finished with value: 0.9975863615261759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:20,363] Trial 8401 finished with value: 0.9972234764493132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:26,429] Trial 8402 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.3332114686940726e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:40,552] Trial 8403 finished with value: 0.9966013295796031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:48,286] Trial 8404 finished with value: 0.9972996191487665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:51,419] Trial 8405 finished with value: 0.9976105543491656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:54,775] Trial 8406 finished with value: 0.9972274228994175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:59,042] Trial 8407 finished with value: 0.9972990644653578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:04,826] Trial 8408 finished with value: 0.9976418653183047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:08,500] Trial 8409 finished with value: 0.9974468039803018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:11,952] Trial 8410 finished with value: 0.9974894321794384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:14,338] Trial 8411 finished with value: 0.9962265227608192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:20,625] Trial 8412 finished with value: 0.997361850710783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:24,381] Trial 8413 finished with value: 0.9963091986767876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:29,038] Trial 8414 finished with value: 0.9975406886461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:32,725] Trial 8415 finished with value: 0.9972116979405685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:38,182] Trial 8416 finished with value: 0.997337572576298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:41,111] Trial 8417 finished with value: 0.9976405195358141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:44,631] Trial 8418 finished with value: 0.9972573003942277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 53}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:50,387] Trial 8419 finished with value: 0.9974051079552456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:57,815] Trial 8420 finished with value: 0.9852119533200216 and parameters: {'classifier': 'SVC', 'svc_c': 0.00037437469513500367, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:02,594] Trial 8421 finished with value: 0.9975813968605242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:05,030] Trial 8422 finished with value: 0.9974423256346062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:07,874] Trial 8423 finished with value: 0.9970684894879843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:10,899] Trial 8424 finished with value: 0.9972759416541805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:14,450] Trial 8425 finished with value: 0.9969601417942763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:19,361] Trial 8426 finished with value: 0.9972389802901608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:21,667] Trial 8427 finished with value: 0.9973491480893865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:31,389] Trial 8428 finished with value: 0.9969396346627432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:36,461] Trial 8429 finished with value: 0.9972430541679635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:38,562] Trial 8430 finished with value: 0.9968187888984522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:48,513] Trial 8431 finished with value: 0.9969382814218446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:53,469] Trial 8432 finished with value: 0.9972200612917798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:56,726] Trial 8433 finished with value: 0.997474848896597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:38:03,380] Trial 8434 finished with value: 0.9973430588861971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:38:10,988] Trial 8435 finished with value: 0.9970833524135285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:38:14,389] Trial 8436 finished with value: 0.9974754597561019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:30,153] Trial 8437 finished with value: 0.9899082489391525 and parameters: {'classifier': 'SVC', 'svc_c': 49083353.836472854, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:35,461] Trial 8438 finished with value: 0.9975927998463475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:38,616] Trial 8439 finished with value: 0.9975925997705789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:41,973] Trial 8440 finished with value: 0.9972330679623297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:46,010] Trial 8441 finished with value: 0.9975332718145032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:53,800] Trial 8442 finished with value: 0.9966553996752378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:57,602] Trial 8443 finished with value: 0.9974031718159383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:01,571] Trial 8444 finished with value: 0.997496934830337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:07,574] Trial 8445 finished with value: 0.9973535155428336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:11,665] Trial 8446 finished with value: 0.9934446317586967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:30,930] Trial 8447 finished with value: 0.9964439673850173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:33,029] Trial 8448 finished with value: 0.9908716245880385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:35,826] Trial 8449 finished with value: 0.9975746534121103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:38,385] Trial 8450 finished with value: 0.9972800653604983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:44,201] Trial 8451 finished with value: 0.9973827248594779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:46,115] Trial 8452 finished with value: 0.9971318047725891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:55,330] Trial 8453 finished with value: 0.9964332048384287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:57,934] Trial 8454 finished with value: 0.9968472048626236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:03,206] Trial 8455 finished with value: 0.9971549526567133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:19,362] Trial 8456 finished with value: 0.9970453107863522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:22,488] Trial 8457 finished with value: 0.99758407712681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:26,466] Trial 8458 finished with value: 0.9975011747291337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:31,364] Trial 8459 finished with value: 0.9971173380948198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:37,435] Trial 8460 finished with value: 0.9852055640666552 and parameters: {'classifier': 'SVC', 'svc_c': 3.901272391983463e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:40,747] Trial 8461 finished with value: 0.9971676312207758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:46,002] Trial 8462 finished with value: 0.9970336391074041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:49,526] Trial 8463 finished with value: 0.9974549273929326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:57,886] Trial 8464 finished with value: 0.9973806632602223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:00,880] Trial 8465 finished with value: 0.9973185568407751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:04,697] Trial 8466 finished with value: 0.9964343647954709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:12,979] Trial 8467 finished with value: 0.9913618478942342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:18,308] Trial 8468 finished with value: 0.9973490966739765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:21,778] Trial 8469 finished with value: 0.9975871347568157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:25,370] Trial 8470 finished with value: 0.9973284841725906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:28,460] Trial 8471 finished with value: 0.9975608906811283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:33,722] Trial 8472 finished with value: 0.9971570925533867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:36,529] Trial 8473 finished with value: 0.9973871184649606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:39,807] Trial 8474 finished with value: 0.9977073131681262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:42,549] Trial 8475 finished with value: 0.9945802815627801 and parameters: {'classifier': 'SVC', 'svc_c': 476.1489838304959, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:48,374] Trial 8476 finished with value: 0.9974637563709844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:51,441] Trial 8477 finished with value: 0.9969939579951413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:55,022] Trial 8478 finished with value: 0.9974095708445804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:59,491] Trial 8479 finished with value: 0.9975167773383496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:14,720] Trial 8480 finished with value: 0.9967040842605673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:19,947] Trial 8481 finished with value: 0.9972972264596603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:24,511] Trial 8482 finished with value: 0.9973639461426479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:29,396] Trial 8483 finished with value: 0.9969728791052055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:33,723] Trial 8484 finished with value: 0.9974085247314122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:38,250] Trial 8485 finished with value: 0.9973125008354368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:41,241] Trial 8486 finished with value: 0.9976284791575951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:43,424] Trial 8487 finished with value: 0.9969667695580174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:47,343] Trial 8488 finished with value: 0.9975641398811433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:53,150] Trial 8489 finished with value: 0.9974587199776618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:59,836] Trial 8490 finished with value: 0.9977724509703297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:05,712] Trial 8491 finished with value: 0.9975224081192033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:11,606] Trial 8492 finished with value: 0.9973655944508724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:16,506] Trial 8493 finished with value: 0.9975246887417585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:23,557] Trial 8494 finished with value: 0.9853918864353117 and parameters: {'classifier': 'SVC', 'svc_c': 0.01113384050156075, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:28,734] Trial 8495 finished with value: 0.9976597229058463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:34,197] Trial 8496 finished with value: 0.9971592612363418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:49,813] Trial 8497 finished with value: 0.996924760406766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:56,429] Trial 8498 finished with value: 0.9975541598009258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:01,335] Trial 8499 finished with value: 0.9973362598647072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:15,901] Trial 8500 finished with value: 0.9970293404934784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:21,023] Trial 8501 finished with value: 0.9971943609181854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:26,609] Trial 8502 finished with value: 0.9972654756031236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:32,660] Trial 8503 finished with value: 0.9974487056522418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:38,113] Trial 8504 finished with value: 0.9976578109825622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:43,286] Trial 8505 finished with value: 0.9972059233869937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:48,644] Trial 8506 finished with value: 0.9973188927230497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:53,862] Trial 8507 finished with value: 0.9973782249954809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:15,317] Trial 8508 finished with value: 0.9959217667723154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:30,821] Trial 8509 finished with value: 0.9966915681311153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:35,244] Trial 8510 finished with value: 0.9972900991095175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:41,214] Trial 8511 finished with value: 0.9972706202544487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:48,020] Trial 8512 finished with value: 0.9973079891014626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:50,547] Trial 8513 finished with value: 0.9953476311047521 and parameters: {'classifier': 'SVC', 'svc_c': 3670.3502048229, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:54,887] Trial 8514 finished with value: 0.9975448541195039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:00,492] Trial 8515 finished with value: 0.9974654027749345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:06,605] Trial 8516 finished with value: 0.9974701342304422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:10,633] Trial 8517 finished with value: 0.9974789815212665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:15,233] Trial 8518 finished with value: 0.9973730592701853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:17,766] Trial 8519 finished with value: 0.9975685824899555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:21,013] Trial 8520 finished with value: 0.9972798553507646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:26,737] Trial 8521 finished with value: 0.9974504867518711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:33,698] Trial 8522 finished with value: 0.9971483972236631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:36,156] Trial 8523 finished with value: 0.9971896502192691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:55,170] Trial 8524 finished with value: 0.9964264681819269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:00,897] Trial 8525 finished with value: 0.9968897570812097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:06,086] Trial 8526 finished with value: 0.9973948399487312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:12,476] Trial 8527 finished with value: 0.9969052082053932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:16,919] Trial 8528 finished with value: 0.9961418997877035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:21,865] Trial 8529 finished with value: 0.9975759512703603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:26,469] Trial 8530 finished with value: 0.9974426905570665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:32,855] Trial 8531 finished with value: 0.9852068748422337 and parameters: {'classifier': 'SVC', 'svc_c': 1.1218909739924366e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:46,275] Trial 8532 finished with value: 0.9968063814713334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:50,363] Trial 8533 finished with value: 0.9975098618704772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:55,567] Trial 8534 finished with value: 0.9972527894219633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:03,547] Trial 8535 finished with value: 0.9972005421613064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:08,611] Trial 8536 finished with value: 0.9971034768811111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:14,317] Trial 8537 finished with value: 0.9975038279547226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:23,628] Trial 8538 finished with value: 0.9968618616504589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:26,728] Trial 8539 finished with value: 0.9974810315044481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:29,580] Trial 8540 finished with value: 0.9973780080034076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:33,098] Trial 8541 finished with value: 0.9971370333389418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:34,956] Trial 8542 finished with value: 0.9963515643082156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:38,169] Trial 8543 finished with value: 0.9975023273864574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:43,832] Trial 8544 finished with value: 0.9974018921435092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:47,779] Trial 8545 finished with value: 0.9975785547309101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:52,538] Trial 8546 finished with value: 0.99769578357979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:58,117] Trial 8547 finished with value: 0.9973394096933341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:02,722] Trial 8548 finished with value: 0.9971452263528034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:06,795] Trial 8549 finished with value: 0.9945889183678022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:12,629] Trial 8550 finished with value: 0.9853281376743667 and parameters: {'classifier': 'SVC', 'svc_c': 0.0020828288099635625, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:14,819] Trial 8551 finished with value: 0.9954585664535323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:18,618] Trial 8552 finished with value: 0.997349891867248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:20,657] Trial 8553 finished with value: 0.9905064640301617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:24,808] Trial 8554 finished with value: 0.9975332304600099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:29,218] Trial 8555 finished with value: 0.9977590913425107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:33,421] Trial 8556 finished with value: 0.997522159611388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:36,893] Trial 8557 finished with value: 0.9975316311868522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:42,839] Trial 8558 finished with value: 0.9970642422577308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:05,525] Trial 8559 finished with value: 0.9961413044797731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:09,248] Trial 8560 finished with value: 0.9971348261579047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:13,367] Trial 8561 finished with value: 0.9975197654940758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:18,882] Trial 8562 finished with value: 0.9973618529641745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:23,116] Trial 8563 finished with value: 0.9973168671145812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:28,067] Trial 8564 finished with value: 0.9974882964066817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:33,015] Trial 8565 finished with value: 0.9970281607954578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:37,544] Trial 8566 finished with value: 0.9971205656495821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:40,239] Trial 8567 finished with value: 0.9959773224876606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:45,221] Trial 8568 finished with value: 0.9969544550912293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:51,199] Trial 8569 finished with value: 0.9853872979590772 and parameters: {'classifier': 'SVC', 'svc_c': 0.022536186979822726, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:57,137] Trial 8570 finished with value: 0.9974438859336132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:01,308] Trial 8571 finished with value: 0.9974845637748601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:05,747] Trial 8572 finished with value: 0.9975898553937199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:09,876] Trial 8573 finished with value: 0.9973413189823718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:13,930] Trial 8574 finished with value: 0.9975967970771039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:19,432] Trial 8575 finished with value: 0.997052615805301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:23,133] Trial 8576 finished with value: 0.9975167512815276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:27,171] Trial 8577 finished with value: 0.9973762959972028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:32,001] Trial 8578 finished with value: 0.9975219889249217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:36,559] Trial 8579 finished with value: 0.9974462127665614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:41,141] Trial 8580 finished with value: 0.9974405230801514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:45,627] Trial 8581 finished with value: 0.9968249577637894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:48,028] Trial 8582 finished with value: 0.99536929724119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:53,139] Trial 8583 finished with value: 0.9975245188487398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:58,599] Trial 8584 finished with value: 0.9973510052330421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:02,609] Trial 8585 finished with value: 0.9973394146444478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:06,593] Trial 8586 finished with value: 0.9973328232206105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:12,103] Trial 8587 finished with value: 0.997118180069767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:15,935] Trial 8588 finished with value: 0.9974975626378848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:21,628] Trial 8589 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.826841884782659e-05, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:25,121] Trial 8590 finished with value: 0.9964510062816118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:30,784] Trial 8591 finished with value: 0.9973551376672845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:35,907] Trial 8592 finished with value: 0.9973688636457694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:40,967] Trial 8593 finished with value: 0.9970886205887896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:45,258] Trial 8594 finished with value: 0.9971639965003986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:50,108] Trial 8595 finished with value: 0.9971863134861051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:55,316] Trial 8596 finished with value: 0.997374574088771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:59,178] Trial 8597 finished with value: 0.9976039887599851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:02,770] Trial 8598 finished with value: 0.997416456066227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:06,794] Trial 8599 finished with value: 0.9974251684709445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:12,500] Trial 8600 finished with value: 0.9974787838575788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:18,065] Trial 8601 finished with value: 0.9970371469396273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:21,596] Trial 8602 finished with value: 0.9974140783891509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:25,390] Trial 8603 finished with value: 0.9973969300486277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:29,592] Trial 8604 finished with value: 0.9963433120714185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:33,894] Trial 8605 finished with value: 0.99724267883547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:38,459] Trial 8606 finished with value: 0.9972282575111703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:43,494] Trial 8607 finished with value: 0.997363884729797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:48,723] Trial 8608 finished with value: 0.9971768224553035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:55,806] Trial 8609 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.3189834216578756e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:59,151] Trial 8610 finished with value: 0.9974422400692076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:07,246] Trial 8611 finished with value: 0.9973857769988257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:12,555] Trial 8612 finished with value: 0.997356087265476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:18,126] Trial 8613 finished with value: 0.9972888881813958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:21,337] Trial 8614 finished with value: 0.9968632897928192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:26,094] Trial 8615 finished with value: 0.9973672990621446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:28,197] Trial 8616 finished with value: 0.9910524205618191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:33,934] Trial 8617 finished with value: 0.997388473165803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:53,156] Trial 8618 finished with value: 0.995730633666858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:57,359] Trial 8619 finished with value: 0.9973286503522742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:56:02,776] Trial 8620 finished with value: 0.9973900313066325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:56:08,569] Trial 8621 finished with value: 0.9974664581873095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:56:09,960] Trial 8622 finished with value: 0.9965235752926841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 33}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:56:14,060] Trial 8623 finished with value: 0.9975860451944522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:56:18,003] Trial 8624 finished with value: 0.9971968270488095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:58:22,391] Trial 8625 finished with value: 0.98973058108527 and parameters: {'classifier': 'SVC', 'svc_c': 589343817.9670578, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:58:27,779] Trial 8626 finished with value: 0.9970756376581943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:58:33,489] Trial 8627 finished with value: 0.997047440876012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:58:39,347] Trial 8628 finished with value: 0.9972580203686588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:58:52,222] Trial 8629 finished with value: 0.9969743811968903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:58:57,962] Trial 8630 finished with value: 0.9974418541997286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:05,954] Trial 8631 finished with value: 0.9970643967896023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:07,831] Trial 8632 finished with value: 0.9938409181267606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:09,655] Trial 8633 finished with value: 0.9967964215764246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:12,618] Trial 8634 finished with value: 0.9900546233749584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:16,436] Trial 8635 finished with value: 0.997452645945192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:20,501] Trial 8636 finished with value: 0.9972959000372934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:24,385] Trial 8637 finished with value: 0.9973871182745332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:30,506] Trial 8638 finished with value: 0.9975469640555924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:39,415] Trial 8639 finished with value: 0.9968164118243964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:42,425] Trial 8640 finished with value: 0.9973174979372302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 69}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:43,608] Trial 8641 finished with value: 0.9927141191998853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 8}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:47,408] Trial 8642 finished with value: 0.9972000354656135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:50,872] Trial 8643 finished with value: 0.9976075327734227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:54,120] Trial 8644 finished with value: 0.9870173570137103 and parameters: {'classifier': 'SVC', 'svc_c': 234212.09636108426, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:57,712] Trial 8645 finished with value: 0.99746081763118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:03,024] Trial 8646 finished with value: 0.9972430712112201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:09,637] Trial 8647 finished with value: 0.9973557285636456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:12,475] Trial 8648 finished with value: 0.9967195496350713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:18,561] Trial 8649 finished with value: 0.9973183223928527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:20,762] Trial 8650 finished with value: 0.9971232048787536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:26,475] Trial 8651 finished with value: 0.9974121130509688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:29,828] Trial 8652 finished with value: 0.9975461535011735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:34,073] Trial 8653 finished with value: 0.9974836884433719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:37,197] Trial 8654 finished with value: 0.9974239822031773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 57}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:42,772] Trial 8655 finished with value: 0.9973150197144633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:45,023] Trial 8656 finished with value: 0.9944067158334384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:49,402] Trial 8657 finished with value: 0.9973194509928422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:53,391] Trial 8658 finished with value: 0.9975130681608415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:00,057] Trial 8659 finished with value: 0.9972757746493115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:03,924] Trial 8660 finished with value: 0.9975490881467879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:10,263] Trial 8661 finished with value: 0.9969236522142508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:16,680] Trial 8662 finished with value: 0.9972013828032614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:20,393] Trial 8663 finished with value: 0.996196460995718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:32,535] Trial 8664 finished with value: 0.9928481867225251 and parameters: {'classifier': 'SVC', 'svc_c': 3376017.8616848313, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:38,330] Trial 8665 finished with value: 0.9972251590979534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:39,829] Trial 8666 finished with value: 0.9948948550064641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 17}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:55,367] Trial 8667 finished with value: 0.9966815642792048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:58,780] Trial 8668 finished with value: 0.9972142207868333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:02,438] Trial 8669 finished with value: 0.9974743073526818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:06,279] Trial 8670 finished with value: 0.9973784358938761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:11,928] Trial 8671 finished with value: 0.9974999081327226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:14,195] Trial 8672 finished with value: 0.9968504767869807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:18,591] Trial 8673 finished with value: 0.997470209417545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:22,371] Trial 8674 finished with value: 0.99743520971011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:25,389] Trial 8675 finished with value: 0.9966701514546301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 89}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:31,809] Trial 8676 finished with value: 0.997256874376296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:36,949] Trial 8677 finished with value: 0.9961988448616862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:40,081] Trial 8678 finished with value: 0.9969842000802759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:43,802] Trial 8679 finished with value: 0.9972866986466354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:49,129] Trial 8680 finished with value: 0.9975308854729783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:53,074] Trial 8681 finished with value: 0.9886261490678296 and parameters: {'classifier': 'SVC', 'svc_c': 28802.69759007296, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:59,141] Trial 8682 finished with value: 0.9972858509271267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:04,304] Trial 8683 finished with value: 0.997507286720141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:09,604] Trial 8684 finished with value: 0.997460730161507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:11,386] Trial 8685 finished with value: 0.9968817370389434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:16,288] Trial 8686 finished with value: 0.9975926818765455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:22,594] Trial 8687 finished with value: 0.9972711091769134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:27,919] Trial 8688 finished with value: 0.9976479350344188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:31,026] Trial 8689 finished with value: 0.997281992391026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:34,615] Trial 8690 finished with value: 0.997376122041732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:37,746] Trial 8691 finished with value: 0.9971466303743544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:41,435] Trial 8692 finished with value: 0.994261925880925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:50,366] Trial 8693 finished with value: 0.9971298656816566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:53,160] Trial 8694 finished with value: 0.9971777112754022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:58,362] Trial 8695 finished with value: 0.9973880582561389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:08,465] Trial 8696 finished with value: 0.9971473310521376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:18,641] Trial 8697 finished with value: 0.9967704141068374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:30,561] Trial 8698 finished with value: 0.9958225943807051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:33,475] Trial 8699 finished with value: 0.9954833263694525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:40,175] Trial 8700 finished with value: 0.9932492398069117 and parameters: {'classifier': 'SVC', 'svc_c': 1085239.8688440227, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:47,837] Trial 8701 finished with value: 0.9970550028767976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:52,042] Trial 8702 finished with value: 0.9973576248718791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:55,218] Trial 8703 finished with value: 0.9973632151234252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:59,625] Trial 8704 finished with value: 0.9975331344528398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:04,553] Trial 8705 finished with value: 0.9973873201593627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:09,377] Trial 8706 finished with value: 0.9973884405709722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:11,107] Trial 8707 finished with value: 0.9962363332971353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 27}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:21,929] Trial 8708 finished with value: 0.9970938482664806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:24,356] Trial 8709 finished with value: 0.9875410771422083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:28,419] Trial 8710 finished with value: 0.9974724046333909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:32,009] Trial 8711 finished with value: 0.9973065163356044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:35,854] Trial 8712 finished with value: 0.9972080768992294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:40,763] Trial 8713 finished with value: 0.9974884435753587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:52,611] Trial 8714 finished with value: 0.9972053384256211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:57,012] Trial 8715 finished with value: 0.9973382106986657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:14,318] Trial 8716 finished with value: 0.9969734667643003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:22,083] Trial 8717 finished with value: 0.9966217452742248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:25,843] Trial 8718 finished with value: 0.9974167114611685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:31,976] Trial 8719 finished with value: 0.9854053215993505 and parameters: {'classifier': 'SVC', 'svc_c': 0.1845990316268956, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:35,491] Trial 8720 finished with value: 0.9974196064026604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:40,734] Trial 8721 finished with value: 0.9973384580321786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:52,421] Trial 8722 finished with value: 0.9971777166391086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:57,326] Trial 8723 finished with value: 0.9976336574193642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:02,555] Trial 8724 finished with value: 0.9974038143181371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:07,576] Trial 8725 finished with value: 0.9974162291719265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:12,534] Trial 8726 finished with value: 0.9972462979407967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:17,794] Trial 8727 finished with value: 0.997335406940182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:21,442] Trial 8728 finished with value: 0.9970992876994904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:25,595] Trial 8729 finished with value: 0.9976113985140285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:31,319] Trial 8730 finished with value: 0.9977009120130443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:38,327] Trial 8731 finished with value: 0.9974908497213377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:42,146] Trial 8732 finished with value: 0.9973937666679142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:44,206] Trial 8733 finished with value: 0.9969568212474451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:49,589] Trial 8734 finished with value: 0.9973913340842583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:57,687] Trial 8735 finished with value: 0.9969506597135646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:02,034] Trial 8736 finished with value: 0.9970121437209084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:04,766] Trial 8737 finished with value: 0.9886808964504096 and parameters: {'classifier': 'SVC', 'svc_c': 2.2259093562228545, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:09,708] Trial 8738 finished with value: 0.9972692795182856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:24,741] Trial 8739 finished with value: 0.9969914846282744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:26,771] Trial 8740 finished with value: 0.9968768313423237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:29,909] Trial 8741 finished with value: 0.9959861346763592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:35,191] Trial 8742 finished with value: 0.99762273085127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:41,301] Trial 8743 finished with value: 0.997452023723516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:45,242] Trial 8744 finished with value: 0.9975334830302773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:49,875] Trial 8745 finished with value: 0.9973245663818165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:54,907] Trial 8746 finished with value: 0.9973503313103148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:57,656] Trial 8747 finished with value: 0.9953387214172018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:05,449] Trial 8748 finished with value: 0.9973161265739865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:15,591] Trial 8749 finished with value: 0.9967628810827615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:34,310] Trial 8750 finished with value: 0.9965985957397293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:36,673] Trial 8751 finished with value: 0.9968800667998251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 93}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:42,833] Trial 8752 finished with value: 0.9973438017753974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:47,681] Trial 8753 finished with value: 0.9975999872446112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:52,286] Trial 8754 finished with value: 0.9973640775375848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:56,086] Trial 8755 finished with value: 0.9972745465509819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:59,598] Trial 8756 finished with value: 0.9968059504705497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:05,276] Trial 8757 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.3756060754908277e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:08,541] Trial 8758 finished with value: 0.9966210703993603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:12,222] Trial 8759 finished with value: 0.9970123204058391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:14,076] Trial 8760 finished with value: 0.9967895549531917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:17,046] Trial 8761 finished with value: 0.9956065080437333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:19,445] Trial 8762 finished with value: 0.9940435957691086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:24,929] Trial 8763 finished with value: 0.9972809111122566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:47,010] Trial 8764 finished with value: 0.995949600917167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 69, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:49,207] Trial 8765 finished with value: 0.9973439166666224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:54,649] Trial 8766 finished with value: 0.9954820851951051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:57,866] Trial 8767 finished with value: 0.9970962159778538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:01,018] Trial 8768 finished with value: 0.9971770875937823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:16,486] Trial 8769 finished with value: 0.9970135821146128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:20,391] Trial 8770 finished with value: 0.9976325194884298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:27,120] Trial 8771 finished with value: 0.9973363202302071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:35,689] Trial 8772 finished with value: 0.9971536311537221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:40,544] Trial 8773 finished with value: 0.9976357674189287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:44,160] Trial 8774 finished with value: 0.9973619977842462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:53,363] Trial 8775 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2903006908315053e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:57,567] Trial 8776 finished with value: 0.9972553908195488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:12:01,491] Trial 8777 finished with value: 0.9975458464051808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:12:04,935] Trial 8778 finished with value: 0.9974488392688321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:12:17,895] Trial 8779 finished with value: 0.9971172371047983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:12:36,729] Trial 8780 finished with value: 0.9965322256180548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:12:42,005] Trial 8781 finished with value: 0.9966296980321271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:12:44,653] Trial 8782 finished with value: 0.9971728416013074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:07,501] Trial 8783 finished with value: 0.9964802368626543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:11,238] Trial 8784 finished with value: 0.9972765197601651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:17,307] Trial 8785 finished with value: 0.9971778043309468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:19,536] Trial 8786 finished with value: 0.9971690723756783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 51}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:31,539] Trial 8787 finished with value: 0.9961749451382721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:36,534] Trial 8788 finished with value: 0.9971455193889032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:41,337] Trial 8789 finished with value: 0.9973749200002245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:42,944] Trial 8790 finished with value: 0.9909729937506521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:46,339] Trial 8791 finished with value: 0.9973874814196705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:51,262] Trial 8792 finished with value: 0.9974623678692703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:53,846] Trial 8793 finished with value: 0.9924150422338543 and parameters: {'classifier': 'SVC', 'svc_c': 214.05922782034028, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:58,759] Trial 8794 finished with value: 0.997417647316846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:05,999] Trial 8795 finished with value: 0.9973115460639667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:23,053] Trial 8796 finished with value: 0.9967861082481785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:28,968] Trial 8797 finished with value: 0.9964883335202289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:34,344] Trial 8798 finished with value: 0.9974584470316574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:38,832] Trial 8799 finished with value: 0.9972937207538769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:43,870] Trial 8800 finished with value: 0.9971363919158316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:47,803] Trial 8801 finished with value: 0.9974379319656475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:49,920] Trial 8802 finished with value: 0.9969541400290218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:55,858] Trial 8803 finished with value: 0.9972018743917103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:12,791] Trial 8804 finished with value: 0.9967932805074601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:17,148] Trial 8805 finished with value: 0.9975674787407472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:21,684] Trial 8806 finished with value: 0.997548650766685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:37,247] Trial 8807 finished with value: 0.9965635767039088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:44,956] Trial 8808 finished with value: 0.9973117505513042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:49,873] Trial 8809 finished with value: 0.9972518148460386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:52,811] Trial 8810 finished with value: 0.9963700750301548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:56,427] Trial 8811 finished with value: 0.9968319858060196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:03,110] Trial 8812 finished with value: 0.985384675773162 and parameters: {'classifier': 'SVC', 'svc_c': 0.06405538953753388, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:08,314] Trial 8813 finished with value: 0.9974961632500685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:13,868] Trial 8814 finished with value: 0.9974343047988924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:26,672] Trial 8815 finished with value: 0.9970585643460844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:30,609] Trial 8816 finished with value: 0.9972990079401445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:37,685] Trial 8817 finished with value: 0.9971899404306949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:41,929] Trial 8818 finished with value: 0.9972901650926271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:47,286] Trial 8819 finished with value: 0.9964600160705225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:50,712] Trial 8820 finished with value: 0.9974539916959447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:59,033] Trial 8821 finished with value: 0.9975041417474136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:03,252] Trial 8822 finished with value: 0.9973122914287235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:07,553] Trial 8823 finished with value: 0.9972404377900855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:09,411] Trial 8824 finished with value: 0.9967848390809966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:25,041] Trial 8825 finished with value: 0.9964710121446342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:27,640] Trial 8826 finished with value: 0.9969631875860424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:31,266] Trial 8827 finished with value: 0.9976837248887982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:34,826] Trial 8828 finished with value: 0.9938968990665903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:39,711] Trial 8829 finished with value: 0.9973257396370422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:43,500] Trial 8830 finished with value: 0.997660973887207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:46,115] Trial 8831 finished with value: 0.9910170586931221 and parameters: {'classifier': 'SVC', 'svc_c': 27.01358875707329, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:48,632] Trial 8832 finished with value: 0.9975152158967778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:53,361] Trial 8833 finished with value: 0.9975294699940432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:58,885] Trial 8834 finished with value: 0.9973041162833035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:01,178] Trial 8835 finished with value: 0.997336012975525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:04,936] Trial 8836 finished with value: 0.9968928123308723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:09,142] Trial 8837 finished with value: 0.9973556428078196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:21,542] Trial 8838 finished with value: 0.9971275417685957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:37,495] Trial 8839 finished with value: 0.996541221124907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:41,381] Trial 8840 finished with value: 0.9970434553565436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:45,000] Trial 8841 finished with value: 0.997346175453497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:49,479] Trial 8842 finished with value: 0.9975781939978537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:52,845] Trial 8843 finished with value: 0.9973702944858518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:57,680] Trial 8844 finished with value: 0.997388634426111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:03,035] Trial 8845 finished with value: 0.9976553761455148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:14,420] Trial 8846 finished with value: 0.9970300882068406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:17,997] Trial 8847 finished with value: 0.9974482046376344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:21,274] Trial 8848 finished with value: 0.997602327597908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:23,475] Trial 8849 finished with value: 0.9955405673042087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:28,477] Trial 8850 finished with value: 0.9961518625707617 and parameters: {'classifier': 'SVC', 'svc_c': 112072.69471398782, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:47,053] Trial 8851 finished with value: 0.996622401011131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:50,414] Trial 8852 finished with value: 0.9971620632492408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:54,482] Trial 8853 finished with value: 0.9972319839223621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:59,794] Trial 8854 finished with value: 0.9972046366687491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:06,676] Trial 8855 finished with value: 0.9972532939912163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:11,514] Trial 8856 finished with value: 0.9973650947057813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:14,416] Trial 8857 finished with value: 0.9966721156185097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 55}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:18,698] Trial 8858 finished with value: 0.9976830757216387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:21,740] Trial 8859 finished with value: 0.9974871691714221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:24,766] Trial 8860 finished with value: 0.9966517591468235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:28,110] Trial 8861 finished with value: 0.9974806299881807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:33,832] Trial 8862 finished with value: 0.9975476224902208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:35,859] Trial 8863 finished with value: 0.9971259788353425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:37,829] Trial 8864 finished with value: 0.9896297676216785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:41,123] Trial 8865 finished with value: 0.9972250669628081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:47,749] Trial 8866 finished with value: 0.9972271017435318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:51,692] Trial 8867 finished with value: 0.9975835313300152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:55,196] Trial 8868 finished with value: 0.9975620317223778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:02,371] Trial 8869 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.4004632224493549e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:05,935] Trial 8870 finished with value: 0.99718724134383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:09,427] Trial 8871 finished with value: 0.9973746498788939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:12,761] Trial 8872 finished with value: 0.9971901483774647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:18,110] Trial 8873 finished with value: 0.9973712344674572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:28,105] Trial 8874 finished with value: 0.9967661333613537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:34,095] Trial 8875 finished with value: 0.9974108446772346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:41,353] Trial 8876 finished with value: 0.9964393471073993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:45,129] Trial 8877 finished with value: 0.9970879623763266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:49,319] Trial 8878 finished with value: 0.997433170962148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:54,662] Trial 8879 finished with value: 0.9975850985478859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:56,877] Trial 8880 finished with value: 0.9937145345736846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:22:02,158] Trial 8881 finished with value: 0.9971989114676205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:22:06,168] Trial 8882 finished with value: 0.9974767685321924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:22:11,689] Trial 8883 finished with value: 0.9976670311620616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:22:16,309] Trial 8884 finished with value: 0.997260706728623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:22:19,671] Trial 8885 finished with value: 0.9966484793197274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:22:23,245] Trial 8886 finished with value: 0.9974482421835789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:23:34,271] Trial 8887 finished with value: 0.9909876151824584 and parameters: {'classifier': 'SVC', 'svc_c': 167618804.7390031, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:23:38,717] Trial 8888 finished with value: 0.9973052898876459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:23:46,016] Trial 8889 finished with value: 0.9973568058117009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:23:49,153] Trial 8890 finished with value: 0.9963181765056254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:23:55,106] Trial 8891 finished with value: 0.9974911763996192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:23:58,930] Trial 8892 finished with value: 0.9975089167155927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:06,679] Trial 8893 finished with value: 0.9972077591075618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:14,602] Trial 8894 finished with value: 0.997201846747993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:20,546] Trial 8895 finished with value: 0.9970149622057812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:24,818] Trial 8896 finished with value: 0.997345799517983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:29,910] Trial 8897 finished with value: 0.9973202342526607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:33,184] Trial 8898 finished with value: 0.9975265719739741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:39,530] Trial 8899 finished with value: 0.9974983709071742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:43,786] Trial 8900 finished with value: 0.9972371094357291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:59,101] Trial 8901 finished with value: 0.9965859378687827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:01,554] Trial 8902 finished with value: 0.9955806050870755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:07,044] Trial 8903 finished with value: 0.9974690770724823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:10,847] Trial 8904 finished with value: 0.9973882121215142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:13,699] Trial 8905 finished with value: 0.996580486724485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:20,570] Trial 8906 finished with value: 0.9852045801597856 and parameters: {'classifier': 'SVC', 'svc_c': 2.7544792760398144e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:27,935] Trial 8907 finished with value: 0.9974231389269758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:38,490] Trial 8908 finished with value: 0.9970909335205344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:45,517] Trial 8909 finished with value: 0.9967893314231094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:54,854] Trial 8910 finished with value: 0.9959098961284253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 66}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:59,544] Trial 8911 finished with value: 0.9975415067541408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:04,205] Trial 8912 finished with value: 0.9972772404645681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:10,586] Trial 8913 finished with value: 0.9972104584165923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:14,697] Trial 8914 finished with value: 0.9976701353198395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:16,755] Trial 8915 finished with value: 0.9972239448056137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:21,474] Trial 8916 finished with value: 0.9973043943708487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:23,267] Trial 8917 finished with value: 0.9959611352344514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:25,267] Trial 8918 finished with value: 0.9970862779186255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:37,611] Trial 8919 finished with value: 0.9969396446284461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:40,936] Trial 8920 finished with value: 0.9970027583138629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:45,786] Trial 8921 finished with value: 0.9974929153513075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:48,706] Trial 8922 finished with value: 0.9974656807355281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:52,344] Trial 8923 finished with value: 0.9971866898976876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:56,974] Trial 8924 finished with value: 0.9973321787189234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:02,373] Trial 8925 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.961896409206275e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:07,818] Trial 8926 finished with value: 0.9972719093212984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:12,613] Trial 8927 finished with value: 0.9973207712580551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:32,661] Trial 8928 finished with value: 0.9965509974160209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:36,392] Trial 8929 finished with value: 0.9973037827496339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:40,098] Trial 8930 finished with value: 0.9977147729093739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:43,210] Trial 8931 finished with value: 0.9974357284344698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:49,377] Trial 8932 finished with value: 0.9972203396967041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:53,536] Trial 8933 finished with value: 0.997461176428224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:55,630] Trial 8934 finished with value: 0.9972298616719654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:00,458] Trial 8935 finished with value: 0.9961595723115065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 36, 'rf_n_estimators': 39}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:06,191] Trial 8936 finished with value: 0.9971152516447828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:10,230] Trial 8937 finished with value: 0.9970476186082938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:14,429] Trial 8938 finished with value: 0.997428030309799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:19,558] Trial 8939 finished with value: 0.9971486831187336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:22,110] Trial 8940 finished with value: 0.9897784247430036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:25,203] Trial 8941 finished with value: 0.9967937094452797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:31,502] Trial 8942 finished with value: 0.9971178850341792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:38,781] Trial 8943 finished with value: 0.9853425616011747 and parameters: {'classifier': 'SVC', 'svc_c': 0.003210965227336, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:42,552] Trial 8944 finished with value: 0.9965246320063134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:47,608] Trial 8945 finished with value: 0.9977052123725549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:54,493] Trial 8946 finished with value: 0.9940633814027912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:57,306] Trial 8947 finished with value: 0.9969503000595972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:03,076] Trial 8948 finished with value: 0.9968989231475768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:10,352] Trial 8949 finished with value: 0.99730929064131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:12,448] Trial 8950 finished with value: 0.9970613834339775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:17,445] Trial 8951 finished with value: 0.9974697491861487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:21,908] Trial 8952 finished with value: 0.9973639662010054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:25,230] Trial 8953 finished with value: 0.9975389603266107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:34,316] Trial 8954 finished with value: 0.9967580340695325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:46,449] Trial 8955 finished with value: 0.9962573459500584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 77}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:53,059] Trial 8956 finished with value: 0.9968053225043126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:01,000] Trial 8957 finished with value: 0.9968779865386798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:04,126] Trial 8958 finished with value: 0.997559896776818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:09,302] Trial 8959 finished with value: 0.9972852492081391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:15,524] Trial 8960 finished with value: 0.997381887581741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:16,462] Trial 8961 finished with value: 0.9966320885313177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 14}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:19,050] Trial 8962 finished with value: 0.9962263988560286 and parameters: {'classifier': 'SVC', 'svc_c': 14430.098161515589, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:24,920] Trial 8963 finished with value: 0.9976382817276962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:29,665] Trial 8964 finished with value: 0.9962873783893332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 102}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:32,530] Trial 8965 finished with value: 0.9972891522407861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:36,593] Trial 8966 finished with value: 0.9974853300548979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:40,450] Trial 8967 finished with value: 0.9976741636854832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:44,203] Trial 8968 finished with value: 0.9971708337343292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:47,994] Trial 8969 finished with value: 0.9976878093035864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:53,145] Trial 8970 finished with value: 0.9973044569262645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:58,162] Trial 8971 finished with value: 0.9969215409134322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:02,371] Trial 8972 finished with value: 0.9969303234271875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:07,261] Trial 8973 finished with value: 0.9973038887859828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:12,847] Trial 8974 finished with value: 0.9972636566084327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:15,282] Trial 8975 finished with value: 0.9945627722987731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:19,790] Trial 8976 finished with value: 0.9974643712929416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:23,302] Trial 8977 finished with value: 0.9974326675989355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:28,703] Trial 8978 finished with value: 0.9975154015317987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:32,679] Trial 8979 finished with value: 0.9973859685053593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:35,850] Trial 8980 finished with value: 0.9904964756346123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:40,723] Trial 8981 finished with value: 0.9969823546161702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:45,190] Trial 8982 finished with value: 0.9972826016953737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:49,705] Trial 8983 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2411818036.436914, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:58,733] Trial 8984 finished with value: 0.9970666152058586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:07,451] Trial 8985 finished with value: 0.9931106991118552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 64, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:11,499] Trial 8986 finished with value: 0.9975242223214703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:14,159] Trial 8987 finished with value: 0.997422034606485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:24,649] Trial 8988 finished with value: 0.9969464695163307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:30,253] Trial 8989 finished with value: 0.9974307809707638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:33,752] Trial 8990 finished with value: 0.9974885342505603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:38,276] Trial 8991 finished with value: 0.9972242063259712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:41,369] Trial 8992 finished with value: 0.9967707894710692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:46,739] Trial 8993 finished with value: 0.9974802430713506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:51,463] Trial 8994 finished with value: 0.9972992598756539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:56,169] Trial 8995 finished with value: 0.9971859929649773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:00,726] Trial 8996 finished with value: 0.9973670381448073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:05,899] Trial 8997 finished with value: 0.997375249757083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:09,153] Trial 8998 finished with value: 0.9975784461872665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:11,454] Trial 8999 finished with value: 0.9967975875636693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:41,574] Trial 9000 finished with value: 0.9903696856776311 and parameters: {'classifier': 'SVC', 'svc_c': 14002618.965196148, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:46,760] Trial 9001 finished with value: 0.9967453767381301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:50,555] Trial 9002 finished with value: 0.9971234769678343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:55,052] Trial 9003 finished with value: 0.9973457429610321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:58,143] Trial 9004 finished with value: 0.9963210958218304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:04,968] Trial 9005 finished with value: 0.9976088160639733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:08,450] Trial 9006 finished with value: 0.9973084902747594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:18,003] Trial 9007 finished with value: 0.9969478109507278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:29,249] Trial 9008 finished with value: 0.9967657707557608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:32,963] Trial 9009 finished with value: 0.9960253639360332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 25}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:37,935] Trial 9010 finished with value: 0.9975730463631652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:44,855] Trial 9011 finished with value: 0.9971825346756278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:48,399] Trial 9012 finished with value: 0.9973190064082345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:00,269] Trial 9013 finished with value: 0.9971691619717911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:04,230] Trial 9014 finished with value: 0.9973905591080338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:08,847] Trial 9015 finished with value: 0.9970650088551478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:13,297] Trial 9016 finished with value: 0.9973591898363585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:23,791] Trial 9017 finished with value: 0.996880356281279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:26,910] Trial 9018 finished with value: 0.9893316219410666 and parameters: {'classifier': 'SVC', 'svc_c': 7.343741985703432, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:30,255] Trial 9019 finished with value: 0.9976935988057155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:34,303] Trial 9020 finished with value: 0.9974824215613194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:39,270] Trial 9021 finished with value: 0.9974091736446683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:47,521] Trial 9022 finished with value: 0.9968743516278753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:52,585] Trial 9023 finished with value: 0.9972743994140428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:54,845] Trial 9024 finished with value: 0.9938702267830554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:00,795] Trial 9025 finished with value: 0.997454339670362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:06,734] Trial 9026 finished with value: 0.9972901126298662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:11,156] Trial 9027 finished with value: 0.9974931952796515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:15,069] Trial 9028 finished with value: 0.9967932846333882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:25,689] Trial 9029 finished with value: 0.9970612916479492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:30,884] Trial 9030 finished with value: 0.9973887959085842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:34,340] Trial 9031 finished with value: 0.9975123748462528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:49,814] Trial 9032 finished with value: 0.9969412163213621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:53,039] Trial 9033 finished with value: 0.996779226422488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:57,481] Trial 9034 finished with value: 0.997513473422182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:00,448] Trial 9035 finished with value: 0.9966946482950352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:04,096] Trial 9036 finished with value: 0.9973059153148505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:09,780] Trial 9037 finished with value: 0.9973492080105558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:14,047] Trial 9038 finished with value: 0.9972793283110729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:17,614] Trial 9039 finished with value: 0.9974477890932119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:22,550] Trial 9040 finished with value: 0.9869779472922945 and parameters: {'classifier': 'SVC', 'svc_c': 0.8617257867292043, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:26,866] Trial 9041 finished with value: 0.9975469190829775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:37,084] Trial 9042 finished with value: 0.9968894183107855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:39,279] Trial 9043 finished with value: 0.9967895624116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 42}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:43,151] Trial 9044 finished with value: 0.9969745231922883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:51,775] Trial 9045 finished with value: 0.997031467917154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:55,451] Trial 9046 finished with value: 0.9974061409606579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:01,782] Trial 9047 finished with value: 0.9973465029569643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:04,060] Trial 9048 finished with value: 0.9971579457000773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:07,755] Trial 9049 finished with value: 0.9973055232564795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:21,986] Trial 9050 finished with value: 0.9969183551892321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:25,208] Trial 9051 finished with value: 0.9968354252747901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:29,403] Trial 9052 finished with value: 0.9973943447421609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:43,403] Trial 9053 finished with value: 0.9969977554040325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:48,746] Trial 9054 finished with value: 0.9975033317325392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:54,594] Trial 9055 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.557454101846419e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:58,744] Trial 9056 finished with value: 0.9975406756970336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:01,911] Trial 9057 finished with value: 0.9975014567521795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:23,860] Trial 9058 finished with value: 0.9966244029748584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:38,898] Trial 9059 finished with value: 0.996774158481685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:42,862] Trial 9060 finished with value: 0.9971684164166067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:44,877] Trial 9061 finished with value: 0.9970584751943022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:49,226] Trial 9062 finished with value: 0.9974413190986086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:52,681] Trial 9063 finished with value: 0.9973449570669674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:57,057] Trial 9064 finished with value: 0.9974776658580503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:01,836] Trial 9065 finished with value: 0.9975117889962188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:05,280] Trial 9066 finished with value: 0.9974286384081062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:07,693] Trial 9067 finished with value: 0.9974330436931389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:15,499] Trial 9068 finished with value: 0.9973297147464771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:19,780] Trial 9069 finished with value: 0.9975540642380863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:24,096] Trial 9070 finished with value: 0.9965227977456891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:27,018] Trial 9071 finished with value: 0.9973881942848101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:30,232] Trial 9072 finished with value: 0.9948145314724596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:35,069] Trial 9073 finished with value: 0.9976849608581287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:42,426] Trial 9074 finished with value: 0.9851031435223808 and parameters: {'classifier': 'SVC', 'svc_c': 0.00038117957358877217, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:53,347] Trial 9075 finished with value: 0.9963003664932072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 46, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:55,147] Trial 9076 finished with value: 0.989543170899835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:59,868] Trial 9077 finished with value: 0.9973903289129908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:05,314] Trial 9078 finished with value: 0.9954250902926076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:09,232] Trial 9079 finished with value: 0.9970320623046852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:13,874] Trial 9080 finished with value: 0.9975667841566423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:17,732] Trial 9081 finished with value: 0.9971787565316467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:23,925] Trial 9082 finished with value: 0.9973825827053903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:27,577] Trial 9083 finished with value: 0.9975056949053916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:31,349] Trial 9084 finished with value: 0.9973844980563683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:37,427] Trial 9085 finished with value: 0.9973275023286853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:42,609] Trial 9086 finished with value: 0.9972817526428731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:46,020] Trial 9087 finished with value: 0.9975152001865136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:02,759] Trial 9088 finished with value: 0.9962434116756871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:07,257] Trial 9089 finished with value: 0.9973403151123584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:23,454] Trial 9090 finished with value: 0.9967992914767075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:24,396] Trial 9091 finished with value: 0.993736678111727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 5}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:30,418] Trial 9092 finished with value: 0.9852052355793129 and parameters: {'classifier': 'SVC', 'svc_c': 7.002748891717359e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:33,808] Trial 9093 finished with value: 0.9974302363165336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:40,006] Trial 9094 finished with value: 0.9974431627219156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:43,026] Trial 9095 finished with value: 0.9972713573356118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:46,740] Trial 9096 finished with value: 0.9975622758186241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:51,529] Trial 9097 finished with value: 0.9971105680183014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:55,921] Trial 9098 finished with value: 0.9974646282430406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:59,230] Trial 9099 finished with value: 0.9962786248522875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:11,663] Trial 9100 finished with value: 0.9955122211316958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:16,448] Trial 9101 finished with value: 0.9974056279173839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:21,055] Trial 9102 finished with value: 0.9974065854500519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:25,455] Trial 9103 finished with value: 0.9973422969542525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:28,479] Trial 9104 finished with value: 0.9976940157466059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:44,237] Trial 9105 finished with value: 0.9964740655217602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:49,979] Trial 9106 finished with value: 0.9972954474229949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:54,487] Trial 9107 finished with value: 0.9974695818956386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:56,008] Trial 9108 finished with value: 0.9959769185593123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 12}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:00,765] Trial 9109 finished with value: 0.9972506370205544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:04,772] Trial 9110 finished with value: 0.9974132792286406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:07,561] Trial 9111 finished with value: 0.9950570965234687 and parameters: {'classifier': 'SVC', 'svc_c': 1355.6028059933124, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:10,856] Trial 9112 finished with value: 0.9944983454256969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:19,640] Trial 9113 finished with value: 0.9966784699919159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:24,464] Trial 9114 finished with value: 0.9975324640847579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:26,977] Trial 9115 finished with value: 0.9976351804580679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:29,881] Trial 9116 finished with value: 0.997536850739639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:33,697] Trial 9117 finished with value: 0.9974371688594004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:38,293] Trial 9118 finished with value: 0.9976313477248859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:42,621] Trial 9119 finished with value: 0.9974325086554948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:46,585] Trial 9120 finished with value: 0.9973201008264977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:53,290] Trial 9121 finished with value: 0.9974855365734618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:59,225] Trial 9122 finished with value: 0.9977635684821659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:04,025] Trial 9123 finished with value: 0.9974804929438962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:08,219] Trial 9124 finished with value: 0.997491892724191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:12,612] Trial 9125 finished with value: 0.9975248413058796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:19,160] Trial 9126 finished with value: 0.9974553079939189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:23,799] Trial 9127 finished with value: 0.9975246325021865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:27,789] Trial 9128 finished with value: 0.9971951215806136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:43,593] Trial 9129 finished with value: 0.99635495305981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 127}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:49,770] Trial 9130 finished with value: 0.9973199501983889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:54,935] Trial 9131 finished with value: 0.9852065471166012 and parameters: {'classifier': 'SVC', 'svc_c': 6.180749680333667e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:59,205] Trial 9132 finished with value: 0.9977198617337198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:04,093] Trial 9133 finished with value: 0.9973658731731757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:08,860] Trial 9134 finished with value: 0.9975254406762623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:15,497] Trial 9135 finished with value: 0.9975510822077762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:19,629] Trial 9136 finished with value: 0.9973315968678659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:25,135] Trial 9137 finished with value: 0.99751343841527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:29,198] Trial 9138 finished with value: 0.997394379749073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:34,807] Trial 9139 finished with value: 0.9976804404914436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:39,738] Trial 9140 finished with value: 0.9974546636826597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:44,082] Trial 9141 finished with value: 0.9973584530408367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:48,009] Trial 9142 finished with value: 0.9974899465557048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:54,426] Trial 9143 finished with value: 0.997515121190862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:56,801] Trial 9144 finished with value: 0.9969302192316373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:02,019] Trial 9145 finished with value: 0.9972030847485497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:06,253] Trial 9146 finished with value: 0.9973881191929211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:11,277] Trial 9147 finished with value: 0.9972821730114575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:16,406] Trial 9148 finished with value: 0.9976417855609432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:20,870] Trial 9149 finished with value: 0.9974029244824253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:26,737] Trial 9150 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.24418234242605e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:32,697] Trial 9151 finished with value: 0.9974712637508313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:37,775] Trial 9152 finished with value: 0.9973277152900443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:42,781] Trial 9153 finished with value: 0.9977021292887475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:46,865] Trial 9154 finished with value: 0.9975557779264003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:52,444] Trial 9155 finished with value: 0.9973716774651699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:56,946] Trial 9156 finished with value: 0.9974101753247661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:01,661] Trial 9157 finished with value: 0.9973271502283397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:03,337] Trial 9158 finished with value: 0.9969306310944624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:09,107] Trial 9159 finished with value: 0.9973593775343433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:13,465] Trial 9160 finished with value: 0.9973761437821986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:15,444] Trial 9161 finished with value: 0.9964224531144666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:28,737] Trial 9162 finished with value: 0.9969650357161323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:34,811] Trial 9163 finished with value: 0.9975292958798828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:38,818] Trial 9164 finished with value: 0.9973766586662715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:59,306] Trial 9165 finished with value: 0.9965982242792605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:49:04,316] Trial 9166 finished with value: 0.9971522247200904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:49:11,472] Trial 9167 finished with value: 0.9971427307059254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:49:18,507] Trial 9168 finished with value: 0.9853941811494978 and parameters: {'classifier': 'SVC', 'svc_c': 0.03675327066001054, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:49:22,420] Trial 9169 finished with value: 0.9973371354500985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:49:36,857] Trial 9170 finished with value: 0.9964758282451411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:49:43,861] Trial 9171 finished with value: 0.9974919409340722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:02,601] Trial 9172 finished with value: 0.9963493421468862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:07,038] Trial 9173 finished with value: 0.9973981386598821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:12,488] Trial 9174 finished with value: 0.9971118054475759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:18,877] Trial 9175 finished with value: 0.9975089672740793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:21,052] Trial 9176 finished with value: 0.9969524267215629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:25,211] Trial 9177 finished with value: 0.9973495272304292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:29,386] Trial 9178 finished with value: 0.9971902415916989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:35,506] Trial 9179 finished with value: 0.997372747254817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:41,004] Trial 9180 finished with value: 0.9973854357211066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:45,385] Trial 9181 finished with value: 0.9974752448904685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:50,292] Trial 9182 finished with value: 0.9975647639753561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:55,724] Trial 9183 finished with value: 0.9973341461835455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:59,223] Trial 9184 finished with value: 0.9975107463107445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:03,852] Trial 9185 finished with value: 0.9974334289913357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:08,206] Trial 9186 finished with value: 0.9975384650883026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:12,959] Trial 9187 finished with value: 0.9974605233573021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:39,049] Trial 9188 finished with value: 0.9917153803175719 and parameters: {'classifier': 'SVC', 'svc_c': 5448903.249199593, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:49,523] Trial 9189 finished with value: 0.9968921798578522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:51,811] Trial 9190 finished with value: 0.997396499523913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:59,472] Trial 9191 finished with value: 0.997438906954165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:03,743] Trial 9192 finished with value: 0.9972153156811651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:23,898] Trial 9193 finished with value: 0.9966119647302311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:31,908] Trial 9194 finished with value: 0.9972439429245866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:37,222] Trial 9195 finished with value: 0.9972868331518873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:41,658] Trial 9196 finished with value: 0.9974359409832362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:44,303] Trial 9197 finished with value: 0.991266562793269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:56,094] Trial 9198 finished with value: 0.9970634381143691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:03,234] Trial 9199 finished with value: 0.9972370971531589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:05,329] Trial 9200 finished with value: 0.9965599726423502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:10,501] Trial 9201 finished with value: 0.9973995299545318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:11,959] Trial 9202 finished with value: 0.9963214827069224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:17,240] Trial 9203 finished with value: 0.9975173865474835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:22,975] Trial 9204 finished with value: 0.9976281852010961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:29,646] Trial 9205 finished with value: 0.9853740228810438 and parameters: {'classifier': 'SVC', 'svc_c': 0.006911049819349159, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:34,045] Trial 9206 finished with value: 0.9974050093773049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:39,233] Trial 9207 finished with value: 0.9975488304667172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:41,060] Trial 9208 finished with value: 0.9961001681844529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:43,071] Trial 9209 finished with value: 0.996378198347572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:49,380] Trial 9210 finished with value: 0.9971723253207664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:54,251] Trial 9211 finished with value: 0.9967560107461934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:59,619] Trial 9212 finished with value: 0.9974610925766725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:03,185] Trial 9213 finished with value: 0.9976306750081992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:07,953] Trial 9214 finished with value: 0.9973123325610516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:13,473] Trial 9215 finished with value: 0.9975461432815673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:18,644] Trial 9216 finished with value: 0.9975624470763728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:23,252] Trial 9217 finished with value: 0.9972782347179953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:39,595] Trial 9218 finished with value: 0.9967635020666591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:52,734] Trial 9219 finished with value: 0.9968632376156993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:56,979] Trial 9220 finished with value: 0.9975767549059155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:01,362] Trial 9221 finished with value: 0.9976679222990276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:04,951] Trial 9222 finished with value: 0.9968618310551162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:08,700] Trial 9223 finished with value: 0.9973706220845328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:12,215] Trial 9224 finished with value: 0.996384540152767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:16,725] Trial 9225 finished with value: 0.9973579518992777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:22,168] Trial 9226 finished with value: 0.9861238732834012 and parameters: {'classifier': 'SVC', 'svc_c': 0.3662353478740843, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:27,019] Trial 9227 finished with value: 0.9965712691474943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:31,337] Trial 9228 finished with value: 0.9882576878310517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 61, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:35,968] Trial 9229 finished with value: 0.9971131205395097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:39,565] Trial 9230 finished with value: 0.997343845795875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:45,504] Trial 9231 finished with value: 0.9976553848417016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:48,054] Trial 9232 finished with value: 0.9973334372221685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:51,029] Trial 9233 finished with value: 0.9943478782597711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:55,884] Trial 9234 finished with value: 0.9973426998352499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:01,081] Trial 9235 finished with value: 0.9971558916861816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:08,748] Trial 9236 finished with value: 0.9969115739409702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:13,379] Trial 9237 finished with value: 0.997464030840408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:18,884] Trial 9238 finished with value: 0.9967142110968693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:23,350] Trial 9239 finished with value: 0.997418654741505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:27,804] Trial 9240 finished with value: 0.9973035732794445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:33,535] Trial 9241 finished with value: 0.9968728117998183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:40,246] Trial 9242 finished with value: 0.9973894658323351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:43,367] Trial 9243 finished with value: 0.9916646891665183 and parameters: {'classifier': 'SVC', 'svc_c': 69.09727116368926, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:47,962] Trial 9244 finished with value: 0.9971783096619097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:51,144] Trial 9245 finished with value: 0.9977084318976267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:56,971] Trial 9246 finished with value: 0.9974906437105803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:58,368] Trial 9247 finished with value: 0.9956890629113225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 34}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:01,312] Trial 9248 finished with value: 0.9969043994917728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:16,128] Trial 9249 finished with value: 0.9969785876439325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:20,661] Trial 9250 finished with value: 0.9970922369646562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:23,256] Trial 9251 finished with value: 0.9974857834943819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:26,978] Trial 9252 finished with value: 0.9976733726498773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:33,369] Trial 9253 finished with value: 0.9974180363601158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:37,211] Trial 9254 finished with value: 0.9953745663685885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 51}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:44,615] Trial 9255 finished with value: 0.9972215674776544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:49,390] Trial 9256 finished with value: 0.9975209389714667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:51,055] Trial 9257 finished with value: 0.9898107375191918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:58,768] Trial 9258 finished with value: 0.997347785200164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:03,472] Trial 9259 finished with value: 0.9972775262961627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:05,793] Trial 9260 finished with value: 0.9967687797632925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:11,811] Trial 9261 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.475245373082145e-09, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:15,222] Trial 9262 finished with value: 0.9969555490968998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:25,002] Trial 9263 finished with value: 0.997410145110278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:30,895] Trial 9264 finished with value: 0.9973390696851315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:46,791] Trial 9265 finished with value: 0.996236806763239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:52,261] Trial 9266 finished with value: 0.9972831524115442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:07,247] Trial 9267 finished with value: 0.9968354096280018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:09,618] Trial 9268 finished with value: 0.9971454909517382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:13,872] Trial 9269 finished with value: 0.9972463989625563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:19,909] Trial 9270 finished with value: 0.997418403599443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:24,848] Trial 9271 finished with value: 0.9973494378247438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:28,997] Trial 9272 finished with value: 0.9974939669233956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:31,599] Trial 9273 finished with value: 0.9959736467301691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:35,853] Trial 9274 finished with value: 0.9962126244772347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:39,372] Trial 9275 finished with value: 0.9974666913974536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:44,823] Trial 9276 finished with value: 0.9974722003682185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:49,000] Trial 9277 finished with value: 0.9974764321738491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:57,419] Trial 9278 finished with value: 0.9972383420408416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:02,282] Trial 9279 finished with value: 0.9972926653732398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:05,658] Trial 9280 finished with value: 0.9969340135619511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:09,956] Trial 9281 finished with value: 0.9867361571857719 and parameters: {'classifier': 'SVC', 'svc_c': 44416886.105152726, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:17,453] Trial 9282 finished with value: 0.996922016093383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 76}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:21,607] Trial 9283 finished with value: 0.997304779478618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:25,860] Trial 9284 finished with value: 0.99741796288686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:29,585] Trial 9285 finished with value: 0.9972286025974383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:45,161] Trial 9286 finished with value: 0.9969546192079489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:49,728] Trial 9287 finished with value: 0.997328281684741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 64}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:00,891] Trial 9288 finished with value: 0.9947111033765745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 63, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:03,799] Trial 9289 finished with value: 0.9975994643943236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:07,847] Trial 9290 finished with value: 0.9974110216160689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:13,404] Trial 9291 finished with value: 0.9971982556672385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:17,365] Trial 9292 finished with value: 0.997436927873469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:20,313] Trial 9293 finished with value: 0.990369023370978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:32,068] Trial 9294 finished with value: 0.9969442610023015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:34,068] Trial 9295 finished with value: 0.9969131965414896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:37,849] Trial 9296 finished with value: 0.9975616691167848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:46,648] Trial 9297 finished with value: 0.9973897812753975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:51,269] Trial 9298 finished with value: 0.9974051810159086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:53,589] Trial 9299 finished with value: 0.9958072262828878 and parameters: {'classifier': 'SVC', 'svc_c': 7243.44480640826, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:58,242] Trial 9300 finished with value: 0.9966778320282378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:01,690] Trial 9301 finished with value: 0.9966081218726569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:05,185] Trial 9302 finished with value: 0.9961289236490204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:10,631] Trial 9303 finished with value: 0.9975154069589808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:12,607] Trial 9304 finished with value: 0.9937304750964012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:15,492] Trial 9305 finished with value: 0.9967958467077066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:20,125] Trial 9306 finished with value: 0.9975964649399022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:24,068] Trial 9307 finished with value: 0.9975381316181088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:28,575] Trial 9308 finished with value: 0.997445243586081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:35,285] Trial 9309 finished with value: 0.9974680239134988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:42,204] Trial 9310 finished with value: 0.9966953240268231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:45,638] Trial 9311 finished with value: 0.9975462021871236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:50,472] Trial 9312 finished with value: 0.9972984504955377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:55,462] Trial 9313 finished with value: 0.9974993769036272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:59,792] Trial 9314 finished with value: 0.997251816369458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:01,702] Trial 9315 finished with value: 0.9972921228137116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 89}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:05,090] Trial 9316 finished with value: 0.9975835976622417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:13,421] Trial 9317 finished with value: 0.9852380108402888 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008349098137213154, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:17,805] Trial 9318 finished with value: 0.9972637021205921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:21,108] Trial 9319 finished with value: 0.9976021788740735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:27,108] Trial 9320 finished with value: 0.99739035046303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:30,925] Trial 9321 finished with value: 0.9955531782665283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:36,785] Trial 9322 finished with value: 0.9973395567033215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:39,054] Trial 9323 finished with value: 0.997403800639099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:42,382] Trial 9324 finished with value: 0.996671067601067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:46,660] Trial 9325 finished with value: 0.9974723365555795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:50,670] Trial 9326 finished with value: 0.9975445617181623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:54,433] Trial 9327 finished with value: 0.9976659232551874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:57,439] Trial 9328 finished with value: 0.9967992350467082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:00,763] Trial 9329 finished with value: 0.9975349433866137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:03,032] Trial 9330 finished with value: 0.9945402092490699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:07,428] Trial 9331 finished with value: 0.9976681990853186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:10,473] Trial 9332 finished with value: 0.9971179548893137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:26,110] Trial 9333 finished with value: 0.9967815810578431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:30,049] Trial 9334 finished with value: 0.9974827352905348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:35,296] Trial 9335 finished with value: 0.9970096729565497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 97}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:40,499] Trial 9336 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.610170243279786e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:47,378] Trial 9337 finished with value: 0.9969538630523034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:50,261] Trial 9338 finished with value: 0.9971809524774646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:54,529] Trial 9339 finished with value: 0.9971732127443973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:12,308] Trial 9340 finished with value: 0.9964989340765378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:17,511] Trial 9341 finished with value: 0.9972759961799057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 57}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:20,654] Trial 9342 finished with value: 0.99749596377732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:23,916] Trial 9343 finished with value: 0.9974460516649432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:27,323] Trial 9344 finished with value: 0.9973997196837426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:30,636] Trial 9345 finished with value: 0.990960177571023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:32,586] Trial 9346 finished with value: 0.9968842512842354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:34,627] Trial 9347 finished with value: 0.9971676424877329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:41,041] Trial 9348 finished with value: 0.997366113524349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:44,816] Trial 9349 finished with value: 0.9975433830357546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:51,104] Trial 9350 finished with value: 0.9973794368757399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:59,561] Trial 9351 finished with value: 0.996847382404478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:05,490] Trial 9352 finished with value: 0.9974405566905955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:09,085] Trial 9353 finished with value: 0.997431539633704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:12,784] Trial 9354 finished with value: 0.9974772306043872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:19,633] Trial 9355 finished with value: 0.9852063832220471 and parameters: {'classifier': 'SVC', 'svc_c': 2.7026125046538375e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:34,626] Trial 9356 finished with value: 0.9967043438766504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:39,165] Trial 9357 finished with value: 0.9972218349012629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:41,411] Trial 9358 finished with value: 0.995488543954489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:44,397] Trial 9359 finished with value: 0.9972701924591939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:57,463] Trial 9360 finished with value: 0.9972080510328346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:01,354] Trial 9361 finished with value: 0.9973827640557936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:05,766] Trial 9362 finished with value: 0.9971567746030295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:09,376] Trial 9363 finished with value: 0.9975795526024589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:24,585] Trial 9364 finished with value: 0.9970469155819054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:28,516] Trial 9365 finished with value: 0.9975956404525418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:34,021] Trial 9366 finished with value: 0.9974003479990969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:38,434] Trial 9367 finished with value: 0.9974380908773502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:46,339] Trial 9368 finished with value: 0.9973740372738039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:48,523] Trial 9369 finished with value: 0.9942648527824899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:52,569] Trial 9370 finished with value: 0.9976968718408991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:55,438] Trial 9371 finished with value: 0.9963114474979592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:00,338] Trial 9372 finished with value: 0.9973675582973729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:02,475] Trial 9373 finished with value: 0.9946654951148782 and parameters: {'classifier': 'SVC', 'svc_c': 534.4735153380561, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:07,420] Trial 9374 finished with value: 0.9971726994789577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:10,871] Trial 9375 finished with value: 0.9972703448011498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:21,123] Trial 9376 finished with value: 0.9972484612600457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:24,300] Trial 9377 finished with value: 0.9975033008832933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:37,377] Trial 9378 finished with value: 0.9970226145009136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:39,216] Trial 9379 finished with value: 0.9971367051372405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:44,654] Trial 9380 finished with value: 0.9974965709552279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:48,636] Trial 9381 finished with value: 0.9973212479614254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:51,512] Trial 9382 finished with value: 0.9973832080056434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:54,961] Trial 9383 finished with value: 0.9977853783913245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:59,926] Trial 9384 finished with value: 0.9974795239221051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:02,392] Trial 9385 finished with value: 0.9955106647999271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:06,227] Trial 9386 finished with value: 0.9974696727295297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:11,700] Trial 9387 finished with value: 0.997438571547959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:15,407] Trial 9388 finished with value: 0.9973823298812196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:17,551] Trial 9389 finished with value: 0.9895944072446632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:21,214] Trial 9390 finished with value: 0.997236504796854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:25,577] Trial 9391 finished with value: 0.9974495659716994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:29,718] Trial 9392 finished with value: 0.9972912226631799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:36,202] Trial 9393 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1897760974898512e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:39,665] Trial 9394 finished with value: 0.997445520753227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:42,828] Trial 9395 finished with value: 0.996795930908375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:45,739] Trial 9396 finished with value: 0.9966934586630495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:49,374] Trial 9397 finished with value: 0.9971126574517019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:53,361] Trial 9398 finished with value: 0.9974435971503931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:57,870] Trial 9399 finished with value: 0.9976169335098777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:01,010] Trial 9400 finished with value: 0.9972298357738328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:04,530] Trial 9401 finished with value: 0.9974172797284017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:08,394] Trial 9402 finished with value: 0.9976128534749207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:13,553] Trial 9403 finished with value: 0.9971502980704173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:17,680] Trial 9404 finished with value: 0.9973780715744361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:20,895] Trial 9405 finished with value: 0.997339247480889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:24,422] Trial 9406 finished with value: 0.9972757436413758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:29,643] Trial 9407 finished with value: 0.9974341657868576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:33,559] Trial 9408 finished with value: 0.9975467124692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:36,457] Trial 9409 finished with value: 0.9975036161041902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:53,747] Trial 9410 finished with value: 0.9963328665865254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:56,683] Trial 9411 finished with value: 0.9967007183285285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:02,004] Trial 9412 finished with value: 0.9946684351876746 and parameters: {'classifier': 'SVC', 'svc_c': 450843.63550222287, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:06,087] Trial 9413 finished with value: 0.9973219456875833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:16,146] Trial 9414 finished with value: 0.9969643965146759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:21,526] Trial 9415 finished with value: 0.997535655045713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:24,979] Trial 9416 finished with value: 0.997695652184853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:27,716] Trial 9417 finished with value: 0.9969981649182524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:34,730] Trial 9418 finished with value: 0.9975606937156746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:46,881] Trial 9419 finished with value: 0.9968741065794916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:49,568] Trial 9420 finished with value: 0.9968675162030055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:53,293] Trial 9421 finished with value: 0.9974276218111923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:56,495] Trial 9422 finished with value: 0.9974382091010555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:00,622] Trial 9423 finished with value: 0.9975849948284045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:07,316] Trial 9424 finished with value: 0.9968754223379216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:10,643] Trial 9425 finished with value: 0.9974682537276868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:16,411] Trial 9426 finished with value: 0.9974757285127024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:20,266] Trial 9427 finished with value: 0.9974748015119012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:30,982] Trial 9428 finished with value: 0.9968044577732856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:44,965] Trial 9429 finished with value: 0.9949784619539481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 68, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:50,830] Trial 9430 finished with value: 0.9875904097521326 and parameters: {'classifier': 'SVC', 'svc_c': 65615.71286225601, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:53,506] Trial 9431 finished with value: 0.9975251093642462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:57,054] Trial 9432 finished with value: 0.9972858480072393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:02,999] Trial 9433 finished with value: 0.9960239940962089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:07,175] Trial 9434 finished with value: 0.9972692901187467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:10,234] Trial 9435 finished with value: 0.9966724013548905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 37}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:12,236] Trial 9436 finished with value: 0.9937933362115503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:15,106] Trial 9437 finished with value: 0.9968930267204374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 44}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:20,330] Trial 9438 finished with value: 0.9974888697837181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:43,868] Trial 9439 finished with value: 0.9964159964815223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:48,270] Trial 9440 finished with value: 0.9971815062087362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:52,126] Trial 9441 finished with value: 0.9974997297974205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:57,384] Trial 9442 finished with value: 0.9973786768163316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:00,013] Trial 9443 finished with value: 0.9972231953784045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:03,471] Trial 9444 finished with value: 0.9974248376349971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:12,894] Trial 9445 finished with value: 0.9934451864421057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:16,387] Trial 9446 finished with value: 0.9965275981676699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:33,132] Trial 9447 finished with value: 0.9965192399579995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:39,159] Trial 9448 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014713439756610137, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:44,784] Trial 9449 finished with value: 0.9977090877614847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:55,109] Trial 9450 finished with value: 0.9966372284536945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:57,467] Trial 9451 finished with value: 0.9957696142600269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:01,746] Trial 9452 finished with value: 0.9975519647755071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:04,107] Trial 9453 finished with value: 0.997161695121252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:08,864] Trial 9454 finished with value: 0.9973124236171081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:11,597] Trial 9455 finished with value: 0.9972679005696818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:18,633] Trial 9456 finished with value: 0.9970164938454579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:22,304] Trial 9457 finished with value: 0.9975615043018314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:28,399] Trial 9458 finished with value: 0.9974529415520622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:32,368] Trial 9459 finished with value: 0.9974232212551075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:34,689] Trial 9460 finished with value: 0.9971230453322928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:37,769] Trial 9461 finished with value: 0.9974254202477645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:45,638] Trial 9462 finished with value: 0.9974150759115828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:49,075] Trial 9463 finished with value: 0.9973549319421681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:52,702] Trial 9464 finished with value: 0.997466877825922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:55,833] Trial 9465 finished with value: 0.9920243514175672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:59,909] Trial 9466 finished with value: 0.9972456609927317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:02,427] Trial 9467 finished with value: 0.9920738739471298 and parameters: {'classifier': 'SVC', 'svc_c': 126.84170774212964, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:05,714] Trial 9468 finished with value: 0.9973376920060439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:11,057] Trial 9469 finished with value: 0.9968074140641529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:33,065] Trial 9470 finished with value: 0.9966644518025168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:35,325] Trial 9471 finished with value: 0.9960144912589058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:37,367] Trial 9472 finished with value: 0.9972116317352935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:41,667] Trial 9473 finished with value: 0.9975225338965309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:45,399] Trial 9474 finished with value: 0.9971881314334449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:48,108] Trial 9475 finished with value: 0.9969576539231855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:52,315] Trial 9476 finished with value: 0.997368319023277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:58,782] Trial 9477 finished with value: 0.9972606547419304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:01,278] Trial 9478 finished with value: 0.9939022604878233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:04,819] Trial 9479 finished with value: 0.9972899146487993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:09,843] Trial 9480 finished with value: 0.9970549506044639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:15,387] Trial 9481 finished with value: 0.9971522862916308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:18,678] Trial 9482 finished with value: 0.9973967750089496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:21,893] Trial 9483 finished with value: 0.9973783538513853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:25,890] Trial 9484 finished with value: 0.9973695729562634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:31,428] Trial 9485 finished with value: 0.9975621988859363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:38,202] Trial 9486 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8035553384306832e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:44,865] Trial 9487 finished with value: 0.9971560154005449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:48,928] Trial 9488 finished with value: 0.9974568224316497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:56,615] Trial 9489 finished with value: 0.9973811866817924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:15,042] Trial 9490 finished with value: 0.9968983347585101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:18,577] Trial 9491 finished with value: 0.9975384504571272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:23,220] Trial 9492 finished with value: 0.997319459339912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:27,742] Trial 9493 finished with value: 0.9975394006266011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:36,092] Trial 9494 finished with value: 0.9970990222753701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:39,306] Trial 9495 finished with value: 0.997400792520229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:43,243] Trial 9496 finished with value: 0.9974638284160343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:46,624] Trial 9497 finished with value: 0.9970076291939982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 54}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:49,844] Trial 9498 finished with value: 0.996418736573764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:01,097] Trial 9499 finished with value: 0.9954193494446906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:05,285] Trial 9500 finished with value: 0.9974862924434661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:08,617] Trial 9501 finished with value: 0.9969381105449507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:12,132] Trial 9502 finished with value: 0.9974109970826662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:14,689] Trial 9503 finished with value: 0.9972032479448698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:19,156] Trial 9504 finished with value: 0.9973819778443498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 62}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:23,127] Trial 9505 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 832402291.7609094, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:29,373] Trial 9506 finished with value: 0.9971359587568706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:32,532] Trial 9507 finished with value: 0.9972347699393559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:39,622] Trial 9508 finished with value: 0.9973965766787659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:43,402] Trial 9509 finished with value: 0.9971944459440394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:50,943] Trial 9510 finished with value: 0.9970005185697327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:55,351] Trial 9511 finished with value: 0.9973951956354602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:00,915] Trial 9512 finished with value: 0.9973885239781931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:03,947] Trial 9513 finished with value: 0.9974658723690134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:13,021] Trial 9514 finished with value: 0.9966063607361711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:32,725] Trial 9515 finished with value: 0.9966002024078193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:37,067] Trial 9516 finished with value: 0.9974349977961019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:40,847] Trial 9517 finished with value: 0.9975930321995681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:53,875] Trial 9518 finished with value: 0.997224697565303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:56,652] Trial 9519 finished with value: 0.9944264697609513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:00,465] Trial 9520 finished with value: 0.9972163422120444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:02,979] Trial 9521 finished with value: 0.9974285938163462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:06,257] Trial 9522 finished with value: 0.9971083777853069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:08,980] Trial 9523 finished with value: 0.9894256922736234 and parameters: {'classifier': 'SVC', 'svc_c': 3.6979782559101517, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:12,713] Trial 9524 finished with value: 0.995629403230638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:16,004] Trial 9525 finished with value: 0.99738586535716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:23,248] Trial 9526 finished with value: 0.9970692070185964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:27,749] Trial 9527 finished with value: 0.9974584150081087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:38,741] Trial 9528 finished with value: 0.9973131911666623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:42,507] Trial 9529 finished with value: 0.9974511572786421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:46,413] Trial 9530 finished with value: 0.9974724330070804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:51,089] Trial 9531 finished with value: 0.9971912057575899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:03,270] Trial 9532 finished with value: 0.9949397029231113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:07,877] Trial 9533 finished with value: 0.9974198949002394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:09,809] Trial 9534 finished with value: 0.9969680605291417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:11,154] Trial 9535 finished with value: 0.9958726902238283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 18}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:14,825] Trial 9536 finished with value: 0.9908677703365555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:35,176] Trial 9537 finished with value: 0.9962741631055172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:53,527] Trial 9538 finished with value: 0.9961550762560584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:58,128] Trial 9539 finished with value: 0.9973347520919371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:59,485] Trial 9540 finished with value: 0.9962996858103056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 23}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:03,278] Trial 9541 finished with value: 0.9973376841667808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:08,129] Trial 9542 finished with value: 0.9854020459933963 and parameters: {'classifier': 'SVC', 'svc_c': 0.12594335610806162, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:14,767] Trial 9543 finished with value: 0.9975398148697695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:17,099] Trial 9544 finished with value: 0.9971261546950876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:22,269] Trial 9545 finished with value: 0.9976496168578737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:26,060] Trial 9546 finished with value: 0.9972462258957467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:32,753] Trial 9547 finished with value: 0.9975548744751261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:35,749] Trial 9548 finished with value: 0.9973829110340432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:39,412] Trial 9549 finished with value: 0.9970551834020153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:44,303] Trial 9550 finished with value: 0.9971730858879813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:48,950] Trial 9551 finished with value: 0.9973903368157296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:52,279] Trial 9552 finished with value: 0.9975576207562596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:53,447] Trial 9553 finished with value: 0.9949260151570668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 10}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:58,278] Trial 9554 finished with value: 0.9974248953345128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:03,594] Trial 9555 finished with value: 0.9958769908055043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:07,594] Trial 9556 finished with value: 0.9976744523417517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:12,640] Trial 9557 finished with value: 0.9970124470718279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 91}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:16,353] Trial 9558 finished with value: 0.9977084277082229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:21,679] Trial 9559 finished with value: 0.9974880594832025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:24,560] Trial 9560 finished with value: 0.9914477391776083 and parameters: {'classifier': 'SVC', 'svc_c': 18.366319356411715, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:26,646] Trial 9561 finished with value: 0.9974069227605328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:30,824] Trial 9562 finished with value: 0.9973540177000055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:34,236] Trial 9563 finished with value: 0.9974114843230218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:42,864] Trial 9564 finished with value: 0.9969237862116963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 103}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:45,787] Trial 9565 finished with value: 0.997378441733651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:51,598] Trial 9566 finished with value: 0.9976413962955082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:56,290] Trial 9567 finished with value: 0.997667470033846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:59,853] Trial 9568 finished with value: 0.9973552553831833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:04,281] Trial 9569 finished with value: 0.9975597423401603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:10,183] Trial 9570 finished with value: 0.997368057725085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:14,651] Trial 9571 finished with value: 0.9972514390374762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:18,461] Trial 9572 finished with value: 0.9971830589541213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:23,811] Trial 9573 finished with value: 0.9974655165553328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:29,549] Trial 9574 finished with value: 0.9976029251592299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:37,784] Trial 9575 finished with value: 0.9969592773171524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:40,586] Trial 9576 finished with value: 0.9969840845860306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:47,931] Trial 9577 finished with value: 0.996713468556786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:52,946] Trial 9578 finished with value: 0.9973918335437082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:57,008] Trial 9579 finished with value: 0.9867132257859148 and parameters: {'classifier': 'SVC', 'svc_c': 2496771.5802013627, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:00,695] Trial 9580 finished with value: 0.9976091659109274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:05,063] Trial 9581 finished with value: 0.9973376464938846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:10,448] Trial 9582 finished with value: 0.9973228969361458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:15,629] Trial 9583 finished with value: 0.9973563275531734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:18,160] Trial 9584 finished with value: 0.9958189368407724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:21,879] Trial 9585 finished with value: 0.9973426864735909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:27,544] Trial 9586 finished with value: 0.9974070798314368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:31,390] Trial 9587 finished with value: 0.9965502146322711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:47,362] Trial 9588 finished with value: 0.9968821689283884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:51,441] Trial 9589 finished with value: 0.9975719721302112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:57,283] Trial 9590 finished with value: 0.9973951735776145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:01,093] Trial 9591 finished with value: 0.9974480979347895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:04,281] Trial 9592 finished with value: 0.9971009132198975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:08,223] Trial 9593 finished with value: 0.99722886541905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:11,608] Trial 9594 finished with value: 0.9974207823238702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:14,694] Trial 9595 finished with value: 0.997411386506791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:16,539] Trial 9596 finished with value: 0.9970048401936413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:19,475] Trial 9597 finished with value: 0.9968626497027012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:22,532] Trial 9598 finished with value: 0.997385467109897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:29,157] Trial 9599 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.102406830000392e-05, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:33,689] Trial 9600 finished with value: 0.9974168914785796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:42,801] Trial 9601 finished with value: 0.9957526255294403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 47}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:46,264] Trial 9602 finished with value: 0.9973721993950582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:53,917] Trial 9603 finished with value: 0.9972391365358794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:58,495] Trial 9604 finished with value: 0.9976193022686015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:03,919] Trial 9605 finished with value: 0.997406555711633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:06,211] Trial 9606 finished with value: 0.9973159294181051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:09,661] Trial 9607 finished with value: 0.9974933094091667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:13,393] Trial 9608 finished with value: 0.9972449166753258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:20,282] Trial 9609 finished with value: 0.9972773835390548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:27,868] Trial 9610 finished with value: 0.996981753436727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:31,228] Trial 9611 finished with value: 0.9973970220250835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:47,787] Trial 9612 finished with value: 0.9967339342703497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:52,542] Trial 9613 finished with value: 0.9974432597764369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:56,240] Trial 9614 finished with value: 0.9973910962721176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:01,154] Trial 9615 finished with value: 0.9971955363633264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:04,821] Trial 9616 finished with value: 0.9867382871802182 and parameters: {'classifier': 'SVC', 'svc_c': 20851634.79473806, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:09,321] Trial 9617 finished with value: 0.997066565377344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:13,692] Trial 9618 finished with value: 0.9964066985441499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:16,930] Trial 9619 finished with value: 0.9974463602843554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:20,384] Trial 9620 finished with value: 0.9973314587127545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:24,926] Trial 9621 finished with value: 0.9971246305455571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:26,503] Trial 9622 finished with value: 0.9895096965479709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:31,290] Trial 9623 finished with value: 0.9974350561303759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:36,078] Trial 9624 finished with value: 0.9975241776344966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:38,247] Trial 9625 finished with value: 0.994042743923672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:41,922] Trial 9626 finished with value: 0.9974623209606431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:44,701] Trial 9627 finished with value: 0.9973968483552539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 40}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:49,158] Trial 9628 finished with value: 0.9973186950911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:51,847] Trial 9629 finished with value: 0.995730557178501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:55,785] Trial 9630 finished with value: 0.9973016799228365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:30:03,030] Trial 9631 finished with value: 0.9971077652754307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:30:08,118] Trial 9632 finished with value: 0.9973617991049454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:30:12,178] Trial 9633 finished with value: 0.9975131665483546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:30:15,483] Trial 9634 finished with value: 0.9976115868467713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:33:49,033] Trial 9635 finished with value: 0.9896099652303808 and parameters: {'classifier': 'SVC', 'svc_c': 3227196774.8846707, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:33:52,213] Trial 9636 finished with value: 0.9972915662260283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:33:55,529] Trial 9637 finished with value: 0.9973671277409201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:00,055] Trial 9638 finished with value: 0.9975763794782079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:06,094] Trial 9639 finished with value: 0.9972757018108137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:10,527] Trial 9640 finished with value: 0.9973497084538808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:13,486] Trial 9641 finished with value: 0.9975725156418767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:17,121] Trial 9642 finished with value: 0.9975293418681107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:21,128] Trial 9643 finished with value: 0.9973182949713006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:31,395] Trial 9644 finished with value: 0.9970513248341767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:36,026] Trial 9645 finished with value: 0.9974349147062601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:40,574] Trial 9646 finished with value: 0.9975164045131506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:49,668] Trial 9647 finished with value: 0.9972648165972129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:53,460] Trial 9648 finished with value: 0.9973559904965961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:57,474] Trial 9649 finished with value: 0.9974619844436104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:01,962] Trial 9650 finished with value: 0.9974116435203656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:27,471] Trial 9651 finished with value: 0.9966487657543426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:33,009] Trial 9652 finished with value: 0.9972790548572622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:38,119] Trial 9653 finished with value: 0.9972397159431181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:41,292] Trial 9654 finished with value: 0.9909191378858931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:47,306] Trial 9655 finished with value: 0.9852044163604452 and parameters: {'classifier': 'SVC', 'svc_c': 2.210269580662063e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:50,522] Trial 9656 finished with value: 0.9976143814964757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:58,945] Trial 9657 finished with value: 0.9974055593000278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:03,875] Trial 9658 finished with value: 0.9975503582978448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:06,270] Trial 9659 finished with value: 0.9961569304163508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:09,721] Trial 9660 finished with value: 0.9972265708318157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:13,897] Trial 9661 finished with value: 0.9971586830668815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:17,504] Trial 9662 finished with value: 0.9967503658737087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:21,196] Trial 9663 finished with value: 0.9975096973729028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:32,990] Trial 9664 finished with value: 0.9969031707904229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:36,565] Trial 9665 finished with value: 0.9963130973613413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:41,227] Trial 9666 finished with value: 0.9975442771560838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:45,644] Trial 9667 finished with value: 0.9976274176515418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:55,767] Trial 9668 finished with value: 0.9963352531819537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:37:00,522] Trial 9669 finished with value: 0.9974034872272627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:37:04,718] Trial 9670 finished with value: 0.9975213196676668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:37:07,762] Trial 9671 finished with value: 0.9970907313183259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:37:11,013] Trial 9672 finished with value: 0.9944951553216655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:38:36,489] Trial 9673 finished with value: 0.99017651506199 and parameters: {'classifier': 'SVC', 'svc_c': 218513216.77477616, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:38:41,695] Trial 9674 finished with value: 0.9967776072496624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:38:45,417] Trial 9675 finished with value: 0.9973243554516836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:38:51,288] Trial 9676 finished with value: 0.9973205468393114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:06,496] Trial 9677 finished with value: 0.9963969986779171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:08,916] Trial 9678 finished with value: 0.9951763504730105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:21,509] Trial 9679 finished with value: 0.9970589052746863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:25,702] Trial 9680 finished with value: 0.9972928173978165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:49,515] Trial 9681 finished with value: 0.9959104133611033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:53,537] Trial 9682 finished with value: 0.9976940173969772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:59,549] Trial 9683 finished with value: 0.9968276752903785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:02,103] Trial 9684 finished with value: 0.997445638723029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:08,632] Trial 9685 finished with value: 0.9972456837805493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:12,979] Trial 9686 finished with value: 0.9975964598935748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:26,793] Trial 9687 finished with value: 0.9966902462472692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:30,243] Trial 9688 finished with value: 0.9973860541659715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:35,641] Trial 9689 finished with value: 0.9974381039533681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:39,382] Trial 9690 finished with value: 0.9975767606187387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:42,472] Trial 9691 finished with value: 0.9925693363249252 and parameters: {'classifier': 'SVC', 'svc_c': 4324.433743123067, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:49,211] Trial 9692 finished with value: 0.9975157100877351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:52,966] Trial 9693 finished with value: 0.9968425919799381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:55,455] Trial 9694 finished with value: 0.9971161855644478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 60}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:58,197] Trial 9695 finished with value: 0.9972995227607416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:02,798] Trial 9696 finished with value: 0.9976729447911468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:09,893] Trial 9697 finished with value: 0.9969378953936759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:28,001] Trial 9698 finished with value: 0.9966093534621562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:31,574] Trial 9699 finished with value: 0.9969601249414474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:36,527] Trial 9700 finished with value: 0.9974063108219388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:39,777] Trial 9701 finished with value: 0.9974433071928704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:44,406] Trial 9702 finished with value: 0.9972659396113309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:48,926] Trial 9703 finished with value: 0.997340650391613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:53,967] Trial 9704 finished with value: 0.9972751879106161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:10,512] Trial 9705 finished with value: 0.9967523439705296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:19,233] Trial 9706 finished with value: 0.9970899807485522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:25,674] Trial 9707 finished with value: 0.9973356285977276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:28,948] Trial 9708 finished with value: 0.9972572181930476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:32,699] Trial 9709 finished with value: 0.9974644886279855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:39,800] Trial 9710 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4683682554609548e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:53,409] Trial 9711 finished with value: 0.9965273855871656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 51, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:02,098] Trial 9712 finished with value: 0.9973019586134019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:06,276] Trial 9713 finished with value: 0.997358509470836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:12,780] Trial 9714 finished with value: 0.9965205100455808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:33,199] Trial 9715 finished with value: 0.9969349674764981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:36,495] Trial 9716 finished with value: 0.9974027209154869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:41,148] Trial 9717 finished with value: 0.9973646004830862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:46,783] Trial 9718 finished with value: 0.9973291296581528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:50,330] Trial 9719 finished with value: 0.9974582136945616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:54,116] Trial 9720 finished with value: 0.995688665171866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 27}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:58,097] Trial 9721 finished with value: 0.9973832864300127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:02,578] Trial 9722 finished with value: 0.9975894661600226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:12,792] Trial 9723 finished with value: 0.9972615611448298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:14,905] Trial 9724 finished with value: 0.9972609456515903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:18,622] Trial 9725 finished with value: 0.9975108187366496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:19,914] Trial 9726 finished with value: 0.9957652643893806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 32}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:26,044] Trial 9727 finished with value: 0.9967380953004467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:29,851] Trial 9728 finished with value: 0.9974006369092686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:36,348] Trial 9729 finished with value: 0.9853897563773898 and parameters: {'classifier': 'SVC', 'svc_c': 0.013076615561088962, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:40,295] Trial 9730 finished with value: 0.9974708361777419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:44,285] Trial 9731 finished with value: 0.9973958183966806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:49,919] Trial 9732 finished with value: 0.9972276952424014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:59,777] Trial 9733 finished with value: 0.9968031582646643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:03,132] Trial 9734 finished with value: 0.9968435068885969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:07,191] Trial 9735 finished with value: 0.9974915884211341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:13,083] Trial 9736 finished with value: 0.9972529076139306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:24,902] Trial 9737 finished with value: 0.9965584024411162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:29,670] Trial 9738 finished with value: 0.9973433087270047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 67}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:32,406] Trial 9739 finished with value: 0.996286137119772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:42,848] Trial 9740 finished with value: 0.9967646804634255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:59,960] Trial 9741 finished with value: 0.9963549366830499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:13,214] Trial 9742 finished with value: 0.9965751578980827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:17,557] Trial 9743 finished with value: 0.9976074371153696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:20,448] Trial 9744 finished with value: 0.9973032206712925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:27,423] Trial 9745 finished with value: 0.9973431001772147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:48,561] Trial 9746 finished with value: 0.9965271898277522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:53,878] Trial 9747 finished with value: 0.9853089657566011 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014711401400808166, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:57,085] Trial 9748 finished with value: 0.9974431704342273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:08,541] Trial 9749 finished with value: 0.9960997269005875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:12,956] Trial 9750 finished with value: 0.9971210588566642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:16,515] Trial 9751 finished with value: 0.9974752024568861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:20,429] Trial 9752 finished with value: 0.9976215192566523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:25,993] Trial 9753 finished with value: 0.9975180005173035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:30,750] Trial 9754 finished with value: 0.9972304552977868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:33,446] Trial 9755 finished with value: 0.9956214699280729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:37,438] Trial 9756 finished with value: 0.9970372346949414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:42,356] Trial 9757 finished with value: 0.9972544123081238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:44,773] Trial 9758 finished with value: 0.9972225771874429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:46,867] Trial 9759 finished with value: 0.9916193988869169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:49,996] Trial 9760 finished with value: 0.9976882073921596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:56,155] Trial 9761 finished with value: 0.9970652241968501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:00,796] Trial 9762 finished with value: 0.9972715825795412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:04,327] Trial 9763 finished with value: 0.9972631663212382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:07,921] Trial 9764 finished with value: 0.9975425820979217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:12,458] Trial 9765 finished with value: 0.997530764837192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:15,913] Trial 9766 finished with value: 0.9886703993279413 and parameters: {'classifier': 'SVC', 'svc_c': 27077.554719436965, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:24,825] Trial 9767 finished with value: 0.9971998985800186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:28,504] Trial 9768 finished with value: 0.9936670806891931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:32,563] Trial 9769 finished with value: 0.996855771558608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:36,439] Trial 9770 finished with value: 0.9970552568435331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:41,707] Trial 9771 finished with value: 0.9973470808407835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:53,717] Trial 9772 finished with value: 0.9967063202596244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 93}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:57,674] Trial 9773 finished with value: 0.9976476122281621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:02,805] Trial 9774 finished with value: 0.9972749153137288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:07,386] Trial 9775 finished with value: 0.9975711894734131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:13,324] Trial 9776 finished with value: 0.9972707452383284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:16,894] Trial 9777 finished with value: 0.9969634028325309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:24,126] Trial 9778 finished with value: 0.9971865490448543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:28,882] Trial 9779 finished with value: 0.9974882597811364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:32,164] Trial 9780 finished with value: 0.9972754275635554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:34,936] Trial 9781 finished with value: 0.9972383472141204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:42,572] Trial 9782 finished with value: 0.9972044160902923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:55,016] Trial 9783 finished with value: 0.9965769999979703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:00,148] Trial 9784 finished with value: 0.9972010833878425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:03,816] Trial 9785 finished with value: 0.9874043362404085 and parameters: {'classifier': 'SVC', 'svc_c': 1.1280561423279951, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:09,923] Trial 9786 finished with value: 0.9971080808137067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:14,082] Trial 9787 finished with value: 0.9975321117939853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:19,002] Trial 9788 finished with value: 0.9973011806538142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:22,900] Trial 9789 finished with value: 0.9973649666750625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:27,286] Trial 9790 finished with value: 0.9973277357292568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:30,586] Trial 9791 finished with value: 0.9966988175769881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:34,054] Trial 9792 finished with value: 0.9968577401023189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:36,550] Trial 9793 finished with value: 0.9972850184418137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:40,053] Trial 9794 finished with value: 0.9973463381420107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:44,211] Trial 9795 finished with value: 0.99743860141333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:48,829] Trial 9796 finished with value: 0.997635349875018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:51,639] Trial 9797 finished with value: 0.9974636571265477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:57,011] Trial 9798 finished with value: 0.996876253998049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:02,470] Trial 9799 finished with value: 0.9971385290195691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:11,996] Trial 9800 finished with value: 0.9970556122446209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:14,402] Trial 9801 finished with value: 0.99721026779872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:18,196] Trial 9802 finished with value: 0.9976227869321522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:21,938] Trial 9803 finished with value: 0.9925931829825578 and parameters: {'classifier': 'SVC', 'svc_c': 295.8879897413339, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:25,810] Trial 9804 finished with value: 0.9971944012570657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:31,006] Trial 9805 finished with value: 0.9970817741826038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:34,406] Trial 9806 finished with value: 0.9976179648014428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:40,417] Trial 9807 finished with value: 0.9973295114334418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:44,468] Trial 9808 finished with value: 0.9973927534352184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:48,215] Trial 9809 finished with value: 0.9973580919586634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:54,072] Trial 9810 finished with value: 0.9973453074852036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:56,998] Trial 9811 finished with value: 0.9971545193708004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:52:00,725] Trial 9812 finished with value: 0.9973957137567996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:52:03,402] Trial 9813 finished with value: 0.9973735995763221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:52:08,904] Trial 9814 finished with value: 0.9975856697350068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:52:13,436] Trial 9815 finished with value: 0.9974760939429691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:52:34,850] Trial 9816 finished with value: 0.996411035084875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:52:47,932] Trial 9817 finished with value: 0.9966179523721165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:02,177] Trial 9818 finished with value: 0.9943536076185655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:03,951] Trial 9819 finished with value: 0.9901014380897314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:07,728] Trial 9820 finished with value: 0.9975101096483208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:09,374] Trial 9821 finished with value: 0.9967723806193224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:18,657] Trial 9822 finished with value: 0.9932572696879293 and parameters: {'classifier': 'SVC', 'svc_c': 1080375.0554682594, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:23,864] Trial 9823 finished with value: 0.9976870532748925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:26,684] Trial 9824 finished with value: 0.9971105940751235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:28,705] Trial 9825 finished with value: 0.9971134472177914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:35,908] Trial 9826 finished with value: 0.997437857413303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:41,102] Trial 9827 finished with value: 0.9970518950056843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:44,959] Trial 9828 finished with value: 0.9974778588245278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:50,702] Trial 9829 finished with value: 0.9975968364638471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:55,695] Trial 9830 finished with value: 0.9967884568215931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:00,147] Trial 9831 finished with value: 0.9974928865650253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:04,921] Trial 9832 finished with value: 0.9972047954535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 95}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:10,787] Trial 9833 finished with value: 0.9973705788892406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:13,951] Trial 9834 finished with value: 0.997405311903039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:17,980] Trial 9835 finished with value: 0.9973352536778265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:21,735] Trial 9836 finished with value: 0.9975773456118492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:26,409] Trial 9837 finished with value: 0.9974415514200913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:28,832] Trial 9838 finished with value: 0.9941949178273101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:31,696] Trial 9839 finished with value: 0.9961396187525556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:36,626] Trial 9840 finished with value: 0.9971556965297884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 50}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:41,090] Trial 9841 finished with value: 0.9872061573829685 and parameters: {'classifier': 'SVC', 'svc_c': 153521.9991229367, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:45,486] Trial 9842 finished with value: 0.9973658434982323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:51,138] Trial 9843 finished with value: 0.9971229326627212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:57,686] Trial 9844 finished with value: 0.9973550226808457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:02,238] Trial 9845 finished with value: 0.9975508317956864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:06,264] Trial 9846 finished with value: 0.997189419389468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:09,516] Trial 9847 finished with value: 0.9974466551612537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:14,424] Trial 9848 finished with value: 0.9972693192541456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:25,688] Trial 9849 finished with value: 0.997285730513506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:28,633] Trial 9850 finished with value: 0.9957017694999574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:31,293] Trial 9851 finished with value: 0.9964653001147372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:34,615] Trial 9852 finished with value: 0.9971927211791959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:37,527] Trial 9853 finished with value: 0.9975089346157725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:40,589] Trial 9854 finished with value: 0.9968795608023663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:00,309] Trial 9855 finished with value: 0.9968626729348496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:05,363] Trial 9856 finished with value: 0.9977257262960001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:14,333] Trial 9857 finished with value: 0.9967952162976506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:19,438] Trial 9858 finished with value: 0.9973392751246064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:26,601] Trial 9859 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.983964349929829e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:34,249] Trial 9860 finished with value: 0.9967726177014912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:37,423] Trial 9861 finished with value: 0.9972486342316413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:41,390] Trial 9862 finished with value: 0.9969255643279622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:45,576] Trial 9863 finished with value: 0.9972825349505543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:49,626] Trial 9864 finished with value: 0.9973276142048091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:53,296] Trial 9865 finished with value: 0.9972618315518017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:56,778] Trial 9866 finished with value: 0.9970507264476692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:02,998] Trial 9867 finished with value: 0.9971416846879709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:20,617] Trial 9868 finished with value: 0.9960361757715922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:22,314] Trial 9869 finished with value: 0.9897526540699441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:33,441] Trial 9870 finished with value: 0.9972598168294354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:38,168] Trial 9871 finished with value: 0.9972030415849954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:41,579] Trial 9872 finished with value: 0.9974552213811695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:46,180] Trial 9873 finished with value: 0.9973912101477298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:51,199] Trial 9874 finished with value: 0.9975041038840903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:53,422] Trial 9875 finished with value: 0.9974963150524799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:00,059] Trial 9876 finished with value: 0.9972673250979435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:02,489] Trial 9877 finished with value: 0.99711309505397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:19,054] Trial 9878 finished with value: 0.9968641613792341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:22,405] Trial 9879 finished with value: 0.9894850050907172 and parameters: {'classifier': 'SVC', 'svc_c': 8.371460647618742, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:24,068] Trial 9880 finished with value: 0.9939119239824142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:25,166] Trial 9881 finished with value: 0.9765199588698454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 2}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:30,468] Trial 9882 finished with value: 0.9975191177868602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:36,086] Trial 9883 finished with value: 0.9973749418359047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:40,127] Trial 9884 finished with value: 0.9972764361942549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:45,053] Trial 9885 finished with value: 0.9975563872624859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:48,923] Trial 9886 finished with value: 0.9967795728417478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:51,928] Trial 9887 finished with value: 0.9976942486711088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:54,891] Trial 9888 finished with value: 0.9973880361665551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:57,248] Trial 9889 finished with value: 0.992781108052066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 7}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:00,998] Trial 9890 finished with value: 0.9971540014398884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:03,664] Trial 9891 finished with value: 0.9961570463549267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:17,315] Trial 9892 finished with value: 0.9968835076650634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:24,699] Trial 9893 finished with value: 0.9974616862342317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:28,578] Trial 9894 finished with value: 0.9974743897125516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:33,311] Trial 9895 finished with value: 0.9975017769559282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:37,621] Trial 9896 finished with value: 0.9975452394177005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:42,115] Trial 9897 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.890614342934184e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:46,795] Trial 9898 finished with value: 0.9972859248764513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:49,211] Trial 9899 finished with value: 0.9941628141404562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:52,653] Trial 9900 finished with value: 0.996354188493619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:57,066] Trial 9901 finished with value: 0.997551957221885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:01,481] Trial 9902 finished with value: 0.997352332734498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:04,899] Trial 9903 finished with value: 0.9972466336326439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:11,144] Trial 9904 finished with value: 0.9975013676321356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:15,711] Trial 9905 finished with value: 0.9974628311792437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:18,074] Trial 9906 finished with value: 0.9961675845462473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:21,630] Trial 9907 finished with value: 0.9973579275880405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:27,585] Trial 9908 finished with value: 0.9974726410490639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:34,120] Trial 9909 finished with value: 0.9973933927318885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:39,437] Trial 9910 finished with value: 0.9974249198361775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:57,072] Trial 9911 finished with value: 0.9965846950123259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:59,210] Trial 9912 finished with value: 0.9970395827288119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:02,834] Trial 9913 finished with value: 0.9971329533674607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:06,671] Trial 9914 finished with value: 0.9968583596897486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:10,506] Trial 9915 finished with value: 0.9930960367381482 and parameters: {'classifier': 'SVC', 'svc_c': 2061.932792790634, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:14,702] Trial 9916 finished with value: 0.9975748343499206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:19,317] Trial 9917 finished with value: 0.9972844178653908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:34,740] Trial 9918 finished with value: 0.9969243921200878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:39,651] Trial 9919 finished with value: 0.9974540771978674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:44,772] Trial 9920 finished with value: 0.9973226008214692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:47,937] Trial 9921 finished with value: 0.9974039690721739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:56,285] Trial 9922 finished with value: 0.9972377019507238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:00,384] Trial 9923 finished with value: 0.9975978910827744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:03,065] Trial 9924 finished with value: 0.9952222496443669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:05,119] Trial 9925 finished with value: 0.9971100045434923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:10,418] Trial 9926 finished with value: 0.9974623524446474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:13,766] Trial 9927 finished with value: 0.9974012972481714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:16,111] Trial 9928 finished with value: 0.9970189463605198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:18,274] Trial 9929 finished with value: 0.9967859302302552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:23,719] Trial 9930 finished with value: 0.9965091263246671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:25,461] Trial 9931 finished with value: 0.9896024552797636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:29,631] Trial 9932 finished with value: 0.99733892546808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:32,113] Trial 9933 finished with value: 0.997307519380432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:39,680] Trial 9934 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.487450012604795e-07, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:51,696] Trial 9935 finished with value: 0.9967995030415988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:53,921] Trial 9936 finished with value: 0.9975534567745376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:59,087] Trial 9937 finished with value: 0.9969469884311178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:20,205] Trial 9938 finished with value: 0.9962512732188431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 66, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:23,918] Trial 9939 finished with value: 0.9974884020304379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:29,865] Trial 9940 finished with value: 0.9974058868987087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:38,818] Trial 9941 finished with value: 0.9973260226757011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:48,101] Trial 9942 finished with value: 0.9969578670114961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:51,966] Trial 9943 finished with value: 0.997465892395633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:56,405] Trial 9944 finished with value: 0.9971894777554798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:11,144] Trial 9945 finished with value: 0.9968574511604092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:16,650] Trial 9946 finished with value: 0.9972917724272131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:30,211] Trial 9947 finished with value: 0.9966531159423678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:33,220] Trial 9948 finished with value: 0.9976000344706174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:37,994] Trial 9949 finished with value: 0.9972927641733458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:41,186] Trial 9950 finished with value: 0.9964909188901715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:43,582] Trial 9951 finished with value: 0.994477772469744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:48,007] Trial 9952 finished with value: 0.997265584241981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:03,708] Trial 9953 finished with value: 0.996959411600239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:07,613] Trial 9954 finished with value: 0.9866072213653911 and parameters: {'classifier': 'SVC', 'svc_c': 407339558.67004913, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:12,935] Trial 9955 finished with value: 0.9970605779576239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:17,387] Trial 9956 finished with value: 0.9970613161496137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:21,604] Trial 9957 finished with value: 0.9976777448957485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:25,461] Trial 9958 finished with value: 0.9972407088635532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:31,318] Trial 9959 finished with value: 0.9973595238143588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:37,891] Trial 9960 finished with value: 0.9972684877844459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:44,284] Trial 9961 finished with value: 0.9971675553989149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:47,827] Trial 9962 finished with value: 0.997338346092579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:51,466] Trial 9963 finished with value: 0.9972504380556124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:55,971] Trial 9964 finished with value: 0.9974725945530293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:00,810] Trial 9965 finished with value: 0.9973125643747277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:04,354] Trial 9966 finished with value: 0.9973918908306313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:11,111] Trial 9967 finished with value: 0.9973144555414201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:14,076] Trial 9968 finished with value: 0.9957038792138807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:17,796] Trial 9969 finished with value: 0.9971833271077015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:28,919] Trial 9970 finished with value: 0.9967681119977191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:36,511] Trial 9971 finished with value: 0.985077083145702 and parameters: {'classifier': 'SVC', 'svc_c': 1.0109866303948133e-10, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:48,352] Trial 9972 finished with value: 0.9972017152895803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:07,396] Trial 9973 finished with value: 0.996801487263836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:15,131] Trial 9974 finished with value: 0.9970049474677686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:27,197] Trial 9975 finished with value: 0.9965139096399156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:33,208] Trial 9976 finished with value: 0.9971394944232386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:37,224] Trial 9977 finished with value: 0.9974038180949482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:41,065] Trial 9978 finished with value: 0.9972588671677679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:47,240] Trial 9979 finished with value: 0.9974031515988911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:50,924] Trial 9980 finished with value: 0.9973771744390058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:57,570] Trial 9981 finished with value: 0.997143085884848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:06,325] Trial 9982 finished with value: 0.9970721343010162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:11,189] Trial 9983 finished with value: 0.9971754776884261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:15,902] Trial 9984 finished with value: 0.9973081795289075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:18,059] Trial 9985 finished with value: 0.9972729523876276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:22,615] Trial 9986 finished with value: 0.9973575459079652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:25,521] Trial 9987 finished with value: 0.997442335251192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:29,480] Trial 9988 finished with value: 0.9970821464682583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:31,696] Trial 9989 finished with value: 0.9973840041193144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:37,228] Trial 9990 finished with value: 0.9972093059496961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:43,278] Trial 9991 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.6754020803147474e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:54,410] Trial 9992 finished with value: 0.9971272436544308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:08,298] Trial 9993 finished with value: 0.9967196935664816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:10,988] Trial 9994 finished with value: 0.9975342321718453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:14,953] Trial 9995 finished with value: 0.9973139655716047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:16,645] Trial 9996 finished with value: 0.9929679447017753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:21,313] Trial 9997 finished with value: 0.9975082816718022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:23,750] Trial 9998 finished with value: 0.9906859474510409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:28,259] Trial 9999 finished with value: 0.9973541031701902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:28,261] A new study created in memory with name: no-name-5da8e034-30ed-486b-98bb-2f293e18d0fd
[I 2023-09-08 01:09:35,865] Trial 0 finished with value: 0.9962390881792418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 29, 'rf_n_estimators': 100}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:09:42,707] Trial 1 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.225493796821703e-06, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:09:49,246] Trial 2 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.091743403474673e-06, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:09:52,518] Trial 3 finished with value: 0.9867065069343792 and parameters: {'classifier': 'SVC', 'svc_c': 6022662.287399965, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:09:55,050] Trial 4 finished with value: 0.9912730313279283 and parameters: {'classifier': 'SVC', 'svc_c': 35.98155369110232, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:09:57,418] Trial 5 finished with value: 0.9919552341578356 and parameters: {'classifier': 'SVC', 'svc_c': 112.70951293612066, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:10:03,379] Trial 6 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.945747431000984e-07, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:10:07,866] Trial 7 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 351825815.25540215, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:10:11,814] Trial 8 finished with value: 0.9886574663210744 and parameters: {'classifier': 'SVC', 'svc_c': 4.672030148376004, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:10:17,413] Trial 9 finished with value: 0.9852178551108675 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006977461725543709, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:10:29,375] Trial 10 finished with value: 0.9958791885286451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 41, 'rf_n_estimators': 105}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:10:39,750] Trial 11 finished with value: 0.996855319864709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 39, 'rf_n_estimators': 107}. Best is trial 11 with value: 0.996855319864709.
[I 2023-09-08 01:10:48,544] Trial 12 finished with value: 0.9961413596719941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 33, 'rf_n_estimators': 102}. Best is trial 11 with value: 0.996855319864709.
[I 2023-09-08 01:10:49,970] Trial 13 finished with value: 0.9947107787929949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 11 with value: 0.996855319864709.
[I 2023-09-08 01:10:50,846] Trial 14 finished with value: 0.9970866286542409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 52}. Best is trial 14 with value: 0.9970866286542409.
[I 2023-09-08 01:10:51,626] Trial 15 finished with value: 0.9965374132425066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 33}. Best is trial 14 with value: 0.9970866286542409.
[I 2023-09-08 01:10:52,358] Trial 16 finished with value: 0.996727747790474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 49}. Best is trial 14 with value: 0.9970866286542409.
[I 2023-09-08 01:10:52,613] Trial 17 finished with value: 0.9949050466198351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 8}. Best is trial 14 with value: 0.9970866286542409.
[I 2023-09-08 01:10:53,579] Trial 18 finished with value: 0.9960539141198153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 14 with value: 0.9970866286542409.
[I 2023-09-08 01:10:55,676] Trial 19 finished with value: 0.9972398042062386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 19 with value: 0.9972398042062386.
[I 2023-09-08 01:10:57,207] Trial 20 finished with value: 0.9969661697433042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 19 with value: 0.9972398042062386.
[I 2023-09-08 01:10:58,857] Trial 21 finished with value: 0.9973479219270693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 21 with value: 0.9973479219270693.
[I 2023-09-08 01:11:01,554] Trial 22 finished with value: 0.9968606731610378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 21 with value: 0.9973479219270693.
[I 2023-09-08 01:11:02,150] Trial 23 finished with value: 0.9965401044583705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 47}. Best is trial 21 with value: 0.9973479219270693.
[I 2023-09-08 01:11:05,305] Trial 24 finished with value: 0.9972541262861018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 85}. Best is trial 21 with value: 0.9973479219270693.
[I 2023-09-08 01:11:09,406] Trial 25 finished with value: 0.9970930464082484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 81}. Best is trial 21 with value: 0.9973479219270693.
[I 2023-09-08 01:11:15,337] Trial 26 finished with value: 0.9973706356683572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:18,612] Trial 27 finished with value: 0.9973428885488477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 82}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:24,857] Trial 28 finished with value: 0.9969042172209702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 127}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:35,293] Trial 29 finished with value: 0.9928475385709786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 72, 'rf_n_estimators': 127}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:38,984] Trial 30 finished with value: 0.9970363059168172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 90}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:41,243] Trial 31 finished with value: 0.9967293201181481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:42,667] Trial 32 finished with value: 0.9972511615212133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:46,121] Trial 33 finished with value: 0.9972412927458368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 89}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:52,579] Trial 34 finished with value: 0.9970759215855146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:54,079] Trial 35 finished with value: 0.9970814534710488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 59}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:54,881] Trial 36 finished with value: 0.995933743833409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 31}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:57,770] Trial 37 finished with value: 0.9975952979053065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:01,097] Trial 38 finished with value: 0.9972838183045808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:07,435] Trial 39 finished with value: 0.9850760999688043 and parameters: {'classifier': 'SVC', 'svc_c': 1.0086348151394852e-10, 'svc_kernel': 'rbf'}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:10,331] Trial 40 finished with value: 0.9964292317602199 and parameters: {'classifier': 'SVC', 'svc_c': 35072.16489983032, 'svc_kernel': 'rbf'}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:13,175] Trial 41 finished with value: 0.997562378078162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:17,802] Trial 42 finished with value: 0.9969346407982167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 77}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:22,828] Trial 43 finished with value: 0.9974940197670117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 98}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:31,230] Trial 44 finished with value: 0.9971361698139551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:34,611] Trial 45 finished with value: 0.9973797853262258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:16:41,289] Trial 46 finished with value: 0.9896075084624396 and parameters: {'classifier': 'SVC', 'svc_c': 6236308459.561516, 'svc_kernel': 'rbf'}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:16:49,113] Trial 47 finished with value: 0.9969240888961198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 98}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:16:53,923] Trial 48 finished with value: 0.9969643543667348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:01,526] Trial 49 finished with value: 0.9853851665046873 and parameters: {'classifier': 'SVC', 'svc_c': 0.013508736492280727, 'svc_kernel': 'rbf'}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:05,073] Trial 50 finished with value: 0.9971918552103904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:07,638] Trial 51 finished with value: 0.997560379034322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:10,401] Trial 52 finished with value: 0.9974310433480449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:13,235] Trial 53 finished with value: 0.9972582919499331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:15,908] Trial 54 finished with value: 0.9972419048113825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:18,785] Trial 55 finished with value: 0.9973614220586047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:20,906] Trial 56 finished with value: 0.9975927732182429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:23,163] Trial 57 finished with value: 0.9974967963895846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:24,891] Trial 58 finished with value: 0.9973597376643794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:27,524] Trial 59 finished with value: 0.997371802988594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:29,323] Trial 60 finished with value: 0.9961428269154564 and parameters: {'classifier': 'SVC', 'svc_c': 12239.746556747683, 'svc_kernel': 'rbf'}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:32,281] Trial 61 finished with value: 0.997657733605544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:34,554] Trial 62 finished with value: 0.9974396397189729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:36,714] Trial 63 finished with value: 0.9975059246878417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:39,264] Trial 64 finished with value: 0.996970982796972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:41,849] Trial 65 finished with value: 0.9972915307113098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:44,219] Trial 66 finished with value: 0.9970820682025786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:45,665] Trial 67 finished with value: 0.9973383486316116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:48,043] Trial 68 finished with value: 0.9974214630385095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:50,655] Trial 69 finished with value: 0.9975755131920234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:53,114] Trial 70 finished with value: 0.997459766027354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:55,893] Trial 71 finished with value: 0.9973645691260337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:59,109] Trial 72 finished with value: 0.9975532395920365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:02,013] Trial 73 finished with value: 0.9974852881608601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:04,589] Trial 74 finished with value: 0.9973156727219094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:08,421] Trial 75 finished with value: 0.9974070018196602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:10,193] Trial 76 finished with value: 0.997491810364321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:12,665] Trial 77 finished with value: 0.9973332091218273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:16,033] Trial 78 finished with value: 0.9976295365694584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:20,805] Trial 79 finished with value: 0.997282995975398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:27,057] Trial 80 finished with value: 0.9853838564273428 and parameters: {'classifier': 'SVC', 'svc_c': 0.06130100078937008, 'svc_kernel': 'rbf'}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:30,526] Trial 81 finished with value: 0.9970897766103312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:33,374] Trial 82 finished with value: 0.997222214899229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:36,152] Trial 83 finished with value: 0.9974868448734836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:39,222] Trial 84 finished with value: 0.9968188278408648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:43,397] Trial 85 finished with value: 0.9975035496767499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:46,915] Trial 86 finished with value: 0.9973333561000769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:47,223] Trial 87 finished with value: 0.991650732199543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 5}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:48,819] Trial 88 finished with value: 0.9971966703270224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:51,558] Trial 89 finished with value: 0.997410700523659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:55,123] Trial 90 finished with value: 0.9971754160851476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 97}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:59,380] Trial 91 finished with value: 0.9975645711040925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:03,279] Trial 92 finished with value: 0.9974558058664735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:07,701] Trial 93 finished with value: 0.9974798829730526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:10,852] Trial 94 finished with value: 0.9975539452844092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:13,645] Trial 95 finished with value: 0.9973558629419458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:18,689] Trial 96 finished with value: 0.9972132953411893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 104}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:25,429] Trial 97 finished with value: 0.9852057279612092 and parameters: {'classifier': 'SVC', 'svc_c': 2.820296777396103e-10, 'svc_kernel': 'sigmoid'}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:27,786] Trial 98 finished with value: 0.9973964464898696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:28,670] Trial 99 finished with value: 0.9967077238685823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 17}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:31,073] Trial 100 finished with value: 0.997450839677402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:35,328] Trial 101 finished with value: 0.9974512331005031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:38,135] Trial 102 finished with value: 0.9973000312654952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:40,659] Trial 103 finished with value: 0.9971350264241008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:43,621] Trial 104 finished with value: 0.9975005124542187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:46,114] Trial 105 finished with value: 0.9977032318001772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:19:48,199] Trial 106 finished with value: 0.9974770590927352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:19:50,697] Trial 107 finished with value: 0.9973298329701824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:19:52,521] Trial 108 finished with value: 0.9974456576070839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:19:54,883] Trial 109 finished with value: 0.9974913338196404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:19:59,064] Trial 110 finished with value: 0.9868189111769926 and parameters: {'classifier': 'SVC', 'svc_c': 892837.0988811456, 'svc_kernel': 'sigmoid'}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:02,646] Trial 111 finished with value: 0.9974188520878134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:06,942] Trial 112 finished with value: 0.9973520018985504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:08,996] Trial 113 finished with value: 0.9973161267326759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:12,954] Trial 114 finished with value: 0.997569191127807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:16,783] Trial 115 finished with value: 0.997469761500457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:20,780] Trial 116 finished with value: 0.9974307224778004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:23,584] Trial 117 finished with value: 0.9975218524836573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:26,092] Trial 118 finished with value: 0.997384058740253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:29,907] Trial 119 finished with value: 0.9973240570201397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:32,579] Trial 120 finished with value: 0.997323524235887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:35,925] Trial 121 finished with value: 0.997559333524174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:39,037] Trial 122 finished with value: 0.9975839646476659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:42,100] Trial 123 finished with value: 0.9975041912902873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:45,174] Trial 124 finished with value: 0.9976040953676163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:48,295] Trial 125 finished with value: 0.9975017494391624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:50,849] Trial 126 finished with value: 0.9975889155708039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 127}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:54,060] Trial 127 finished with value: 0.997468701930416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:56,921] Trial 128 finished with value: 0.9972355461850967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:59,115] Trial 129 finished with value: 0.9973956312699782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 127}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:01,536] Trial 130 finished with value: 0.9973814542958283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:04,367] Trial 131 finished with value: 0.9975345458375848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:07,708] Trial 132 finished with value: 0.9974046113839453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:10,202] Trial 133 finished with value: 0.9976788775581902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:12,977] Trial 134 finished with value: 0.9974239786167934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:15,575] Trial 135 finished with value: 0.9974320286196443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:17,547] Trial 136 finished with value: 0.9946695920978778 and parameters: {'classifier': 'SVC', 'svc_c': 536.0158387501097, 'svc_kernel': 'rbf'}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:19,586] Trial 137 finished with value: 0.9974329323248217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:21,866] Trial 138 finished with value: 0.9973677980772638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:25,582] Trial 139 finished with value: 0.9977915307212121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:29,108] Trial 140 finished with value: 0.9974146411657263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:32,747] Trial 141 finished with value: 0.9974032805817471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:34,234] Trial 142 finished with value: 0.9975090962886731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:37,136] Trial 143 finished with value: 0.9974356259845045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:39,665] Trial 144 finished with value: 0.9976234144540589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:42,114] Trial 145 finished with value: 0.9975118096258586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:44,146] Trial 146 finished with value: 0.9974638441897744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:47,420] Trial 147 finished with value: 0.997461002917084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:48,432] Trial 148 finished with value: 0.9972041485079943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 44}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:51,445] Trial 149 finished with value: 0.9973054030332861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:54,484] Trial 150 finished with value: 0.9974169593342258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:58,327] Trial 151 finished with value: 0.9974239251066815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:01,295] Trial 152 finished with value: 0.9974618258492867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:04,042] Trial 153 finished with value: 0.9976037719266011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:06,687] Trial 154 finished with value: 0.9975215162522657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:08,737] Trial 155 finished with value: 0.9975532235643932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:11,625] Trial 156 finished with value: 0.9971211375984126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:15,429] Trial 157 finished with value: 0.997661170090951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:17,844] Trial 158 finished with value: 0.9975264132526989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:22,978] Trial 159 finished with value: 0.9862425076137756 and parameters: {'classifier': 'SVC', 'svc_c': 0.8321664786743396, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:26,783] Trial 160 finished with value: 0.9974824454917016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:30,322] Trial 161 finished with value: 0.997344324943064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:33,068] Trial 162 finished with value: 0.9974595483370466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:36,594] Trial 163 finished with value: 0.9973054327717054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:39,595] Trial 164 finished with value: 0.9975869470270929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:42,144] Trial 165 finished with value: 0.9974929698770326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:43,779] Trial 166 finished with value: 0.9974785984129856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:47,545] Trial 167 finished with value: 0.997406381407045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:49,933] Trial 168 finished with value: 0.9972290953284517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:54,129] Trial 169 finished with value: 0.9973334700391648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:55,252] Trial 170 finished with value: 0.9885710107377056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:59,320] Trial 171 finished with value: 0.9972106411634635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:02,278] Trial 172 finished with value: 0.9974223319906782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:06,223] Trial 173 finished with value: 0.9973477993235327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:09,634] Trial 174 finished with value: 0.9975255079288882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:13,104] Trial 175 finished with value: 0.9972675063531331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:15,520] Trial 176 finished with value: 0.9974657923260106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:16,685] Trial 177 finished with value: 0.9964508870740314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:19,431] Trial 178 finished with value: 0.9975231096221723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:24,245] Trial 179 finished with value: 0.9971784481978756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:27,417] Trial 180 finished with value: 0.9976440649139819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:30,159] Trial 181 finished with value: 0.9974686967253992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:32,756] Trial 182 finished with value: 0.9974184374955284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:36,146] Trial 183 finished with value: 0.9971837433186203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:39,196] Trial 184 finished with value: 0.9974585716029442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:42,102] Trial 185 finished with value: 0.9973153449962769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:44,273] Trial 186 finished with value: 0.9975808394159174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:46,829] Trial 187 finished with value: 0.9975298848719696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:49,310] Trial 188 finished with value: 0.9974657531614329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:54,010] Trial 189 finished with value: 0.9852457136939078 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007635581882696345, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:56,052] Trial 190 finished with value: 0.9974663795725127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:58,586] Trial 191 finished with value: 0.9974236475904186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:01,434] Trial 192 finished with value: 0.9974803300966929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:04,393] Trial 193 finished with value: 0.9974942115591864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:06,856] Trial 194 finished with value: 0.9976497938284457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:09,434] Trial 195 finished with value: 0.9974629603842651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:11,720] Trial 196 finished with value: 0.9971872161756693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:13,099] Trial 197 finished with value: 0.9968116739260936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:16,140] Trial 198 finished with value: 0.9975636731752142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:18,156] Trial 199 finished with value: 0.9974441292681497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:21,368] Trial 200 finished with value: 0.9973194351873644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:24,089] Trial 201 finished with value: 0.9973769570026016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:26,385] Trial 202 finished with value: 0.9970795811884113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:29,239] Trial 203 finished with value: 0.9973962732008946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:32,321] Trial 204 finished with value: 0.9975255376990454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:34,530] Trial 205 finished with value: 0.9975443308248854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:35,961] Trial 206 finished with value: 0.996480142251952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:39,201] Trial 207 finished with value: 0.9974393728983847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:42,304] Trial 208 finished with value: 0.9971182439264369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:54,972] Trial 209 finished with value: 0.9964786430166791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:57,558] Trial 210 finished with value: 0.9971111276845619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:01,099] Trial 211 finished with value: 0.9972948162194912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:03,793] Trial 212 finished with value: 0.9975898013123256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:06,357] Trial 213 finished with value: 0.9972714169076641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:09,922] Trial 214 finished with value: 0.9974561135972243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:12,731] Trial 215 finished with value: 0.996860537291056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:16,299] Trial 216 finished with value: 0.9975498510308697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:18,335] Trial 217 finished with value: 0.9973016533899459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:22,459] Trial 218 finished with value: 0.9974903698441767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:24,799] Trial 219 finished with value: 0.9974993558613946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:10,991] Trial 220 finished with value: 0.9897719892157677 and parameters: {'classifier': 'SVC', 'svc_c': 24396909.062887184, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:13,702] Trial 221 finished with value: 0.9975167595968593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:16,153] Trial 222 finished with value: 0.9973424064817712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:19,604] Trial 223 finished with value: 0.9974375394946838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:23,401] Trial 224 finished with value: 0.9971315194170631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:26,231] Trial 225 finished with value: 0.9972705650622277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:29,272] Trial 226 finished with value: 0.997360609346008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:31,595] Trial 227 finished with value: 0.9973682309823216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:34,894] Trial 228 finished with value: 0.9973690646419372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:36,763] Trial 229 finished with value: 0.9971202862290447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:39,748] Trial 230 finished with value: 0.997609629443066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:42,655] Trial 231 finished with value: 0.9974236076006552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:45,540] Trial 232 finished with value: 0.9974479154418215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:48,835] Trial 233 finished with value: 0.9976769608742201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:51,689] Trial 234 finished with value: 0.9975483394178126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:54,143] Trial 235 finished with value: 0.997382592734569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:57,079] Trial 236 finished with value: 0.9973751600974943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:59,669] Trial 237 finished with value: 0.9974894505556868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:02,076] Trial 238 finished with value: 0.997226900334771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:05,546] Trial 239 finished with value: 0.9974069889023319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:08,841] Trial 240 finished with value: 0.9973387655407642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:12,455] Trial 241 finished with value: 0.9974293595885776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:13,702] Trial 242 finished with value: 0.9951024573564383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:16,501] Trial 243 finished with value: 0.9975052588900187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:25,918] Trial 244 finished with value: 0.9971093555032845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:28,900] Trial 245 finished with value: 0.9973385523889776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:30,057] Trial 246 finished with value: 0.9968257363263976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:33,991] Trial 247 finished with value: 0.9973245359134255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:38,549] Trial 248 finished with value: 0.9971750995629964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:41,472] Trial 249 finished with value: 0.9973269809700792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:43,378] Trial 250 finished with value: 0.996685322110925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:51,377] Trial 251 finished with value: 0.9969954724963482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:53,736] Trial 252 finished with value: 0.9976151240048211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:55,761] Trial 253 finished with value: 0.9974171834990662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:59,294] Trial 254 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4503567232.065624, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:01,326] Trial 255 finished with value: 0.9974289846686767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:03,366] Trial 256 finished with value: 0.9974094067595987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:06,041] Trial 257 finished with value: 0.9972853230622499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:08,308] Trial 258 finished with value: 0.9972068746355566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:10,935] Trial 259 finished with value: 0.9975222142640646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:13,859] Trial 260 finished with value: 0.9975549855895404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:15,171] Trial 261 finished with value: 0.9972335849411045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:17,498] Trial 262 finished with value: 0.9974174709810321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:19,975] Trial 263 finished with value: 0.997518743692145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:23,080] Trial 264 finished with value: 0.9974321931489566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:23,753] Trial 265 finished with value: 0.9972473032707537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 26}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:27,061] Trial 266 finished with value: 0.9975722322541009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:30,688] Trial 267 finished with value: 0.9970244849110145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:32,742] Trial 268 finished with value: 0.9973865058916086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:35,499] Trial 269 finished with value: 0.9972831936073482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:38,423] Trial 270 finished with value: 0.9976506647483646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:41,957] Trial 271 finished with value: 0.9973640740146772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:44,758] Trial 272 finished with value: 0.9976376007591536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:47,701] Trial 273 finished with value: 0.9974698121541573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:49,990] Trial 274 finished with value: 0.9962355741581267 and parameters: {'classifier': 'SVC', 'svc_c': 14661.904028072498, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:52,539] Trial 275 finished with value: 0.997441249021309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:55,334] Trial 276 finished with value: 0.9975647581038433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:57,625] Trial 277 finished with value: 0.9971621415783964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:00,225] Trial 278 finished with value: 0.9977270623984289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:03,066] Trial 279 finished with value: 0.997288617520521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:05,863] Trial 280 finished with value: 0.9974064413599523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:07,527] Trial 281 finished with value: 0.9971267546367525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:10,210] Trial 282 finished with value: 0.9972275498827853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:12,723] Trial 283 finished with value: 0.9973555523230454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:14,806] Trial 284 finished with value: 0.9973347036598903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:17,059] Trial 285 finished with value: 0.9972161812691157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:19,265] Trial 286 finished with value: 0.9973055713076716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:21,108] Trial 287 finished with value: 0.9973001376509609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:23,713] Trial 288 finished with value: 0.9973098451660295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:26,957] Trial 289 finished with value: 0.9968063038721495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 84}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:29,953] Trial 290 finished with value: 0.9973385859994215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:33,002] Trial 291 finished with value: 0.9973446200738657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:33,925] Trial 292 finished with value: 0.9886613699884798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:39,902] Trial 293 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 7.348766704141545e-09, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:43,415] Trial 294 finished with value: 0.997483777944271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:47,472] Trial 295 finished with value: 0.997267555102559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 91}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:50,204] Trial 296 finished with value: 0.9975054408117044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:53,193] Trial 297 finished with value: 0.9972906590614191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:55,887] Trial 298 finished with value: 0.9972288783681162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:58,511] Trial 299 finished with value: 0.997276935177636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:59,631] Trial 300 finished with value: 0.9970437987607025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 87}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:03,312] Trial 301 finished with value: 0.9973091101478303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:06,196] Trial 302 finished with value: 0.9973125857026016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:11,675] Trial 303 finished with value: 0.9969387586647592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 79}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:25,685] Trial 304 finished with value: 0.9968036704827531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:28,663] Trial 305 finished with value: 0.9975860022213254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:31,699] Trial 306 finished with value: 0.9975536668477468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:34,251] Trial 307 finished with value: 0.997654900013427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:36,359] Trial 308 finished with value: 0.9975191023622371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:38,400] Trial 309 finished with value: 0.997440196338394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:41,684] Trial 310 finished with value: 0.9973674634962433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:44,234] Trial 311 finished with value: 0.9973675715003424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:45,631] Trial 312 finished with value: 0.9968152431076919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:47,369] Trial 313 finished with value: 0.9961994440733791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:52,457] Trial 314 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 9.696489224425014e-05, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:55,475] Trial 315 finished with value: 0.9974703305294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:58,569] Trial 316 finished with value: 0.9973412543005162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:01,585] Trial 317 finished with value: 0.9975644182225921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:03,178] Trial 318 finished with value: 0.9946515757890609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:06,492] Trial 319 finished with value: 0.9974731243856566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:08,742] Trial 320 finished with value: 0.9973477829467724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:11,664] Trial 321 finished with value: 0.9968522485239272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 69}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:17,046] Trial 322 finished with value: 0.9973673865635556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:19,546] Trial 323 finished with value: 0.997429110160363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:23,476] Trial 324 finished with value: 0.9972798553190265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:32,065] Trial 325 finished with value: 0.9970083983939236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:35,326] Trial 326 finished with value: 0.9973875304547376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:37,571] Trial 327 finished with value: 0.9973671379922644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:41,098] Trial 328 finished with value: 0.9975850510997143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:44,937] Trial 329 finished with value: 0.9974878517903359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:48,453] Trial 330 finished with value: 0.9974567123963246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:50,852] Trial 331 finished with value: 0.9975090684545282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:51,588] Trial 332 finished with value: 0.9948051394321912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 12}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:58,953] Trial 333 finished with value: 0.997132806389211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:00,548] Trial 334 finished with value: 0.9974646871168589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:07,235] Trial 335 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.3008404235210458e-08, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:10,228] Trial 336 finished with value: 0.9974955650857265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:14,153] Trial 337 finished with value: 0.9971675033487465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:17,944] Trial 338 finished with value: 0.9967654523928111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:20,775] Trial 339 finished with value: 0.9972246983587508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:23,607] Trial 340 finished with value: 0.9970195189758462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:25,582] Trial 341 finished with value: 0.9972972686393393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:29,364] Trial 342 finished with value: 0.9974044759265563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:34,065] Trial 343 finished with value: 0.9974422771073458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:37,291] Trial 344 finished with value: 0.9972825036887155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:39,971] Trial 345 finished with value: 0.997435564063847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:41,645] Trial 346 finished with value: 0.9973359068757004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:44,334] Trial 347 finished with value: 0.9971734330054752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:46,808] Trial 348 finished with value: 0.9972679720434495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:49,170] Trial 349 finished with value: 0.9974706103307923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:58,469] Trial 350 finished with value: 0.9970271469280035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:00,995] Trial 351 finished with value: 0.9974691196647543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:04,238] Trial 352 finished with value: 0.9975054030753325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:08,544] Trial 353 finished with value: 0.9973505775964769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:14,061] Trial 354 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 8.311119499684957e-05, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:15,767] Trial 355 finished with value: 0.9974439380155194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:35,009] Trial 356 finished with value: 0.9963045330139622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 64, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:37,045] Trial 357 finished with value: 0.997411429003849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:39,998] Trial 358 finished with value: 0.997367896083922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:42,829] Trial 359 finished with value: 0.9974304563554462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:52,899] Trial 360 finished with value: 0.9969119960868776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:55,983] Trial 361 finished with value: 0.9967100860575595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:58,604] Trial 362 finished with value: 0.9972789006427699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:00,555] Trial 363 finished with value: 0.9970847055592135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:05,034] Trial 364 finished with value: 0.9974012376761191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:07,997] Trial 365 finished with value: 0.9973538425067563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:10,589] Trial 366 finished with value: 0.9973769689995305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:13,776] Trial 367 finished with value: 0.9972087987779347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:16,987] Trial 368 finished with value: 0.9956131578970581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:19,661] Trial 369 finished with value: 0.9972424985958934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:22,582] Trial 370 finished with value: 0.9970824617208933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:27,475] Trial 371 finished with value: 0.9972396778258911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:30,324] Trial 372 finished with value: 0.9975582039085715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:31,489] Trial 373 finished with value: 0.9967483568641656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:36,539] Trial 374 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.708214975116612e-06, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:38,823] Trial 375 finished with value: 0.9971458612061667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:41,548] Trial 376 finished with value: 0.997415802995305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:56,458] Trial 377 finished with value: 0.9967910186737464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:58,400] Trial 378 finished with value: 0.9973322877703735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:01,193] Trial 379 finished with value: 0.9975159332687004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:04,846] Trial 380 finished with value: 0.9972220508459854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:07,212] Trial 381 finished with value: 0.9974288104275648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:09,287] Trial 382 finished with value: 0.9966816656183433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:11,651] Trial 383 finished with value: 0.9973391845446185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:15,116] Trial 384 finished with value: 0.9975569419458946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:18,048] Trial 385 finished with value: 0.9975103185789657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:20,817] Trial 386 finished with value: 0.9972148569097126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:21,358] Trial 387 finished with value: 0.995811291813621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 65}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:24,583] Trial 388 finished with value: 0.9972383281079003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:27,855] Trial 389 finished with value: 0.9975616435042935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:34,479] Trial 390 finished with value: 0.9968585225052139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:40,361] Trial 391 finished with value: 0.9858172754489131 and parameters: {'classifier': 'SVC', 'svc_c': 0.4853714021653942, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:44,511] Trial 392 finished with value: 0.9975078798381555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:47,338] Trial 393 finished with value: 0.9973626081042068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:57,535] Trial 394 finished with value: 0.9970269817321952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:00,739] Trial 395 finished with value: 0.9972686076585223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:04,008] Trial 396 finished with value: 0.9974008173075347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:06,578] Trial 397 finished with value: 0.9976946731973592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:08,886] Trial 398 finished with value: 0.9973407413841935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:11,494] Trial 399 finished with value: 0.9974552001802474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:13,720] Trial 400 finished with value: 0.9973119499288391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:16,091] Trial 401 finished with value: 0.997413330644051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:17,027] Trial 402 finished with value: 0.9895507303298502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:19,866] Trial 403 finished with value: 0.9977034539655295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:27,152] Trial 404 finished with value: 0.9971054820821051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:29,143] Trial 405 finished with value: 0.9973694245180701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:31,568] Trial 406 finished with value: 0.9973575390208392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:33,907] Trial 407 finished with value: 0.9975288514222265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:35,831] Trial 408 finished with value: 0.9976190432555389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:37,803] Trial 409 finished with value: 0.9974455445883956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:39,841] Trial 410 finished with value: 0.9975027941241246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:41,929] Trial 411 finished with value: 0.9975943292643706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:47,958] Trial 412 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2752270193688737e-06, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:50,099] Trial 413 finished with value: 0.997455415331522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:03,123] Trial 414 finished with value: 0.9964935897620367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:04,915] Trial 415 finished with value: 0.997247209167858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:07,007] Trial 416 finished with value: 0.9973242280239852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:09,306] Trial 417 finished with value: 0.997663292944368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:11,550] Trial 418 finished with value: 0.9974117220716865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:13,903] Trial 419 finished with value: 0.9973812706920335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:16,008] Trial 420 finished with value: 0.9973237763618239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:17,769] Trial 421 finished with value: 0.9972213572457554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:20,263] Trial 422 finished with value: 0.9973489516952151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:20,916] Trial 423 finished with value: 0.9971258247795394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 37}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:23,037] Trial 424 finished with value: 0.9975908781160502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:25,606] Trial 425 finished with value: 0.9975078744744493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:28,285] Trial 426 finished with value: 0.9974285006973257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:33,874] Trial 427 finished with value: 0.9970167397825028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:36,263] Trial 428 finished with value: 0.9973781509509428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:38,948] Trial 429 finished with value: 0.9971625319229206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:40,971] Trial 430 finished with value: 0.9974769760028935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:43,667] Trial 431 finished with value: 0.9969380719833931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:47,189] Trial 432 finished with value: 0.986817941076113 and parameters: {'classifier': 'SVC', 'svc_c': 560550.5267461132, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:48,311] Trial 433 finished with value: 0.9937618557619853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:51,014] Trial 434 finished with value: 0.9972147995275759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:54,782] Trial 435 finished with value: 0.9973873115266518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:55,102] Trial 436 finished with value: 0.98488005202621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 3}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:57,711] Trial 437 finished with value: 0.9973695798433893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:02,026] Trial 438 finished with value: 0.9970517910640373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:04,774] Trial 439 finished with value: 0.9974593310910699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:07,399] Trial 440 finished with value: 0.9973553848738458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:10,706] Trial 441 finished with value: 0.9969634963958819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:13,402] Trial 442 finished with value: 0.9975962880328059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:15,264] Trial 443 finished with value: 0.9973732495072025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:20,365] Trial 444 finished with value: 0.9968599696903189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 28, 'rf_n_estimators': 72}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:22,910] Trial 445 finished with value: 0.9976062980418705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:25,247] Trial 446 finished with value: 0.9973942514009752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:27,972] Trial 447 finished with value: 0.9975175625341803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:42,185] Trial 448 finished with value: 0.9967981333604641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:44,818] Trial 449 finished with value: 0.9975023602986676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:47,772] Trial 450 finished with value: 0.9973930700843212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:49,550] Trial 451 finished with value: 0.9963836162940186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:51,829] Trial 452 finished with value: 0.9929255142298024 and parameters: {'classifier': 'SVC', 'svc_c': 862.3853524004425, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:00,500] Trial 453 finished with value: 0.9972335763718695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:03,404] Trial 454 finished with value: 0.9973645225347855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:06,654] Trial 455 finished with value: 0.9973216989253526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:09,071] Trial 456 finished with value: 0.9973879213070681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:12,752] Trial 457 finished with value: 0.9973736070982061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:15,526] Trial 458 finished with value: 0.9974305890198994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:17,049] Trial 459 finished with value: 0.997110404599816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:19,830] Trial 460 finished with value: 0.9974324905331496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:23,683] Trial 461 finished with value: 0.9974372825445849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:27,227] Trial 462 finished with value: 0.9973029929518065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:29,966] Trial 463 finished with value: 0.9975039534781466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:31,442] Trial 464 finished with value: 0.9968560776072498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:33,599] Trial 465 finished with value: 0.9974929790810257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:36,279] Trial 466 finished with value: 0.997099800584075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:48,223] Trial 467 finished with value: 0.9970999316616328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:51,361] Trial 468 finished with value: 0.9974966072633941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:56,995] Trial 469 finished with value: 0.9970832725609533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:13,700] Trial 470 finished with value: 0.9969027424556237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:16,405] Trial 471 finished with value: 0.9975609844349069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:18,099] Trial 472 finished with value: 0.9962696512128534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:20,866] Trial 473 finished with value: 0.9912846790130182 and parameters: {'classifier': 'SVC', 'svc_c': 14.470974825497931, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:22,608] Trial 474 finished with value: 0.9969174275854105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:26,813] Trial 475 finished with value: 0.9967914401531576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:31,061] Trial 476 finished with value: 0.997499959072064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:34,360] Trial 477 finished with value: 0.9974605360842029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:37,448] Trial 478 finished with value: 0.9973137730177201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:39,734] Trial 479 finished with value: 0.9973555017962967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:42,016] Trial 480 finished with value: 0.99744904299446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:45,889] Trial 481 finished with value: 0.9974959334993564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:48,360] Trial 482 finished with value: 0.9974588331550396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:51,226] Trial 483 finished with value: 0.9973250425456425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:54,810] Trial 484 finished with value: 0.9976347471086792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:57,927] Trial 485 finished with value: 0.9971908070659964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:01,283] Trial 486 finished with value: 0.9975871392953364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:26,604] Trial 487 finished with value: 0.9952340287243938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:29,892] Trial 488 finished with value: 0.9970667833532924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:31,647] Trial 489 finished with value: 0.9941767759950694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:37,314] Trial 490 finished with value: 0.9853892645032998 and parameters: {'classifier': 'SVC', 'svc_c': 0.023326581583516297, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:48,387] Trial 491 finished with value: 0.9969739138562027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:50,590] Trial 492 finished with value: 0.9971378407195699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:56,816] Trial 493 finished with value: 0.9972508097065088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:59,596] Trial 494 finished with value: 0.9973510489044028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:02,571] Trial 495 finished with value: 0.9974307882387446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:04,405] Trial 496 finished with value: 0.9974995075368543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:05,228] Trial 497 finished with value: 0.9967560558457599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:07,646] Trial 498 finished with value: 0.9977353905523006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:10,981] Trial 499 finished with value: 0.9975249952029929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:19,993] Trial 500 finished with value: 0.9960938856974071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:22,111] Trial 501 finished with value: 0.9973453162766038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:23,101] Trial 502 finished with value: 0.9972876584961711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 48}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:24,605] Trial 503 finished with value: 0.9970558016881906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:28,173] Trial 504 finished with value: 0.997114710989529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:30,974] Trial 505 finished with value: 0.9973702617640692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:33,608] Trial 506 finished with value: 0.9973709427008739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:37,597] Trial 507 finished with value: 0.9974928435601608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:40,768] Trial 508 finished with value: 0.9977533495424565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:48,341] Trial 509 finished with value: 0.9971524926515052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:51,182] Trial 510 finished with value: 0.9974608895810162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:38,817] Trial 511 finished with value: 0.9897108925378467 and parameters: {'classifier': 'SVC', 'svc_c': 40236073.928379856, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:42,422] Trial 512 finished with value: 0.9973635553537932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:45,718] Trial 513 finished with value: 0.997378251718799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:48,048] Trial 514 finished with value: 0.9975425256361844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:50,437] Trial 515 finished with value: 0.997493148720141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:51,492] Trial 516 finished with value: 0.9892790947838038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:59,005] Trial 517 finished with value: 0.9970343397534495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:01,404] Trial 518 finished with value: 0.9976091296662372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:03,767] Trial 519 finished with value: 0.9972984619846602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:10,395] Trial 520 finished with value: 0.9968887852664828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:13,103] Trial 521 finished with value: 0.9977512017747822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:15,212] Trial 522 finished with value: 0.9976109072112207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:17,413] Trial 523 finished with value: 0.9973580631723813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:18,581] Trial 524 finished with value: 0.9964478853979565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:21,000] Trial 525 finished with value: 0.9973017902438029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:24,566] Trial 526 finished with value: 0.9974656948271589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:34,560] Trial 527 finished with value: 0.9970882933074877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:36,713] Trial 528 finished with value: 0.9974002208253016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:38,670] Trial 529 finished with value: 0.99730293966386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:40,752] Trial 530 finished with value: 0.9917241715275139 and parameters: {'classifier': 'SVC', 'svc_c': 76.75300169465862, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:44,038] Trial 531 finished with value: 0.9974468145807629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:46,473] Trial 532 finished with value: 0.9974004157277913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:49,150] Trial 533 finished with value: 0.997187693386846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:52,406] Trial 534 finished with value: 0.9973018828867547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:56,533] Trial 535 finished with value: 0.997350036941223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:59,559] Trial 536 finished with value: 0.9976330040628011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:02,457] Trial 537 finished with value: 0.9972937044405924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:04,625] Trial 538 finished with value: 0.9973081535355611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:12,784] Trial 539 finished with value: 0.9967038972925545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:14,709] Trial 540 finished with value: 0.9965943065837002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:17,130] Trial 541 finished with value: 0.9972215565915524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:19,952] Trial 542 finished with value: 0.9974396260716726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:22,737] Trial 543 finished with value: 0.9975206004549455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:23,806] Trial 544 finished with value: 0.9970121267411277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 51}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:30,268] Trial 545 finished with value: 0.9972492657842621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:32,617] Trial 546 finished with value: 0.9971144256974785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:36,344] Trial 547 finished with value: 0.9976418527183556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:39,789] Trial 548 finished with value: 0.9971370827548637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:44,417] Trial 549 finished with value: 0.9969585681970861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:52,387] Trial 550 finished with value: 0.9852048260333547 and parameters: {'classifier': 'SVC', 'svc_c': 2.3230323117198438e-07, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:07,457] Trial 551 finished with value: 0.9960962435065529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 60, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:10,487] Trial 552 finished with value: 0.9973581942499391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:13,353] Trial 553 finished with value: 0.9972425650868096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:16,958] Trial 554 finished with value: 0.9967595853867118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:20,450] Trial 555 finished with value: 0.9973208960832453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:23,625] Trial 556 finished with value: 0.997177157036324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:27,900] Trial 557 finished with value: 0.9972412818279969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:31,148] Trial 558 finished with value: 0.9973978700937091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:32,941] Trial 559 finished with value: 0.9973609656357573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:36,638] Trial 560 finished with value: 0.9971725141930539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:40,730] Trial 561 finished with value: 0.9971551323567452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:42,452] Trial 562 finished with value: 0.99729787759457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:45,138] Trial 563 finished with value: 0.9969528241119022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:47,179] Trial 564 finished with value: 0.9962403545217499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:50,994] Trial 565 finished with value: 0.9973800067298684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:53,972] Trial 566 finished with value: 0.9972766716577904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:55,608] Trial 567 finished with value: 0.9953273915237792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:59,104] Trial 568 finished with value: 0.9970642386396094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:14,553] Trial 569 finished with value: 0.9967707621447307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:17,624] Trial 570 finished with value: 0.997430154908801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:21,205] Trial 571 finished with value: 0.9894229032097908 and parameters: {'classifier': 'SVC', 'svc_c': 3.6583671160735767, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:24,200] Trial 572 finished with value: 0.9973352084830465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:26,725] Trial 573 finished with value: 0.9973668200419072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:37,279] Trial 574 finished with value: 0.9937008328429612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 73, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:42,202] Trial 575 finished with value: 0.994716359745334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:45,136] Trial 576 finished with value: 0.9974618709805911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:47,529] Trial 577 finished with value: 0.9973485046350504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:50,876] Trial 578 finished with value: 0.9973813742528255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:54,218] Trial 579 finished with value: 0.9974580870603109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:06,742] Trial 580 finished with value: 0.9968908958373298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:09,579] Trial 581 finished with value: 0.9971031691503603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:12,519] Trial 582 finished with value: 0.9973674921555737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:15,030] Trial 583 finished with value: 0.997533837828345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:15,641] Trial 584 finished with value: 0.9972109685399789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 20}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:17,871] Trial 585 finished with value: 0.9964579135611041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:38,408] Trial 586 finished with value: 0.9966763025150011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:42,028] Trial 587 finished with value: 0.9971360815825725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:44,703] Trial 588 finished with value: 0.9974770730891525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:49,054] Trial 589 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 262918385.6893753, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:52,778] Trial 590 finished with value: 0.9976464937525648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:55,729] Trial 591 finished with value: 0.9975326836793399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:58,732] Trial 592 finished with value: 0.9975124884996994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:05,514] Trial 593 finished with value: 0.9973405299462542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:09,586] Trial 594 finished with value: 0.9971709288845757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:12,350] Trial 595 finished with value: 0.9974043658594932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:15,933] Trial 596 finished with value: 0.9973467572728167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:19,518] Trial 597 finished with value: 0.997304956798307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:22,480] Trial 598 finished with value: 0.9975155940856832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:24,779] Trial 599 finished with value: 0.9975210302179507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:29,842] Trial 600 finished with value: 0.9972890697857025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:32,397] Trial 601 finished with value: 0.997335531098876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:35,935] Trial 602 finished with value: 0.9974159043979194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:37,690] Trial 603 finished with value: 0.9913752277073623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:40,794] Trial 604 finished with value: 0.997392974489744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:47,308] Trial 605 finished with value: 0.9972545163767225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:50,508] Trial 606 finished with value: 0.997178530748173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:02,562] Trial 607 finished with value: 0.9926160707745302 and parameters: {'classifier': 'SVC', 'svc_c': 2212418.746903216, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:06,343] Trial 608 finished with value: 0.9974787783351831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:09,441] Trial 609 finished with value: 0.9976602572452563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:12,628] Trial 610 finished with value: 0.9974408049445076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:15,712] Trial 611 finished with value: 0.9975601773399201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:18,749] Trial 612 finished with value: 0.9971322594181138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:22,261] Trial 613 finished with value: 0.9972276762631327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:25,811] Trial 614 finished with value: 0.9971563172597829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:28,771] Trial 615 finished with value: 0.9972766039925715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:31,444] Trial 616 finished with value: 0.9975807360138148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:41,481] Trial 617 finished with value: 0.9970265989095553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 97}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:42,763] Trial 618 finished with value: 0.9969449340363671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:47,404] Trial 619 finished with value: 0.9930994207290564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:50,531] Trial 620 finished with value: 0.9974617040074599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:54,330] Trial 621 finished with value: 0.9973723766512714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:57,729] Trial 622 finished with value: 0.9973438976238779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:59,387] Trial 623 finished with value: 0.9971428696862222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:03,479] Trial 624 finished with value: 0.9974716602207713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:15,722] Trial 625 finished with value: 0.9971226089995407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:22,491] Trial 626 finished with value: 0.9970739350464103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:32,123] Trial 627 finished with value: 0.9971816914946402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:35,579] Trial 628 finished with value: 0.9870219454899448 and parameters: {'classifier': 'SVC', 'svc_c': 232086.73621968486, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:39,400] Trial 629 finished with value: 0.9974593136669588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:40,512] Trial 630 finished with value: 0.9970450819560392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 45}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:43,051] Trial 631 finished with value: 0.9968928708555738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:46,381] Trial 632 finished with value: 0.9974908635590655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:49,163] Trial 633 finished with value: 0.9976244430161642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:50,047] Trial 634 finished with value: 0.9964338737148287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:53,212] Trial 635 finished with value: 0.9972264864089818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:54,713] Trial 636 finished with value: 0.9938847951490803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:57,811] Trial 637 finished with value: 0.9976834996131309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:01,655] Trial 638 finished with value: 0.9968884094896585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:04,720] Trial 639 finished with value: 0.9971609346175132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:08,910] Trial 640 finished with value: 0.9970224771392499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:12,056] Trial 641 finished with value: 0.9968782295558373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:20,975] Trial 642 finished with value: 0.9963921851481805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:23,998] Trial 643 finished with value: 0.9975427407239832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:26,274] Trial 644 finished with value: 0.9967543168940717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:28,483] Trial 645 finished with value: 0.9975728312118907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:33,664] Trial 646 finished with value: 0.9970000808722507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:35,701] Trial 647 finished with value: 0.9949992814182286 and parameters: {'classifier': 'SVC', 'svc_c': 840.3150774627974, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:45,376] Trial 648 finished with value: 0.9971600322135902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:48,546] Trial 649 finished with value: 0.997436787528442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:51,306] Trial 650 finished with value: 0.9972801183628036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:52,736] Trial 651 finished with value: 0.9969566588128345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 55}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:54,250] Trial 652 finished with value: 0.997354000720225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:56,054] Trial 653 finished with value: 0.9970237044758697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:59,164] Trial 654 finished with value: 0.9974333162265504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:00,859] Trial 655 finished with value: 0.9969917531309717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:04,899] Trial 656 finished with value: 0.9974830676816397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:08,955] Trial 657 finished with value: 0.9967401471244267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:11,359] Trial 658 finished with value: 0.9973949052018689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:13,036] Trial 659 finished with value: 0.9970891072578626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:26,924] Trial 660 finished with value: 0.9963055253313771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:27,437] Trial 661 finished with value: 0.9932761989059166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 8}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:30,695] Trial 662 finished with value: 0.9971333243835989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:33,192] Trial 663 finished with value: 0.9973337180391738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:36,898] Trial 664 finished with value: 0.9973252662661523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:43,708] Trial 665 finished with value: 0.9853401011516362 and parameters: {'classifier': 'SVC', 'svc_c': 0.0027042368566488092, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:49,731] Trial 666 finished with value: 0.9970919960104627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:53,817] Trial 667 finished with value: 0.9973803222681444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:56,511] Trial 668 finished with value: 0.9973905549821058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:59,240] Trial 669 finished with value: 0.9972508193548327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:04,131] Trial 670 finished with value: 0.9971396440992102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:06,551] Trial 671 finished with value: 0.9968408789581203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:09,475] Trial 672 finished with value: 0.9969196368611494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:13,648] Trial 673 finished with value: 0.9976000344071417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:16,967] Trial 674 finished with value: 0.9972611873357557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:19,870] Trial 675 finished with value: 0.9975464847814517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:22,684] Trial 676 finished with value: 0.9975669255807581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:25,223] Trial 677 finished with value: 0.9973493011930522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:28,705] Trial 678 finished with value: 0.9974922763720165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:31,782] Trial 679 finished with value: 0.9973699792649549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:33,905] Trial 680 finished with value: 0.9973887776910253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:36,544] Trial 681 finished with value: 0.9973718766205392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:40,278] Trial 682 finished with value: 0.9964949541429409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:43,368] Trial 683 finished with value: 0.9971325937134932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:46,326] Trial 684 finished with value: 0.9975710012358837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:51,037] Trial 685 finished with value: 0.9854040103159657 and parameters: {'classifier': 'SVC', 'svc_c': 0.26469215230422694, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:52,474] Trial 686 finished with value: 0.9971257429909519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:55,335] Trial 687 finished with value: 0.997098129868888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:58,621] Trial 688 finished with value: 0.9975179844579224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:03,282] Trial 689 finished with value: 0.9972981989091453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:06,249] Trial 690 finished with value: 0.9973989397881424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:08,553] Trial 691 finished with value: 0.9971923514960497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:11,632] Trial 692 finished with value: 0.9971149951390146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:21,484] Trial 693 finished with value: 0.9968076855819513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:25,190] Trial 694 finished with value: 0.9976272013894403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:35,667] Trial 695 finished with value: 0.9965326034261052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:37,548] Trial 696 finished with value: 0.997099469621176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:40,785] Trial 697 finished with value: 0.9974510460690144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:42,167] Trial 698 finished with value: 0.9972679973702996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:49,996] Trial 699 finished with value: 0.9965696845055122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:52,329] Trial 700 finished with value: 0.9970412548087291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:55,241] Trial 701 finished with value: 0.9973543572004018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:57,878] Trial 702 finished with value: 0.9974854503733052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:00,469] Trial 703 finished with value: 0.9911920843027316 and parameters: {'classifier': 'SVC', 'svc_c': 12.876526431836988, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:04,466] Trial 704 finished with value: 0.9974026864481192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:15,582] Trial 705 finished with value: 0.9967644665181913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:20,184] Trial 706 finished with value: 0.9975731215820062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:22,739] Trial 707 finished with value: 0.9974888161149166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:27,389] Trial 708 finished with value: 0.9966180203229765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:30,628] Trial 709 finished with value: 0.9974769286181978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:38,205] Trial 710 finished with value: 0.9968419964498424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 69}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:41,148] Trial 711 finished with value: 0.9972133270790969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:43,533] Trial 712 finished with value: 0.9974737673004483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:46,779] Trial 713 finished with value: 0.997260687146334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:04,342] Trial 714 finished with value: 0.995612812176032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 71, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:07,536] Trial 715 finished with value: 0.9975873832011551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:10,238] Trial 716 finished with value: 0.9976574402203272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:13,135] Trial 717 finished with value: 0.9971184097887412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:16,197] Trial 718 finished with value: 0.9975755084948132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:18,506] Trial 719 finished with value: 0.9975371451087308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:21,356] Trial 720 finished with value: 0.9974472544046846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:23,640] Trial 721 finished with value: 0.9972905020857287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:25,946] Trial 722 finished with value: 0.9975331779972486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:28,736] Trial 723 finished with value: 0.9975133864285777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:34,835] Trial 724 finished with value: 0.9853987687370709 and parameters: {'classifier': 'SVC', 'svc_c': 0.10392815433334858, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:37,529] Trial 725 finished with value: 0.9976441604768214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:56,873] Trial 726 finished with value: 0.9957684084417083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:15,492] Trial 727 finished with value: 0.996419454421755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:17,961] Trial 728 finished with value: 0.9972068342649383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:20,844] Trial 729 finished with value: 0.9973333740637326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:28,964] Trial 730 finished with value: 0.9970643215707616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:31,896] Trial 731 finished with value: 0.9973698868441683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:34,583] Trial 732 finished with value: 0.9975305664752704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:36,327] Trial 733 finished with value: 0.9971402596559257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:39,341] Trial 734 finished with value: 0.9976798175080578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:42,080] Trial 735 finished with value: 0.99756089353754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:44,663] Trial 736 finished with value: 0.9976235539104241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:47,334] Trial 737 finished with value: 0.9973610733224773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:49,334] Trial 738 finished with value: 0.9975772172637515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:51,354] Trial 739 finished with value: 0.9972993622304056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:53,036] Trial 740 finished with value: 0.9974607167681103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:55,240] Trial 741 finished with value: 0.9967591111906363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:04,031] Trial 742 finished with value: 0.9971121053390636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:06,919] Trial 743 finished with value: 0.9972397976364918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:09,450] Trial 744 finished with value: 0.9974282988759722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:13,226] Trial 745 finished with value: 0.9962908259830079 and parameters: {'classifier': 'SVC', 'svc_c': 89237.84345988506, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:25,747] Trial 746 finished with value: 0.9963541207331866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:28,185] Trial 747 finished with value: 0.9973157411488381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:30,395] Trial 748 finished with value: 0.9973723068278749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:33,170] Trial 749 finished with value: 0.9972569273151256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:34,736] Trial 750 finished with value: 0.9913320302571172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:42,359] Trial 751 finished with value: 0.9943102187887386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:44,675] Trial 752 finished with value: 0.9972447856612435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:46,472] Trial 753 finished with value: 0.9972460467987349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:49,154] Trial 754 finished with value: 0.9974647139671285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:52,260] Trial 755 finished with value: 0.9974314565121243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:55,843] Trial 756 finished with value: 0.9972712945897687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:59,193] Trial 757 finished with value: 0.9974099015853142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:01,449] Trial 758 finished with value: 0.9975616836527464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:06,310] Trial 759 finished with value: 0.9974618035375378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:07,930] Trial 760 finished with value: 0.9954767207270327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:12,157] Trial 761 finished with value: 0.98693238981125 and parameters: {'classifier': 'SVC', 'svc_c': 1.68954338882192, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:13,383] Trial 762 finished with value: 0.9959803526009005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:14,471] Trial 763 finished with value: 0.9969294937982863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 82}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:16,669] Trial 764 finished with value: 0.9973948336646256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:18,599] Trial 765 finished with value: 0.9973380421386392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:21,194] Trial 766 finished with value: 0.9973755681200327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:25,759] Trial 767 finished with value: 0.9974257519088976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:33,697] Trial 768 finished with value: 0.9961531503363572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:36,620] Trial 769 finished with value: 0.9974256512997309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:39,322] Trial 770 finished with value: 0.9975566579233606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:41,413] Trial 771 finished with value: 0.9972197811412705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:43,323] Trial 772 finished with value: 0.9975193731818015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:46,521] Trial 773 finished with value: 0.9974336827359059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:49,958] Trial 774 finished with value: 0.997307636683738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:03,281] Trial 775 finished with value: 0.9972016630172464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:07,903] Trial 776 finished with value: 0.9968848079036566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:09,475] Trial 777 finished with value: 0.9969603247633128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:11,924] Trial 778 finished with value: 0.9972820807176226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:14,532] Trial 779 finished with value: 0.9976336663377162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:21,248] Trial 780 finished with value: 0.9853822165931395 and parameters: {'classifier': 'SVC', 'svc_c': 0.007343817266568982, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:31,044] Trial 781 finished with value: 0.9968320514717502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:33,968] Trial 782 finished with value: 0.9972389090385585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:36,997] Trial 783 finished with value: 0.9969625844388489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:41,299] Trial 784 finished with value: 0.9972224523939907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:48,218] Trial 785 finished with value: 0.997211361613963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:51,079] Trial 786 finished with value: 0.9974438310270334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:51,898] Trial 787 finished with value: 0.99648763065253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 25}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:54,428] Trial 788 finished with value: 0.9974944452136613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:57,336] Trial 789 finished with value: 0.9973961293646981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:07,117] Trial 790 finished with value: 0.9969344692230888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:09,731] Trial 791 finished with value: 0.9975539108487798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:12,759] Trial 792 finished with value: 0.9974688793135807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:18,137] Trial 793 finished with value: 0.9970325368181397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:20,373] Trial 794 finished with value: 0.9975347991060864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:24,312] Trial 795 finished with value: 0.9973683595525848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:27,907] Trial 796 finished with value: 0.997546940537803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:30,138] Trial 797 finished with value: 0.9974568581050578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:32,191] Trial 798 finished with value: 0.9973866723251953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:35,759] Trial 799 finished with value: 0.9866224611468485 and parameters: {'classifier': 'SVC', 'svc_c': 7043276.806683346, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:37,330] Trial 800 finished with value: 0.9969099665429084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:53,816] Trial 801 finished with value: 0.9967295818289331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:07,392] Trial 802 finished with value: 0.9964858335569954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:10,423] Trial 803 finished with value: 0.9969738841812593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:12,681] Trial 804 finished with value: 0.9974684367284611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:16,467] Trial 805 finished with value: 0.9975587307260976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:21,653] Trial 806 finished with value: 0.9972778988039828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:24,528] Trial 807 finished with value: 0.996857664566099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:28,106] Trial 808 finished with value: 0.997698930583743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:36,246] Trial 809 finished with value: 0.9973323451207724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:39,598] Trial 810 finished with value: 0.9976371199298555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:43,448] Trial 811 finished with value: 0.9972179025110514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:46,613] Trial 812 finished with value: 0.9969761681045567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:49,857] Trial 813 finished with value: 0.9974057321764098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:57,698] Trial 814 finished with value: 0.9941692009500039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 63, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:00,634] Trial 815 finished with value: 0.9973835455065515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:01,999] Trial 816 finished with value: 0.9973054768873967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:06,910] Trial 817 finished with value: 0.9974722521644835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:10,837] Trial 818 finished with value: 0.9974331717555956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:12,976] Trial 819 finished with value: 0.9955191748754846 and parameters: {'classifier': 'SVC', 'svc_c': 4787.203538558162, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:16,088] Trial 820 finished with value: 0.9972309889389631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:18,692] Trial 821 finished with value: 0.9941852216109367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:21,092] Trial 822 finished with value: 0.9972679829930274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:23,610] Trial 823 finished with value: 0.9974053590020938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:37,096] Trial 824 finished with value: 0.9970722531594797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:40,521] Trial 825 finished with value: 0.9975038430619665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:43,412] Trial 826 finished with value: 0.9970832285404757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:46,340] Trial 827 finished with value: 0.9970762002126042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:50,636] Trial 828 finished with value: 0.9975871179992004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:52,761] Trial 829 finished with value: 0.997368619200406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:55,964] Trial 830 finished with value: 0.9974177484655571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:58,306] Trial 831 finished with value: 0.9974241040767419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:06,385] Trial 832 finished with value: 0.9966865005711673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 28, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:08,841] Trial 833 finished with value: 0.9974730855384579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:10,829] Trial 834 finished with value: 0.9973517514547225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:14,004] Trial 835 finished with value: 0.9975010993833414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:16,760] Trial 836 finished with value: 0.9976684930735553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:19,133] Trial 837 finished with value: 0.9973909040356119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:25,578] Trial 838 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 9.075924978898337e-10, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:28,150] Trial 839 finished with value: 0.997441852708047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:32,541] Trial 840 finished with value: 0.9972498548080869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:34,855] Trial 841 finished with value: 0.9974203697945487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:36,484] Trial 842 finished with value: 0.9971441822708614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:38,235] Trial 843 finished with value: 0.9971448517820196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:41,049] Trial 844 finished with value: 0.9975402214958399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:43,115] Trial 845 finished with value: 0.9974548176749866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:48,109] Trial 846 finished with value: 0.9955930164179572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 39, 'rf_n_estimators': 95}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:51,348] Trial 847 finished with value: 0.9973339761318373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:53,475] Trial 848 finished with value: 0.9976318351874068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:55,859] Trial 849 finished with value: 0.9975229476636306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:58,552] Trial 850 finished with value: 0.9974994999197566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:01,356] Trial 851 finished with value: 0.9974973317446079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:03,584] Trial 852 finished with value: 0.9973910428572195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:05,117] Trial 853 finished with value: 0.9970371600156452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:06,282] Trial 854 finished with value: 0.9956356279546923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:08,738] Trial 855 finished with value: 0.9972845762375492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:11,060] Trial 856 finished with value: 0.9970405765061706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:12,360] Trial 857 finished with value: 0.9903122901157898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:15,294] Trial 858 finished with value: 0.9975871816971807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:18,518] Trial 859 finished with value: 0.9975644129540995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:21,027] Trial 860 finished with value: 0.9930547342948826 and parameters: {'classifier': 'SVC', 'svc_c': 105.81404283467346, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:23,509] Trial 861 finished with value: 0.997449956443175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:26,750] Trial 862 finished with value: 0.9974389825538607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:46,360] Trial 863 finished with value: 0.9956963333676899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:47,823] Trial 864 finished with value: 0.9938449383992377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 31, 'rf_n_estimators': 15}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:49,822] Trial 865 finished with value: 0.9976129789666067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:51,333] Trial 866 finished with value: 0.997359168381533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:55,889] Trial 867 finished with value: 0.9976236426496135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:57,914] Trial 868 finished with value: 0.9974078271639439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:02,156] Trial 869 finished with value: 0.9973564442217212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:05,212] Trial 870 finished with value: 0.9974758590507159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:07,796] Trial 871 finished with value: 0.9974394734123376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:10,049] Trial 872 finished with value: 0.9955339038987973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:14,272] Trial 873 finished with value: 0.9970777738415325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:15,829] Trial 874 finished with value: 0.9970541520152363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:19,907] Trial 875 finished with value: 0.9873133382642463 and parameters: {'classifier': 'SVC', 'svc_c': 102458.37663930176, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:22,331] Trial 876 finished with value: 0.9973839196012667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:25,303] Trial 877 finished with value: 0.9975384663260809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:27,967] Trial 878 finished with value: 0.9968482913146722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:29,161] Trial 879 finished with value: 0.9966295858068861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:31,886] Trial 880 finished with value: 0.9974073377019349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:35,487] Trial 881 finished with value: 0.9974185640980412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:37,405] Trial 882 finished with value: 0.9973841927694362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:41,100] Trial 883 finished with value: 0.9972684935607449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:42,636] Trial 884 finished with value: 0.9966415937807017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:45,161] Trial 885 finished with value: 0.9974908704144534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:48,163] Trial 886 finished with value: 0.997253700553811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:50,977] Trial 887 finished with value: 0.9975662662892063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:53,097] Trial 888 finished with value: 0.9966186542242025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:56,365] Trial 889 finished with value: 0.9973108196150023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:57,378] Trial 890 finished with value: 0.9969161900609222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 29}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:59,402] Trial 891 finished with value: 0.9971537445532653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:08:03,381] Trial 892 finished with value: 0.9972160303236278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:08:08,609] Trial 893 finished with value: 0.9972489436762393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:10,537] Trial 894 finished with value: 0.9892016997699974 and parameters: {'classifier': 'SVC', 'svc_c': 8285910939.196329, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:12,636] Trial 895 finished with value: 0.9970579587868098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:15,609] Trial 896 finished with value: 0.9972977047816638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:19,734] Trial 897 finished with value: 0.9976631732607188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:23,167] Trial 898 finished with value: 0.9971926242833643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:25,635] Trial 899 finished with value: 0.9975636276313171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:29,183] Trial 900 finished with value: 0.9975003901045855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:33,890] Trial 901 finished with value: 0.9973260217870396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:36,559] Trial 902 finished with value: 0.9975110883184355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:38,580] Trial 903 finished with value: 0.9971146274236186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:41,725] Trial 904 finished with value: 0.9971124626126878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:05,051] Trial 905 finished with value: 0.995289517917085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:08,644] Trial 906 finished with value: 0.9975154318415003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:12,330] Trial 907 finished with value: 0.9977288463227318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:15,613] Trial 908 finished with value: 0.9972256269464475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:36,431] Trial 909 finished with value: 0.9964371664592528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:46,647] Trial 910 finished with value: 0.9967220703866341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:50,497] Trial 911 finished with value: 0.9972938884252421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:53,988] Trial 912 finished with value: 0.997349651833454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:55,867] Trial 913 finished with value: 0.9973326598338629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:01,548] Trial 914 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.726995094447609e-05, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:05,953] Trial 915 finished with value: 0.9976762492151211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:12,638] Trial 916 finished with value: 0.9973921543187391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:20,718] Trial 917 finished with value: 0.9970671197751116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:24,588] Trial 918 finished with value: 0.9968798986841291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:28,246] Trial 919 finished with value: 0.9975220046669238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:32,237] Trial 920 finished with value: 0.9973665873078318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:36,307] Trial 921 finished with value: 0.9973055361103321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:39,472] Trial 922 finished with value: 0.9970514644809695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:44,026] Trial 923 finished with value: 0.9973148533760902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:50,599] Trial 924 finished with value: 0.9971661890819984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:52,837] Trial 925 finished with value: 0.9964858694208308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:56,635] Trial 926 finished with value: 0.9975780474956729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:01,240] Trial 927 finished with value: 0.9975069320490247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:02,768] Trial 928 finished with value: 0.9940551086950435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:07,024] Trial 929 finished with value: 0.9968004143321361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:15,457] Trial 930 finished with value: 0.9969709219554034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:20,035] Trial 931 finished with value: 0.9972686735146804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:24,106] Trial 932 finished with value: 0.9972142251666645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:30,469] Trial 933 finished with value: 0.9853859868661196 and parameters: {'classifier': 'SVC', 'svc_c': 0.05852554124025369, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:31,886] Trial 934 finished with value: 0.9970895739320541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:35,717] Trial 935 finished with value: 0.9974377198929498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:37,165] Trial 936 finished with value: 0.9965663544690466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:39,732] Trial 937 finished with value: 0.99749648446943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:43,807] Trial 938 finished with value: 0.9976330467502864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:45,853] Trial 939 finished with value: 0.9972460654288865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:04,666] Trial 940 finished with value: 0.9959496892120255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:11,572] Trial 941 finished with value: 0.9971726907827709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:24,926] Trial 942 finished with value: 0.996733836105002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:35,262] Trial 943 finished with value: 0.9970350863242469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:40,087] Trial 944 finished with value: 0.9969336309932144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:50,839] Trial 945 finished with value: 0.995078518976253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:54,540] Trial 946 finished with value: 0.9974743938384796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:57,793] Trial 947 finished with value: 0.9973061971474689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:00,195] Trial 948 finished with value: 0.9973873157160554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:04,504] Trial 949 finished with value: 0.9972941103684291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:07,586] Trial 950 finished with value: 0.9971014980543184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:19,140] Trial 951 finished with value: 0.9969688828265864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:22,742] Trial 952 finished with value: 0.9971436923645217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:28,948] Trial 953 finished with value: 0.9852049079806319 and parameters: {'classifier': 'SVC', 'svc_c': 6.813109704825899e-08, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:30,483] Trial 954 finished with value: 0.9970496722095968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:32,688] Trial 955 finished with value: 0.9972491225193479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:35,657] Trial 956 finished with value: 0.9974952797302002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:38,373] Trial 957 finished with value: 0.9972412993155838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:40,870] Trial 958 finished with value: 0.99758546765975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:44,471] Trial 959 finished with value: 0.9974335895851475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:46,019] Trial 960 finished with value: 0.9954151349679575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:53,624] Trial 961 finished with value: 0.9971292484110942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:10,620] Trial 962 finished with value: 0.9963093157896662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:20,337] Trial 963 finished with value: 0.9968738601981161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:20,968] Trial 964 finished with value: 0.9852937501911669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:25,731] Trial 965 finished with value: 0.997487155492384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:28,513] Trial 966 finished with value: 0.9973194479142652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:31,376] Trial 967 finished with value: 0.9974747156291235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:33,887] Trial 968 finished with value: 0.9974332388495321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:38,062] Trial 969 finished with value: 0.9971782137499533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:39,780] Trial 970 finished with value: 0.9971946472575864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:47,309] Trial 971 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8035781248603744e-06, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:50,405] Trial 972 finished with value: 0.9973501577991747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:55,856] Trial 973 finished with value: 0.9974068620141777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:01,004] Trial 974 finished with value: 0.9973306527285944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:04,401] Trial 975 finished with value: 0.9974114750872906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:08,116] Trial 976 finished with value: 0.9973003839053849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:11,093] Trial 977 finished with value: 0.9972097245726955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:28,148] Trial 978 finished with value: 0.9967166546618413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:30,900] Trial 979 finished with value: 0.99727914756369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:33,361] Trial 980 finished with value: 0.9973326698630416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:36,563] Trial 981 finished with value: 0.9972845372951366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:39,602] Trial 982 finished with value: 0.9969566291378911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:42,077] Trial 983 finished with value: 0.9974622069898175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:44,677] Trial 984 finished with value: 0.997119854276124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:48,560] Trial 985 finished with value: 0.9969833863203285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:56,366] Trial 986 finished with value: 0.997105352464491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:59,193] Trial 987 finished with value: 0.9975030288259502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:01,458] Trial 988 finished with value: 0.996915142583024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:01,786] Trial 989 finished with value: 0.9954854364959685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 8}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:08,517] Trial 990 finished with value: 0.9852063832220471 and parameters: {'classifier': 'SVC', 'svc_c': 2.1637581721583274e-10, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:10,698] Trial 991 finished with value: 0.9969988506157433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:12,637] Trial 992 finished with value: 0.9972763478359205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:14,480] Trial 993 finished with value: 0.9973179868596947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:17,371] Trial 994 finished with value: 0.997628712431215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:21,549] Trial 995 finished with value: 0.9974462065459316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:24,701] Trial 996 finished with value: 0.9975323205659405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:30,193] Trial 997 finished with value: 0.9973977356201952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:32,957] Trial 998 finished with value: 0.997125479217203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:39,095] Trial 999 finished with value: 0.997127419895031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:42,193] Trial 1000 finished with value: 0.997448820099136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:44,947] Trial 1001 finished with value: 0.9971136612265016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:48,689] Trial 1002 finished with value: 0.9971589932097134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:50,581] Trial 1003 finished with value: 0.9972919205162892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:52,695] Trial 1004 finished with value: 0.9974362389704495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:07,889] Trial 1005 finished with value: 0.9965036199564103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:11,602] Trial 1006 finished with value: 0.9968610921966302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:13,800] Trial 1007 finished with value: 0.9974658197475628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:16,355] Trial 1008 finished with value: 0.997109264447228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:20,963] Trial 1009 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.9182634174245184e-09, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:23,918] Trial 1010 finished with value: 0.9974303348309984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:26,437] Trial 1011 finished with value: 0.9971561082021863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:39,054] Trial 1012 finished with value: 0.9966222468601144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:40,171] Trial 1013 finished with value: 0.9971096681534108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:43,393] Trial 1014 finished with value: 0.9972029366912113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:46,020] Trial 1015 finished with value: 0.9955080870470825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:53,588] Trial 1016 finished with value: 0.9968828834438993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 60}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:57,774] Trial 1017 finished with value: 0.9971273411215447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:00,079] Trial 1018 finished with value: 0.9975194907390108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:09,421] Trial 1019 finished with value: 0.9970866339544715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:12,037] Trial 1020 finished with value: 0.9972939366351236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:33,978] Trial 1021 finished with value: 0.9961687202555282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:36,587] Trial 1022 finished with value: 0.9974703025365654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:39,735] Trial 1023 finished with value: 0.9974311177099621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:46,171] Trial 1024 finished with value: 0.9891619481361044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 67, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:49,571] Trial 1025 finished with value: 0.9972490274643149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:51,824] Trial 1026 finished with value: 0.9974742577145944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:54,657] Trial 1027 finished with value: 0.9976376682656829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:00,230] Trial 1028 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.7514730812624818e-05, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:13,373] Trial 1029 finished with value: 0.9967577041222465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:17,329] Trial 1030 finished with value: 0.9969024650980506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:20,244] Trial 1031 finished with value: 0.9972606466170261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:23,673] Trial 1032 finished with value: 0.9973650346893983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:31,831] Trial 1033 finished with value: 0.9963284251520163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:35,097] Trial 1034 finished with value: 0.997458562430689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:37,477] Trial 1035 finished with value: 0.9975434869139258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:38,038] Trial 1036 finished with value: 0.9807611456227509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 2}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:40,307] Trial 1037 finished with value: 0.9973904548807456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:45,615] Trial 1038 finished with value: 0.9968495136684404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:47,792] Trial 1039 finished with value: 0.9973137103036148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:50,644] Trial 1040 finished with value: 0.9975204152325178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:53,974] Trial 1041 finished with value: 0.9972170087398392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:58,174] Trial 1042 finished with value: 0.9976019495042162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:00,190] Trial 1043 finished with value: 0.9944871739679085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 56}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:02,966] Trial 1044 finished with value: 0.9966919243256509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:06,104] Trial 1045 finished with value: 0.9973828448287682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:13,032] Trial 1046 finished with value: 0.9853091296511552 and parameters: {'classifier': 'SVC', 'svc_c': 0.0015088097749887802, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:15,629] Trial 1047 finished with value: 0.9974256998269914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:16,968] Trial 1048 finished with value: 0.9898972667027683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:18,962] Trial 1049 finished with value: 0.9974693556995721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:22,011] Trial 1050 finished with value: 0.9975443715763586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:24,290] Trial 1051 finished with value: 0.9973843104218593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:26,821] Trial 1052 finished with value: 0.9969710086951045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:29,715] Trial 1053 finished with value: 0.9969251938513684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:32,772] Trial 1054 finished with value: 0.997479866342389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:36,863] Trial 1055 finished with value: 0.9973209295349997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:38,562] Trial 1056 finished with value: 0.9969129270549173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:41,243] Trial 1057 finished with value: 0.9973848457768826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:41,766] Trial 1058 finished with value: 0.9964680517913148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 20}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:44,197] Trial 1059 finished with value: 0.997551222965396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:46,799] Trial 1060 finished with value: 0.9975494843945626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:50,771] Trial 1061 finished with value: 0.9975089450892819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:53,737] Trial 1062 finished with value: 0.9974850931948945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:56,227] Trial 1063 finished with value: 0.9970600055962006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 67}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:59,678] Trial 1064 finished with value: 0.9973176145740402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:04,786] Trial 1065 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00019954714315418537, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:07,743] Trial 1066 finished with value: 0.9975305075697142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:10,248] Trial 1067 finished with value: 0.997130545031566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:23,960] Trial 1068 finished with value: 0.9968588071625061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:25,844] Trial 1069 finished with value: 0.9973621706606282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:28,179] Trial 1070 finished with value: 0.9973089495857564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:39,238] Trial 1071 finished with value: 0.9967183044617475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:44,415] Trial 1072 finished with value: 0.997170656700281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:47,267] Trial 1073 finished with value: 0.9974987826747856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:48,945] Trial 1074 finished with value: 0.997509202705877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:03,066] Trial 1075 finished with value: 0.9966027007524195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:03,776] Trial 1076 finished with value: 0.9964066209132282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 35}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:06,159] Trial 1077 finished with value: 0.9965931265365625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:09,432] Trial 1078 finished with value: 0.9975756206565781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:14,861] Trial 1079 finished with value: 0.9972971768850488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:21,819] Trial 1080 finished with value: 0.9968920933720544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:25,369] Trial 1081 finished with value: 0.9969835489453663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:27,331] Trial 1082 finished with value: 0.9969001484529704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:29,546] Trial 1083 finished with value: 0.997414656685563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:34,088] Trial 1084 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.132595418380774e-07, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:37,398] Trial 1085 finished with value: 0.9976927803802954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:55,145] Trial 1086 finished with value: 0.9965186155146699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:58,575] Trial 1087 finished with value: 0.997204989308639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:01,789] Trial 1088 finished with value: 0.99743533529701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:04,993] Trial 1089 finished with value: 0.9969250383356218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:08,666] Trial 1090 finished with value: 0.9974041921896634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:13,001] Trial 1091 finished with value: 0.9975038300176866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:16,514] Trial 1092 finished with value: 0.9974627302209601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:20,008] Trial 1093 finished with value: 0.9975634380925337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:28,399] Trial 1094 finished with value: 0.9963681409538117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:31,669] Trial 1095 finished with value: 0.9973024956822721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:35,352] Trial 1096 finished with value: 0.9975544168462384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:39,172] Trial 1097 finished with value: 0.9973135467581776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:43,906] Trial 1098 finished with value: 0.9971787204456458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:47,076] Trial 1099 finished with value: 0.9974712680354486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:49,801] Trial 1100 finished with value: 0.9974874031750138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:53,220] Trial 1101 finished with value: 0.9972099578780534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:56,249] Trial 1102 finished with value: 0.996991421311149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:58,946] Trial 1103 finished with value: 0.9976961623082398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:01,665] Trial 1104 finished with value: 0.9972948538289114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:04,309] Trial 1105 finished with value: 0.9911340623298104 and parameters: {'classifier': 'SVC', 'svc_c': 31.068242522280126, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:06,918] Trial 1106 finished with value: 0.9974584847045534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:09,244] Trial 1107 finished with value: 0.9976448591551165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:12,039] Trial 1108 finished with value: 0.9971729869609236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:15,935] Trial 1109 finished with value: 0.9975545186931835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:18,308] Trial 1110 finished with value: 0.9966264986288887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:25,095] Trial 1111 finished with value: 0.9973315411678382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:27,698] Trial 1112 finished with value: 0.9975150194073926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:28,888] Trial 1113 finished with value: 0.9968374137816448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:33,824] Trial 1114 finished with value: 0.9973900803416996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:35,506] Trial 1115 finished with value: 0.9956331582059467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:39,606] Trial 1116 finished with value: 0.9975595405188066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:42,253] Trial 1117 finished with value: 0.9976392175833739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:49,833] Trial 1118 finished with value: 0.9974280169164021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:53,769] Trial 1119 finished with value: 0.9975689876243443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:56,232] Trial 1120 finished with value: 0.9974683923271286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:58,585] Trial 1121 finished with value: 0.9975053480735389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:06,268] Trial 1122 finished with value: 0.9960910173522813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 40, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:12,370] Trial 1123 finished with value: 0.9851370600467718 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004394453536318428, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:17,257] Trial 1124 finished with value: 0.9973395906628825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:19,601] Trial 1125 finished with value: 0.9975245930837054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:22,778] Trial 1126 finished with value: 0.9976643019241843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:25,935] Trial 1127 finished with value: 0.9976384865641513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:29,650] Trial 1128 finished with value: 0.9975270042760117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:32,945] Trial 1129 finished with value: 0.9974845635526944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:36,959] Trial 1130 finished with value: 0.997439116265665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:39,631] Trial 1131 finished with value: 0.9972811356579517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:43,320] Trial 1132 finished with value: 0.9975495018821495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:46,794] Trial 1133 finished with value: 0.9973030007593318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:50,122] Trial 1134 finished with value: 0.9974920270390154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:53,860] Trial 1135 finished with value: 0.996822026958462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:57,311] Trial 1136 finished with value: 0.9974910683320445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:58,639] Trial 1137 finished with value: 0.9972147535393482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:59,805] Trial 1138 finished with value: 0.9968480485831558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:02,354] Trial 1139 finished with value: 0.9973477897069468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:05,667] Trial 1140 finished with value: 0.9972015580599867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:10,320] Trial 1141 finished with value: 0.99685839622008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:20,387] Trial 1142 finished with value: 0.9971321984813315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:23,333] Trial 1143 finished with value: 0.9969266812166641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:25,810] Trial 1144 finished with value: 0.9928367892590976 and parameters: {'classifier': 'SVC', 'svc_c': 3368.1354093809323, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:29,107] Trial 1145 finished with value: 0.9975361298448088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:32,491] Trial 1146 finished with value: 0.9975834541116863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:33,852] Trial 1147 finished with value: 0.9902212740172825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:36,375] Trial 1148 finished with value: 0.9973817344463374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:39,327] Trial 1149 finished with value: 0.9972459933838366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:42,211] Trial 1150 finished with value: 0.9974721227690347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:44,947] Trial 1151 finished with value: 0.9975725913685238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:48,158] Trial 1152 finished with value: 0.9961396369066388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:48,700] Trial 1153 finished with value: 0.9957020119775705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 12}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:54,756] Trial 1154 finished with value: 0.9972289728201288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:58,200] Trial 1155 finished with value: 0.997440612041506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:31:03,499] Trial 1156 finished with value: 0.9973178815850557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:31:16,627] Trial 1157 finished with value: 0.9969462811201121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:31:19,464] Trial 1158 finished with value: 0.9935788623507052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:31:22,340] Trial 1159 finished with value: 0.9972786938068269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:31:25,374] Trial 1160 finished with value: 0.9975157431903726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:31:27,944] Trial 1161 finished with value: 0.9974968716084254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:32:41,857] Trial 1162 finished with value: 0.9899654277628237 and parameters: {'classifier': 'SVC', 'svc_c': 294275459.51220816, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:32:44,271] Trial 1163 finished with value: 0.9976130832891087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:32:50,810] Trial 1164 finished with value: 0.9964092578255325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:32:53,324] Trial 1165 finished with value: 0.9972615832978894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:32:55,240] Trial 1166 finished with value: 0.9954879492813168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:32:58,804] Trial 1167 finished with value: 0.9974261697067117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:01,706] Trial 1168 finished with value: 0.9976195448731664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:07,277] Trial 1169 finished with value: 0.9971490630214861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 83}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:11,150] Trial 1170 finished with value: 0.9974328394597044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:20,494] Trial 1171 finished with value: 0.9970206516700261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:31,453] Trial 1172 finished with value: 0.9969576213283545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:33,738] Trial 1173 finished with value: 0.996566839709914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:44,838] Trial 1174 finished with value: 0.9972815385706872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:47,364] Trial 1175 finished with value: 0.9971767507911083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:52,043] Trial 1176 finished with value: 0.9973806590073427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:55,510] Trial 1177 finished with value: 0.9973735958629867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:17,370] Trial 1178 finished with value: 0.9954415496348975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 70, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:20,793] Trial 1179 finished with value: 0.9973185108842851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:22,977] Trial 1180 finished with value: 0.9925200976909448 and parameters: {'classifier': 'SVC', 'svc_c': 258.5458972982007, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:26,106] Trial 1181 finished with value: 0.9975568656479652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:28,790] Trial 1182 finished with value: 0.997624765822421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:31,214] Trial 1183 finished with value: 0.997535293931802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:32,604] Trial 1184 finished with value: 0.9968080682459016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:34,416] Trial 1185 finished with value: 0.9972621917770512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:38,266] Trial 1186 finished with value: 0.9974371234424547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:41,188] Trial 1187 finished with value: 0.9970815069176849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:47,819] Trial 1188 finished with value: 0.9971981328415366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:51,004] Trial 1189 finished with value: 0.9967452435341325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:53,685] Trial 1190 finished with value: 0.9972333364015512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:56,273] Trial 1191 finished with value: 0.9973040686764424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:59,236] Trial 1192 finished with value: 0.9971790327149175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:01,807] Trial 1193 finished with value: 0.9974067805429693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:05,028] Trial 1194 finished with value: 0.9973493594003745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:07,853] Trial 1195 finished with value: 0.9975739862178195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:11,092] Trial 1196 finished with value: 0.9976208783730867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:12,866] Trial 1197 finished with value: 0.9964413149846142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 39}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:14,177] Trial 1198 finished with value: 0.9971536505773213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:19,898] Trial 1199 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.552884509850042e-06, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:22,287] Trial 1200 finished with value: 0.9973885685064771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:26,112] Trial 1201 finished with value: 0.9973045621374276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:28,802] Trial 1202 finished with value: 0.9975080384642171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:32,517] Trial 1203 finished with value: 0.9976692055578402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:35,885] Trial 1204 finished with value: 0.9973244813877006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:40,277] Trial 1205 finished with value: 0.9974039124200091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:55,488] Trial 1206 finished with value: 0.9968503569763799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:57,476] Trial 1207 finished with value: 0.9963920357261121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:01,063] Trial 1208 finished with value: 0.9976442891105602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:04,318] Trial 1209 finished with value: 0.9973238756062606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:06,917] Trial 1210 finished with value: 0.99719167776375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:11,314] Trial 1211 finished with value: 0.997067553854472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:14,527] Trial 1212 finished with value: 0.997081275040533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:17,710] Trial 1213 finished with value: 0.997298408188907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:20,830] Trial 1214 finished with value: 0.997282289489578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:25,443] Trial 1215 finished with value: 0.9970042719264081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:28,480] Trial 1216 finished with value: 0.9974729038389376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:32,255] Trial 1217 finished with value: 0.9974288273756073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:36,095] Trial 1218 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2232318313.895249, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:42,061] Trial 1219 finished with value: 0.9966316816830818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:45,587] Trial 1220 finished with value: 0.9969246238385501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:52,625] Trial 1221 finished with value: 0.99694936813942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:04,953] Trial 1222 finished with value: 0.9967467282651818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:08,164] Trial 1223 finished with value: 0.9974563768631667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:11,523] Trial 1224 finished with value: 0.997342256996227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:12,430] Trial 1225 finished with value: 0.996629048388899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 29}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:16,223] Trial 1226 finished with value: 0.9966903422861771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:26,150] Trial 1227 finished with value: 0.9963104173489586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 41, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:29,199] Trial 1228 finished with value: 0.9974154958993123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:32,939] Trial 1229 finished with value: 0.9976386812762135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:35,608] Trial 1230 finished with value: 0.9975162801005532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:38,125] Trial 1231 finished with value: 0.9969948349452628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:41,062] Trial 1232 finished with value: 0.9975895789565458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:42,366] Trial 1233 finished with value: 0.9898920725403076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:43,862] Trial 1234 finished with value: 0.9969316710504765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:46,377] Trial 1235 finished with value: 0.9947862903524204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:50,493] Trial 1236 finished with value: 0.9973919364062663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:53,388] Trial 1237 finished with value: 0.9900179233408687 and parameters: {'classifier': 'SVC', 'svc_c': 5.259885443697364, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:02,911] Trial 1238 finished with value: 0.9963888986243861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:06,930] Trial 1239 finished with value: 0.9975107093360824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:09,415] Trial 1240 finished with value: 0.996978697615782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:15,850] Trial 1241 finished with value: 0.9968596534220707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:18,920] Trial 1242 finished with value: 0.9973751593675225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:21,484] Trial 1243 finished with value: 0.9974074185383852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:27,660] Trial 1244 finished with value: 0.9967398138763982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:30,953] Trial 1245 finished with value: 0.9974611882029878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:36,126] Trial 1246 finished with value: 0.9972682918346051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:39,708] Trial 1247 finished with value: 0.9973449651283955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:42,450] Trial 1248 finished with value: 0.9972491262009452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:46,743] Trial 1249 finished with value: 0.9974301367229801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:50,968] Trial 1250 finished with value: 0.9974491769284297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:58,574] Trial 1251 finished with value: 0.9965869062240774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:01,169] Trial 1252 finished with value: 0.9973904029575289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:04,130] Trial 1253 finished with value: 0.9970582177363968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:06,106] Trial 1254 finished with value: 0.9974855387633775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:09,329] Trial 1255 finished with value: 0.997551940146891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:15,470] Trial 1256 finished with value: 0.996762521397056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:21,341] Trial 1257 finished with value: 0.985373041100614 and parameters: {'classifier': 'SVC', 'svc_c': 0.0051187455574792165, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:25,204] Trial 1258 finished with value: 0.9974120217092711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:43,827] Trial 1259 finished with value: 0.9960713995803917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 69, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:59,836] Trial 1260 finished with value: 0.9960868201727081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 66, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:02,413] Trial 1261 finished with value: 0.9975896418293405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:05,707] Trial 1262 finished with value: 0.9975616513118188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:07,862] Trial 1263 finished with value: 0.9973024232881054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:11,071] Trial 1264 finished with value: 0.9974275541459733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:13,415] Trial 1265 finished with value: 0.9972311398844509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 63}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:15,204] Trial 1266 finished with value: 0.9972987401674193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:17,353] Trial 1267 finished with value: 0.9966988590266951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:29,262] Trial 1268 finished with value: 0.9969299532679727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:32,075] Trial 1269 finished with value: 0.9972010133105428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:34,248] Trial 1270 finished with value: 0.9972639617366751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:35,557] Trial 1271 finished with value: 0.997016658406508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:39,099] Trial 1272 finished with value: 0.9973678860864813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:41,590] Trial 1273 finished with value: 0.9973497522204552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:50,071] Trial 1274 finished with value: 0.996978260616534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:52,633] Trial 1275 finished with value: 0.9962914403019449 and parameters: {'classifier': 'SVC', 'svc_c': 16666.69787881028, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:54,615] Trial 1276 finished with value: 0.9955177499069151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:56,597] Trial 1277 finished with value: 0.9942848403010016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:59,647] Trial 1278 finished with value: 0.9973711634380203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:09,484] Trial 1279 finished with value: 0.9966538554038739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:12,801] Trial 1280 finished with value: 0.9972897614816579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:16,657] Trial 1281 finished with value: 0.9974127629798378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:19,471] Trial 1282 finished with value: 0.997322108979117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:22,301] Trial 1283 finished with value: 0.9968083968284577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:24,831] Trial 1284 finished with value: 0.9958787924395599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:29,068] Trial 1285 finished with value: 0.997529603134565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:32,852] Trial 1286 finished with value: 0.9976814835895104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:34,416] Trial 1287 finished with value: 0.9974386276605793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:36,383] Trial 1288 finished with value: 0.9968463296580872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:46,783] Trial 1289 finished with value: 0.9968686746048901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:50,360] Trial 1290 finished with value: 0.9974119334461503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:52,609] Trial 1291 finished with value: 0.9972661152489107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:54,260] Trial 1292 finished with value: 0.9970965452586439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:57,866] Trial 1293 finished with value: 0.9975459724364114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:01,081] Trial 1294 finished with value: 0.9973198651407967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:05,714] Trial 1295 finished with value: 0.9867844961770271 and parameters: {'classifier': 'SVC', 'svc_c': 1408451.1366087757, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:08,566] Trial 1296 finished with value: 0.9973758756920942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:11,689] Trial 1297 finished with value: 0.9973484133568286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:14,511] Trial 1298 finished with value: 0.9973481283186816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:18,134] Trial 1299 finished with value: 0.9972012511226834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:21,942] Trial 1300 finished with value: 0.9974434133879089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:24,830] Trial 1301 finished with value: 0.9975274631426778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:27,441] Trial 1302 finished with value: 0.9973814741002824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:32,378] Trial 1303 finished with value: 0.9971170248734108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:36,392] Trial 1304 finished with value: 0.9974016728663063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:38,708] Trial 1305 finished with value: 0.9973268173611664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:40,183] Trial 1306 finished with value: 0.9906857793036071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:57,027] Trial 1307 finished with value: 0.9964575865019677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:59,641] Trial 1308 finished with value: 0.9972274754256544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:43:13,239] Trial 1309 finished with value: 0.9961045929248229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:43:19,599] Trial 1310 finished with value: 0.9973214057623013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:43:22,953] Trial 1311 finished with value: 0.9972381505977838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:43:42,482] Trial 1312 finished with value: 0.9966583726602442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 58, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:43:48,836] Trial 1313 finished with value: 0.9853792678241565 and parameters: {'classifier': 'SVC', 'svc_c': 0.015420481775676504, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:43:52,561] Trial 1314 finished with value: 0.9974554952793109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:14,715] Trial 1315 finished with value: 0.995482560248104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:18,022] Trial 1316 finished with value: 0.9972930795846701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:21,167] Trial 1317 finished with value: 0.9975465551126547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:25,197] Trial 1318 finished with value: 0.9973760231781502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:27,654] Trial 1319 finished with value: 0.9973630622101869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:31,557] Trial 1320 finished with value: 0.9970466424454738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:34,035] Trial 1321 finished with value: 0.9969636771432651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:36,440] Trial 1322 finished with value: 0.9975537433995797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:44,219] Trial 1323 finished with value: 0.996793932213652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:46,462] Trial 1324 finished with value: 0.9975027571177245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:00,613] Trial 1325 finished with value: 0.9967336956012857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:03,049] Trial 1326 finished with value: 0.9969329734789855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:07,069] Trial 1327 finished with value: 0.997335263199199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:09,700] Trial 1328 finished with value: 0.9972981101382179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:11,019] Trial 1329 finished with value: 0.9967960690952243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:14,440] Trial 1330 finished with value: 0.9969094734310401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:17,439] Trial 1331 finished with value: 0.9974072095442645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:21,535] Trial 1332 finished with value: 0.9867242770522476 and parameters: {'classifier': 'SVC', 'svc_c': 1.4353097840561335, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:24,393] Trial 1333 finished with value: 0.9975635452714471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:27,324] Trial 1334 finished with value: 0.9975492403935299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:31,184] Trial 1335 finished with value: 0.9975056162905949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:36,924] Trial 1336 finished with value: 0.9971610801040812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:49,812] Trial 1337 finished with value: 0.9964005778886942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:50,547] Trial 1338 finished with value: 0.9966472688359366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 23}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:53,680] Trial 1339 finished with value: 0.9971112274368048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:57,994] Trial 1340 finished with value: 0.9973485837259158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:11,890] Trial 1341 finished with value: 0.9969823363033976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:14,865] Trial 1342 finished with value: 0.997307610626916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:18,152] Trial 1343 finished with value: 0.9974448189646171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:19,786] Trial 1344 finished with value: 0.9972474968719892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:22,799] Trial 1345 finished with value: 0.9970918049799976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:25,596] Trial 1346 finished with value: 0.9976723897586209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:33,000] Trial 1347 finished with value: 0.9967124644011317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:35,466] Trial 1348 finished with value: 0.9974774974567132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:38,104] Trial 1349 finished with value: 0.9974672413836522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:40,266] Trial 1350 finished with value: 0.9974910669990522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:45,168] Trial 1351 finished with value: 0.9865196072214476 and parameters: {'classifier': 'SVC', 'svc_c': 0.5959112964179923, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:47,400] Trial 1352 finished with value: 0.9975726460529385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:50,044] Trial 1353 finished with value: 0.9973672921750186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:52,519] Trial 1354 finished with value: 0.9975790703132169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:55,523] Trial 1355 finished with value: 0.9974198275206617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:58,011] Trial 1356 finished with value: 0.9974122479370756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:00,738] Trial 1357 finished with value: 0.997710160820136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:03,242] Trial 1358 finished with value: 0.9974137073095367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:05,902] Trial 1359 finished with value: 0.9974882075722786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:08,828] Trial 1360 finished with value: 0.9973284476422591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:11,664] Trial 1361 finished with value: 0.9972107108599082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:17,911] Trial 1362 finished with value: 0.997103331775398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:20,152] Trial 1363 finished with value: 0.9975678768610586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:22,608] Trial 1364 finished with value: 0.9975803680762535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:24,930] Trial 1365 finished with value: 0.9973808445154119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:27,471] Trial 1366 finished with value: 0.997531886137463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:30,512] Trial 1367 finished with value: 0.9974582645704273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:33,496] Trial 1368 finished with value: 0.997389148929329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:35,781] Trial 1369 finished with value: 0.9978135421343454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:47:38,455] Trial 1370 finished with value: 0.9974420899489053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:47:41,172] Trial 1371 finished with value: 0.9975622684554296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:47:57,764] Trial 1372 finished with value: 0.9963642353821319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:02,562] Trial 1373 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1007572560.8079319, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:05,071] Trial 1374 finished with value: 0.9975080542062192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:23,512] Trial 1375 finished with value: 0.9959585765560891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:26,084] Trial 1376 finished with value: 0.9975309850030563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:28,588] Trial 1377 finished with value: 0.9973420864684502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:30,958] Trial 1378 finished with value: 0.9975762824554248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:32,388] Trial 1379 finished with value: 0.993749378416256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:34,757] Trial 1380 finished with value: 0.9970777698742941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:38,007] Trial 1381 finished with value: 0.9975172130680815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:40,309] Trial 1382 finished with value: 0.9974079357393254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:43,284] Trial 1383 finished with value: 0.997528101423735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:45,933] Trial 1384 finished with value: 0.997644598618634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:48,638] Trial 1385 finished with value: 0.9973763906396429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:54,414] Trial 1386 finished with value: 0.9973065114479667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:57,488] Trial 1387 finished with value: 0.9976914433257296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:00,583] Trial 1388 finished with value: 0.9976290510746878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:08,433] Trial 1389 finished with value: 0.9969157264335701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:11,055] Trial 1390 finished with value: 0.9974385070882689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 127}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:26,921] Trial 1391 finished with value: 0.9925881091702422 and parameters: {'classifier': 'SVC', 'svc_c': 4143397.577498821, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:29,658] Trial 1392 finished with value: 0.9972384815924206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:32,591] Trial 1393 finished with value: 0.9972761776255226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:35,267] Trial 1394 finished with value: 0.9970886381715903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:38,267] Trial 1395 finished with value: 0.9973481117197559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:46,187] Trial 1396 finished with value: 0.9915289481357554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:49,263] Trial 1397 finished with value: 0.9973824297286763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:52,643] Trial 1398 finished with value: 0.9976202122578846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:54,262] Trial 1399 finished with value: 0.9973248493569997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:56,500] Trial 1400 finished with value: 0.9968169214082389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:59,370] Trial 1401 finished with value: 0.9976071078345795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:00,756] Trial 1402 finished with value: 0.9902960318966194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:09,752] Trial 1403 finished with value: 0.9964764792213615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:12,566] Trial 1404 finished with value: 0.9974093745138849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:14,426] Trial 1405 finished with value: 0.9968441032438782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:17,107] Trial 1406 finished with value: 0.9971670948184017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:20,494] Trial 1407 finished with value: 0.9975959643061497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:23,742] Trial 1408 finished with value: 0.9972837586690527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:26,228] Trial 1409 finished with value: 0.9968585367872723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:29,659] Trial 1410 finished with value: 0.9867391065260375 and parameters: {'classifier': 'SVC', 'svc_c': 18768141.94945587, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:31,458] Trial 1411 finished with value: 0.996165423036059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:34,676] Trial 1412 finished with value: 0.9975921428399249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:37,388] Trial 1413 finished with value: 0.9969146200183775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:39,955] Trial 1414 finished with value: 0.9973094548532434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:42,403] Trial 1415 finished with value: 0.9972846207340954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:46,049] Trial 1416 finished with value: 0.9975911094853956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:49,406] Trial 1417 finished with value: 0.9975821111221318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:51,903] Trial 1418 finished with value: 0.9975015496490348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:54,638] Trial 1419 finished with value: 0.9975186319112348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:56,688] Trial 1420 finished with value: 0.9972115249054969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:59,319] Trial 1421 finished with value: 0.9976075875213132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:01,302] Trial 1422 finished with value: 0.9970662509498948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:04,881] Trial 1423 finished with value: 0.9974767558052915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:17,048] Trial 1424 finished with value: 0.9967326459969477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:19,388] Trial 1425 finished with value: 0.9972149601848637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:22,187] Trial 1426 finished with value: 0.9974515315003091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:30,467] Trial 1427 finished with value: 0.9969566643987062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:36,863] Trial 1428 finished with value: 0.9853089657566011 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014677895574617178, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:39,286] Trial 1429 finished with value: 0.9974680501607481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:40,736] Trial 1430 finished with value: 0.9948183148531954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:51,771] Trial 1431 finished with value: 0.9955105536220373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:54,766] Trial 1432 finished with value: 0.9973417237359058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:56,605] Trial 1433 finished with value: 0.9971842323680363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:05,623] Trial 1434 finished with value: 0.9970402291665112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:08,955] Trial 1435 finished with value: 0.9976686080282562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:11,397] Trial 1436 finished with value: 0.9974264221182897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:13,303] Trial 1437 finished with value: 0.9961363588568656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:16,369] Trial 1438 finished with value: 0.9975683323317689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:19,475] Trial 1439 finished with value: 0.9975195058462548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:21,516] Trial 1440 finished with value: 0.9975300063329414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:23,740] Trial 1441 finished with value: 0.9972734389932248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:33,299] Trial 1442 finished with value: 0.9969703611465784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:36,454] Trial 1443 finished with value: 0.9974353080658854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:37,663] Trial 1444 finished with value: 0.993981243253927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:43,380] Trial 1445 finished with value: 0.9971971325579068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:51,421] Trial 1446 finished with value: 0.9967462304561031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:54,815] Trial 1447 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 101610416.61727585, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:58,125] Trial 1448 finished with value: 0.9972931572790676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:12,650] Trial 1449 finished with value: 0.9960243304545523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:15,616] Trial 1450 finished with value: 0.9972368473123513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:18,619] Trial 1451 finished with value: 0.9974673438336173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:19,848] Trial 1452 finished with value: 0.996375379957913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:23,400] Trial 1453 finished with value: 0.9971565992510908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:25,900] Trial 1454 finished with value: 0.9972726461802962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:28,052] Trial 1455 finished with value: 0.997542583367438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:31,093] Trial 1456 finished with value: 0.9972252683398309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:34,115] Trial 1457 finished with value: 0.9977158884016077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:36,832] Trial 1458 finished with value: 0.9975787184667748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:39,867] Trial 1459 finished with value: 0.997089078693746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:42,555] Trial 1460 finished with value: 0.9977099852460319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:44,946] Trial 1461 finished with value: 0.9975439588248719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:46,500] Trial 1462 finished with value: 0.9971464688284053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:49,777] Trial 1463 finished with value: 0.9972799068296504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:52,286] Trial 1464 finished with value: 0.9973032290501002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:54,468] Trial 1465 finished with value: 0.9975659869956205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:56,941] Trial 1466 finished with value: 0.9976444991520319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:02,570] Trial 1467 finished with value: 0.99434296954805 and parameters: {'classifier': 'SVC', 'svc_c': 538946.4138412817, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:05,558] Trial 1468 finished with value: 0.9973845484561653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:07,142] Trial 1469 finished with value: 0.9968985583203304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:09,288] Trial 1470 finished with value: 0.9966181162666707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:12,755] Trial 1471 finished with value: 0.9973139594461885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:30,067] Trial 1472 finished with value: 0.9969410005988051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:38,981] Trial 1473 finished with value: 0.996986057065242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:41,202] Trial 1474 finished with value: 0.9971952626238746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:50,508] Trial 1475 finished with value: 0.997000946523677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:12,633] Trial 1476 finished with value: 0.9965343257788679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:14,880] Trial 1477 finished with value: 0.9972047133475336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:16,709] Trial 1478 finished with value: 0.9976151072472059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:24,460] Trial 1479 finished with value: 0.9972519868020212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:27,237] Trial 1480 finished with value: 0.9975733938932522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:30,691] Trial 1481 finished with value: 0.9972249492786472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:50,179] Trial 1482 finished with value: 0.9965360567008655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:53,326] Trial 1483 finished with value: 0.9973986688416264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:54,727] Trial 1484 finished with value: 0.9970664863499544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:59,268] Trial 1485 finished with value: 0.9854059770506156 and parameters: {'classifier': 'SVC', 'svc_c': 0.1941552330718947, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:02,005] Trial 1486 finished with value: 0.997210311692246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:04,901] Trial 1487 finished with value: 0.997355586092179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:07,746] Trial 1488 finished with value: 0.9974370326720393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:10,440] Trial 1489 finished with value: 0.9973830906388614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:13,163] Trial 1490 finished with value: 0.9973322962126568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:15,892] Trial 1491 finished with value: 0.9973727797226962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:18,384] Trial 1492 finished with value: 0.997411789832119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:23,833] Trial 1493 finished with value: 0.9975327224313247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:26,345] Trial 1494 finished with value: 0.9974159822192684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:28,484] Trial 1495 finished with value: 0.9971437154379806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:29,444] Trial 1496 finished with value: 0.9970549211516859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 52}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:32,406] Trial 1497 finished with value: 0.9973422372552485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:35,123] Trial 1498 finished with value: 0.9975708497825894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:55,174] Trial 1499 finished with value: 0.9962964155997959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:57,584] Trial 1500 finished with value: 0.9974400786542331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:00,682] Trial 1501 finished with value: 0.9972570064377289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:03,589] Trial 1502 finished with value: 0.9975206076594506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:11,648] Trial 1503 finished with value: 0.9970700899037066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:18,008] Trial 1504 finished with value: 0.9853838568716734 and parameters: {'classifier': 'SVC', 'svc_c': 0.04106559951807442, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:21,004] Trial 1505 finished with value: 0.9976627404191368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:23,950] Trial 1506 finished with value: 0.9970726995214103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:26,405] Trial 1507 finished with value: 0.9972519082507002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:34,472] Trial 1508 finished with value: 0.9960791288716875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:37,539] Trial 1509 finished with value: 0.9974460622336664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:40,379] Trial 1510 finished with value: 0.9975630161370538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:43,663] Trial 1511 finished with value: 0.9968538747108302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:46,710] Trial 1512 finished with value: 0.9967197598352323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:49,157] Trial 1513 finished with value: 0.9973753311648156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:50,430] Trial 1514 finished with value: 0.9973308334759774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 43}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:54,474] Trial 1515 finished with value: 0.9975006044624125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:56,232] Trial 1516 finished with value: 0.9933331369975598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:03,259] Trial 1517 finished with value: 0.997344547901864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:04,389] Trial 1518 finished with value: 0.9894649389891464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:07,113] Trial 1519 finished with value: 0.9970587055797727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:09,072] Trial 1520 finished with value: 0.9972852072506254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:10,826] Trial 1521 finished with value: 0.9961272303681811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:13,992] Trial 1522 finished with value: 0.9975423872906458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:18,931] Trial 1523 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.3281154691189685e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:23,015] Trial 1524 finished with value: 0.9972746236106212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:35,202] Trial 1525 finished with value: 0.9967920519648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:37,631] Trial 1526 finished with value: 0.9974280450996639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:39,300] Trial 1527 finished with value: 0.9972486494975747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:42,185] Trial 1528 finished with value: 0.99762274722803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:53,551] Trial 1529 finished with value: 0.9967241572492639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:55,436] Trial 1530 finished with value: 0.9953412835549961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:58,816] Trial 1531 finished with value: 0.9972873149967985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:59,308] Trial 1532 finished with value: 0.9963422061640327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 11}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:02,925] Trial 1533 finished with value: 0.9974254177404699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:04,354] Trial 1534 finished with value: 0.9962292517447932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:17,934] Trial 1535 finished with value: 0.9964253777943779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:21,120] Trial 1536 finished with value: 0.997269378857936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:24,251] Trial 1537 finished with value: 0.9974165811135824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:27,361] Trial 1538 finished with value: 0.9974377860030111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:29,676] Trial 1539 finished with value: 0.9972876703026725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:32,009] Trial 1540 finished with value: 0.9974141265990325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:36,080] Trial 1541 finished with value: 0.996341693945944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:43,699] Trial 1542 finished with value: 0.9969647304926762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:44,819] Trial 1543 finished with value: 0.990519311090775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:47,280] Trial 1544 finished with value: 0.9973759792846243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:49,645] Trial 1545 finished with value: 0.9973052259357623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:51,750] Trial 1546 finished with value: 0.9936982718477315 and parameters: {'classifier': 'SVC', 'svc_c': 227.2524241657064, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:53,453] Trial 1547 finished with value: 0.9973641978877299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:56,295] Trial 1548 finished with value: 0.9974447266390443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:02,766] Trial 1549 finished with value: 0.9970890892942069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:09,381] Trial 1550 finished with value: 0.997069116311657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:13,018] Trial 1551 finished with value: 0.9973081567093519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:16,155] Trial 1552 finished with value: 0.9970167403855231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:19,558] Trial 1553 finished with value: 0.9973478912365129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:28,740] Trial 1554 finished with value: 0.9963869573435379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:31,204] Trial 1555 finished with value: 0.9973767807302636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:34,036] Trial 1556 finished with value: 0.9974368303746172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:38,170] Trial 1557 finished with value: 0.9970169867986366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:45,061] Trial 1558 finished with value: 0.9971254472888679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:51,021] Trial 1559 finished with value: 0.9975172540734579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:54,837] Trial 1560 finished with value: 0.9973822785292851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:59,611] Trial 1561 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 3.0193102126470614e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:02,524] Trial 1562 finished with value: 0.9976750372713862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:04,389] Trial 1563 finished with value: 0.99739948736226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:07,375] Trial 1564 finished with value: 0.9975775737756659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:09,521] Trial 1565 finished with value: 0.9968475315091673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:12,029] Trial 1566 finished with value: 0.9975146050690107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:14,432] Trial 1567 finished with value: 0.9974200914213623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:16,790] Trial 1568 finished with value: 0.9972609601240762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:20,082] Trial 1569 finished with value: 0.9976759945184135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:31,029] Trial 1570 finished with value: 0.9971228530640494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:34,995] Trial 1571 finished with value: 0.997544279853806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:38,704] Trial 1572 finished with value: 0.9972980122585113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:41,872] Trial 1573 finished with value: 0.9974616061277534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:45,238] Trial 1574 finished with value: 0.9971993043511772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:06,427] Trial 1575 finished with value: 0.9965336312265008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:09,987] Trial 1576 finished with value: 0.9975412856361395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:13,793] Trial 1577 finished with value: 0.9970195271642264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:17,887] Trial 1578 finished with value: 0.9974563801639093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:34,449] Trial 1579 finished with value: 0.996831938675227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:39,651] Trial 1580 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.97562647201902e-07, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:43,020] Trial 1581 finished with value: 0.9975970251774449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:46,499] Trial 1582 finished with value: 0.9973191551955446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:49,110] Trial 1583 finished with value: 0.9971278030350499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:52,318] Trial 1584 finished with value: 0.9976613287804882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:56,039] Trial 1585 finished with value: 0.997115344160783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:02,719] Trial 1586 finished with value: 0.9973156985248283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:06,657] Trial 1587 finished with value: 0.9975355973144593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:09,604] Trial 1588 finished with value: 0.9975358181468196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:12,839] Trial 1589 finished with value: 0.9974541683173997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:15,597] Trial 1590 finished with value: 0.997405795525273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:18,856] Trial 1591 finished with value: 0.9974290129471525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:32,898] Trial 1592 finished with value: 0.9957227787251864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:36,196] Trial 1593 finished with value: 0.9972052929451998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:39,058] Trial 1594 finished with value: 0.9973142001782168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:42,317] Trial 1595 finished with value: 0.9971759567404014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:45,072] Trial 1596 finished with value: 0.9972198868919783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:48,959] Trial 1597 finished with value: 0.9969744717451402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:54,395] Trial 1598 finished with value: 0.9852045805089027 and parameters: {'classifier': 'SVC', 'svc_c': 1.1070105051637355e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:57,955] Trial 1599 finished with value: 0.9975018187547523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:09,485] Trial 1600 finished with value: 0.9971166886102814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:12,614] Trial 1601 finished with value: 0.9975710238650118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:13,051] Trial 1602 finished with value: 0.9908341376442711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 5}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:17,956] Trial 1603 finished with value: 0.9976191518626581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:18,921] Trial 1604 finished with value: 0.9944536622922655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:22,705] Trial 1605 finished with value: 0.9975400243082208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:23,471] Trial 1606 finished with value: 0.9945882062643722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 17}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:27,060] Trial 1607 finished with value: 0.9974939662886376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:35,269] Trial 1608 finished with value: 0.9975191413046497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:44,983] Trial 1609 finished with value: 0.9963952383031414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:46,985] Trial 1610 finished with value: 0.9964546205627767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:52,088] Trial 1611 finished with value: 0.9970949726135906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:55,597] Trial 1612 finished with value: 0.9974325119562373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:57,175] Trial 1613 finished with value: 0.9975275000221263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:59,872] Trial 1614 finished with value: 0.9973446375297147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:02,130] Trial 1615 finished with value: 0.9959163814206998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:04,623] Trial 1616 finished with value: 0.9962346198309868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:07,262] Trial 1617 finished with value: 0.9975428037237296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:12,665] Trial 1618 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.173758202960642e-08, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:15,516] Trial 1619 finished with value: 0.9971112108378793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:18,854] Trial 1620 finished with value: 0.9973725588268603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:22,849] Trial 1621 finished with value: 0.9972855209481031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:25,436] Trial 1622 finished with value: 0.9973696938142149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:33,146] Trial 1623 finished with value: 0.9969082017883015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:35,982] Trial 1624 finished with value: 0.9972936203668756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:38,894] Trial 1625 finished with value: 0.9974238131988198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:41,785] Trial 1626 finished with value: 0.9975987448007474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:45,819] Trial 1627 finished with value: 0.9971671364267983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:48,845] Trial 1628 finished with value: 0.9975768331398575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:50,524] Trial 1629 finished with value: 0.9956116114675165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:54,696] Trial 1630 finished with value: 0.9974754570583798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:10,742] Trial 1631 finished with value: 0.9967153580413695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:13,452] Trial 1632 finished with value: 0.9972544456329268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:14,311] Trial 1633 finished with value: 0.987496639120636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:17,228] Trial 1634 finished with value: 0.997235361184834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:19,229] Trial 1635 finished with value: 0.9972308937569784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:22,852] Trial 1636 finished with value: 0.9878806169251626 and parameters: {'classifier': 'SVC', 'svc_c': 52474.516226435284, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:33,973] Trial 1637 finished with value: 0.9969578957025645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:36,868] Trial 1638 finished with value: 0.996660426293285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:41,075] Trial 1639 finished with value: 0.9971523969617141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:51,503] Trial 1640 finished with value: 0.9967745241341169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:54,500] Trial 1641 finished with value: 0.9974778917684756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:56,599] Trial 1642 finished with value: 0.9974666891758001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:58,276] Trial 1643 finished with value: 0.9938640332573642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:00,961] Trial 1644 finished with value: 0.9972053774949853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:03,603] Trial 1645 finished with value: 0.9974924596266942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:06,013] Trial 1646 finished with value: 0.9967935816684642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:08,667] Trial 1647 finished with value: 0.9973277570888684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:11,729] Trial 1648 finished with value: 0.9976017642817884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:19,874] Trial 1649 finished with value: 0.997314401713929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:22,141] Trial 1650 finished with value: 0.9975965401904808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:27,329] Trial 1651 finished with value: 0.9975332317612641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:28,931] Trial 1652 finished with value: 0.996632636168911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:32,947] Trial 1653 finished with value: 0.9974467232073274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:35,163] Trial 1654 finished with value: 0.9973328772702671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:47,695] Trial 1655 finished with value: 0.9968509174995637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:49,247] Trial 1656 finished with value: 0.9951380587828611 and parameters: {'classifier': 'SVC', 'svc_c': 1895.3625103534707, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:52,985] Trial 1657 finished with value: 0.9976017191822218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:00,752] Trial 1658 finished with value: 0.9967900505723547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:04,016] Trial 1659 finished with value: 0.9971707157010513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:05,519] Trial 1660 finished with value: 0.9950837523667676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:08,887] Trial 1661 finished with value: 0.9974138680937762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:11,548] Trial 1662 finished with value: 0.997359210561212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:16,347] Trial 1663 finished with value: 0.9969858371532813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:39,831] Trial 1664 finished with value: 0.9958862518634284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 72, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:45,949] Trial 1665 finished with value: 0.9972762877243236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:02,294] Trial 1666 finished with value: 0.9965639362626627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:06,655] Trial 1667 finished with value: 0.9973895195646124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:09,325] Trial 1668 finished with value: 0.997418905820091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:12,161] Trial 1669 finished with value: 0.9975103087719522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:15,745] Trial 1670 finished with value: 0.9974212647718016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:18,794] Trial 1671 finished with value: 0.9972628829017244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:25,829] Trial 1672 finished with value: 0.9969538928541986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:28,747] Trial 1673 finished with value: 0.9971747858972568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:33,466] Trial 1674 finished with value: 0.9973015615087037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:36,970] Trial 1675 finished with value: 0.989064335123102 and parameters: {'classifier': 'SVC', 'svc_c': 21594.11976664922, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:40,213] Trial 1676 finished with value: 0.99713628895806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:41,795] Trial 1677 finished with value: 0.9967943276997172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:45,241] Trial 1678 finished with value: 0.9977568673721207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:47,934] Trial 1679 finished with value: 0.9974127970346127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:50,478] Trial 1680 finished with value: 0.9973569644695005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:53,683] Trial 1681 finished with value: 0.9973678459062904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:56,467] Trial 1682 finished with value: 0.9973772499434875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:58,849] Trial 1683 finished with value: 0.9971238041856604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:01,919] Trial 1684 finished with value: 0.9974354594239662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:04,572] Trial 1685 finished with value: 0.9973678858960536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:07,318] Trial 1686 finished with value: 0.9973409435546644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:10,768] Trial 1687 finished with value: 0.997372554447029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:17,506] Trial 1688 finished with value: 0.9970198878020691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:20,583] Trial 1689 finished with value: 0.9974215998288907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:23,682] Trial 1690 finished with value: 0.9975973019954738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:26,801] Trial 1691 finished with value: 0.9974197650604598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:29,588] Trial 1692 finished with value: 0.9920521013617501 and parameters: {'classifier': 'SVC', 'svc_c': 33.633779065874876, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:32,182] Trial 1693 finished with value: 0.9973009421434395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:34,957] Trial 1694 finished with value: 0.997348443793482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:43,612] Trial 1695 finished with value: 0.9967017926884343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:46,680] Trial 1696 finished with value: 0.9972605195384446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:52,547] Trial 1697 finished with value: 0.9972877539955346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:53,984] Trial 1698 finished with value: 0.9962711181706746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:00,118] Trial 1699 finished with value: 0.9971758444516848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:02,032] Trial 1700 finished with value: 0.9973537834425105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:05,507] Trial 1701 finished with value: 0.9974483497750852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:07,172] Trial 1702 finished with value: 0.9969974383105988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:10,613] Trial 1703 finished with value: 0.9974955553739266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:13,555] Trial 1704 finished with value: 0.9971107431798126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:16,528] Trial 1705 finished with value: 0.9973274064802045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:19,417] Trial 1706 finished with value: 0.9973182088346197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:32,332] Trial 1707 finished with value: 0.9964232752214838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:36,125] Trial 1708 finished with value: 0.9975690668104235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:39,124] Trial 1709 finished with value: 0.9973204398825631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:41,406] Trial 1710 finished with value: 0.9974660558458565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:47,884] Trial 1711 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.041475272931913e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:51,081] Trial 1712 finished with value: 0.9974277017589811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:52,868] Trial 1713 finished with value: 0.9972763493276021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:56,675] Trial 1714 finished with value: 0.9972946336313094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:58,461] Trial 1715 finished with value: 0.9968459138597615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:01,094] Trial 1716 finished with value: 0.9973542512275286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:02,101] Trial 1717 finished with value: 0.9887290847183422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:05,853] Trial 1718 finished with value: 0.9972418361305507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:23,447] Trial 1719 finished with value: 0.9968135333231406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:26,163] Trial 1720 finished with value: 0.9975598706565201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:32,913] Trial 1721 finished with value: 0.9949603948962172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 34}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:36,082] Trial 1722 finished with value: 0.9973740468586522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:39,578] Trial 1723 finished with value: 0.9941274307534579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:42,454] Trial 1724 finished with value: 0.996763671864464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:45,739] Trial 1725 finished with value: 0.9972529748030808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 82}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:47,210] Trial 1726 finished with value: 0.9964959292266723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:51,794] Trial 1727 finished with value: 0.9974540215613154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:54,119] Trial 1728 finished with value: 0.997398642911756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:00,826] Trial 1729 finished with value: 0.9973096429955587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:06,426] Trial 1730 finished with value: 0.995023412447512 and parameters: {'classifier': 'SVC', 'svc_c': 351696.16645347973, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:07,913] Trial 1731 finished with value: 0.9971540729136561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:09,356] Trial 1732 finished with value: 0.997225434995583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 39}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:12,500] Trial 1733 finished with value: 0.9973849813612231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:15,293] Trial 1734 finished with value: 0.9974728664834206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:18,702] Trial 1735 finished with value: 0.9972914280709171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:21,606] Trial 1736 finished with value: 0.9974283919315169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:24,611] Trial 1737 finished with value: 0.9975290016377425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:27,634] Trial 1738 finished with value: 0.9974591791617069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:30,407] Trial 1739 finished with value: 0.9972589764096457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:35,007] Trial 1740 finished with value: 0.9973886509298229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:38,910] Trial 1741 finished with value: 0.9974986242391517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:41,772] Trial 1742 finished with value: 0.9973905824671337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:44,545] Trial 1743 finished with value: 0.9972665673871406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:47,867] Trial 1744 finished with value: 0.9974083665496813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:51,776] Trial 1745 finished with value: 0.9974459480406755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:54,952] Trial 1746 finished with value: 0.9974394053980019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:06,886] Trial 1747 finished with value: 0.9968509490470437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:11,282] Trial 1748 finished with value: 0.9972995927428275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:17,028] Trial 1749 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.5419180891402114e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:20,187] Trial 1750 finished with value: 0.9972397809740903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:22,938] Trial 1751 finished with value: 0.9966612412910111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:24,530] Trial 1752 finished with value: 0.9973988026803822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:27,638] Trial 1753 finished with value: 0.9974314660969723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:29,018] Trial 1754 finished with value: 0.9925690481764633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:32,654] Trial 1755 finished with value: 0.9974502374506079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:36,349] Trial 1756 finished with value: 0.9976098300266413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:40,631] Trial 1757 finished with value: 0.99701588530282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:52,662] Trial 1758 finished with value: 0.9967871860040404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:54,802] Trial 1759 finished with value: 0.997224128853739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:57,309] Trial 1760 finished with value: 0.9975088393068363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:58,776] Trial 1761 finished with value: 0.996282247766163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:01,024] Trial 1762 finished with value: 0.9976975428120011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:03,496] Trial 1763 finished with value: 0.9974118314722538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:05,589] Trial 1764 finished with value: 0.9973971757952452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:07,546] Trial 1765 finished with value: 0.9973409185451931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:10,061] Trial 1766 finished with value: 0.9973886122730514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:12,317] Trial 1767 finished with value: 0.99743295555697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:18,713] Trial 1768 finished with value: 0.9850787220277679 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002617060147672025, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:20,798] Trial 1769 finished with value: 0.9973877610306353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:23,186] Trial 1770 finished with value: 0.9973938196384818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:25,725] Trial 1771 finished with value: 0.9971430823302022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:27,645] Trial 1772 finished with value: 0.9972979704279493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:30,397] Trial 1773 finished with value: 0.997538108893767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:33,030] Trial 1774 finished with value: 0.9972571505595665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:38,735] Trial 1775 finished with value: 0.997277858211199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:40,274] Trial 1776 finished with value: 0.9964779782662069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:42,622] Trial 1777 finished with value: 0.997193617362489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:44,191] Trial 1778 finished with value: 0.9951152095841843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:46,602] Trial 1779 finished with value: 0.9974928285798685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:47,851] Trial 1780 finished with value: 0.9956377391602972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:49,216] Trial 1781 finished with value: 0.9964041092069689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:51,267] Trial 1782 finished with value: 0.9974060159133025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:02,743] Trial 1783 finished with value: 0.9963416378015858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:05,313] Trial 1784 finished with value: 0.997361184214726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:09,666] Trial 1785 finished with value: 0.9975133835721658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:15,912] Trial 1786 finished with value: 0.9852051536320356 and parameters: {'classifier': 'SVC', 'svc_c': 8.282390600376457e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:18,272] Trial 1787 finished with value: 0.9974118487376753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:20,946] Trial 1788 finished with value: 0.9975039877550866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:22,192] Trial 1789 finished with value: 0.9968049169255929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 55}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:26,012] Trial 1790 finished with value: 0.9973697521484889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:28,992] Trial 1791 finished with value: 0.997439085352943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:30,460] Trial 1792 finished with value: 0.9969923811924226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:32,823] Trial 1793 finished with value: 0.9957437443107927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:37,964] Trial 1794 finished with value: 0.9973146774846072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:38,888] Trial 1795 finished with value: 0.9967477896125455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 29}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:40,436] Trial 1796 finished with value: 0.9967829508024537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:41,944] Trial 1797 finished with value: 0.9967435353047387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:46,300] Trial 1798 finished with value: 0.9972720349081983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:48,611] Trial 1799 finished with value: 0.9975195883330764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:08,190] Trial 1800 finished with value: 0.996243107055251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:10,707] Trial 1801 finished with value: 0.9972908584389538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:13,343] Trial 1802 finished with value: 0.9974271529788229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:16,596] Trial 1803 finished with value: 0.9973755706273275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:19,522] Trial 1804 finished with value: 0.9973536598868367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:22,371] Trial 1805 finished with value: 0.99578723597144 and parameters: {'classifier': 'SVC', 'svc_c': 7080.230324123575, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:30,984] Trial 1806 finished with value: 0.9967218711043131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:53,685] Trial 1807 finished with value: 0.9964775766229877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:57,226] Trial 1808 finished with value: 0.9973144416084788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:02,323] Trial 1809 finished with value: 0.9969579186490716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:06,441] Trial 1810 finished with value: 0.9973700507704604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:08,849] Trial 1811 finished with value: 0.9971723229086855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:11,359] Trial 1812 finished with value: 0.9977569580155844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:13,478] Trial 1813 finished with value: 0.9973334504568757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:16,076] Trial 1814 finished with value: 0.99741118100384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:19,199] Trial 1815 finished with value: 0.9974124739109768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:21,554] Trial 1816 finished with value: 0.997568807638671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:23,882] Trial 1817 finished with value: 0.9975260476637428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:34,507] Trial 1818 finished with value: 0.996375842284011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:37,492] Trial 1819 finished with value: 0.9974979826890901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:40,065] Trial 1820 finished with value: 0.9974740224732243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:44,998] Trial 1821 finished with value: 0.9969862818965786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:47,447] Trial 1822 finished with value: 0.9973242501453067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:50,110] Trial 1823 finished with value: 0.9973169568693837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:08,235] Trial 1824 finished with value: 0.9966045680522057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:11,888] Trial 1825 finished with value: 0.9872962956426928 and parameters: {'classifier': 'SVC', 'svc_c': 113243.53064441594, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:14,381] Trial 1826 finished with value: 0.9974770210707221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:16,524] Trial 1827 finished with value: 0.9975636601626722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:19,242] Trial 1828 finished with value: 0.997423564119722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:25,025] Trial 1829 finished with value: 0.9970901999305412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:26,278] Trial 1830 finished with value: 0.9874878650174262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:31,833] Trial 1831 finished with value: 0.9971250944585505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:41,171] Trial 1832 finished with value: 0.9970433401479394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:43,855] Trial 1833 finished with value: 0.9975344293277265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:47,198] Trial 1834 finished with value: 0.997603335689063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:55,720] Trial 1835 finished with value: 0.9969486988504274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:58,753] Trial 1836 finished with value: 0.9968926890291018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:01,161] Trial 1837 finished with value: 0.9974611350737307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:03,515] Trial 1838 finished with value: 0.9973395719057793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:06,751] Trial 1839 finished with value: 0.9975377890073976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:08,854] Trial 1840 finished with value: 0.9975515167632053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:11,481] Trial 1841 finished with value: 0.997452040893724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:17,115] Trial 1842 finished with value: 0.9972163381178545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:23,216] Trial 1843 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5447473003306085e-07, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:25,968] Trial 1844 finished with value: 0.9969681829739888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:28,431] Trial 1845 finished with value: 0.9972968219282917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:31,716] Trial 1846 finished with value: 0.9972174975353522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:34,573] Trial 1847 finished with value: 0.9972418796114839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:36,055] Trial 1848 finished with value: 0.9952347675828795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:38,761] Trial 1849 finished with value: 0.9975704533126493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:41,268] Trial 1850 finished with value: 0.9971428976790566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:42,327] Trial 1851 finished with value: 0.9969784689758967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:44,983] Trial 1852 finished with value: 0.9974558491569793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:46,938] Trial 1853 finished with value: 0.9975417860159886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:49,300] Trial 1854 finished with value: 0.9972581069496703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:52,424] Trial 1855 finished with value: 0.9971692334455587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:01,608] Trial 1856 finished with value: 0.9966566042875158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:09,327] Trial 1857 finished with value: 0.9973840346194432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:10,220] Trial 1858 finished with value: 0.9965343790668144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 24}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:13,512] Trial 1859 finished with value: 0.9973737509978786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:14,382] Trial 1860 finished with value: 0.9952832606616755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 21}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:16,209] Trial 1861 finished with value: 0.9955084496526755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:18,679] Trial 1862 finished with value: 0.9971258821299381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:20,145] Trial 1863 finished with value: 0.9973750027409493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 75}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:26,873] Trial 1864 finished with value: 0.9854046667828437 and parameters: {'classifier': 'SVC', 'svc_c': 0.15240617365577627, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:29,310] Trial 1865 finished with value: 0.9971602664710852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:31,667] Trial 1866 finished with value: 0.9972035924598556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:33,484] Trial 1867 finished with value: 0.9972692726946356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:44,896] Trial 1868 finished with value: 0.9967879276871999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:48,325] Trial 1869 finished with value: 0.9973965095530916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:53,871] Trial 1870 finished with value: 0.9972856943322913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:57,518] Trial 1871 finished with value: 0.9975635911009855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:00,781] Trial 1872 finished with value: 0.9973465512620594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:04,444] Trial 1873 finished with value: 0.9970755425714235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:07,148] Trial 1874 finished with value: 0.9974331846411862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:08,653] Trial 1875 finished with value: 0.9941208300304135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:11,536] Trial 1876 finished with value: 0.9974423402340435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:18,248] Trial 1877 finished with value: 0.9972831463178659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:20,932] Trial 1878 finished with value: 0.9975969552270967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:22,789] Trial 1879 finished with value: 0.9961929231076966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:24,327] Trial 1880 finished with value: 0.9971200127117581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:30,137] Trial 1881 finished with value: 0.9853809054367062 and parameters: {'classifier': 'SVC', 'svc_c': 0.0069913058486244925, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:32,870] Trial 1882 finished with value: 0.997625730337429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:44,298] Trial 1883 finished with value: 0.996591087598173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:47,333] Trial 1884 finished with value: 0.9975124236591544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:58,030] Trial 1885 finished with value: 0.9958724671063388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:59,646] Trial 1886 finished with value: 0.9974639426090254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:12,833] Trial 1887 finished with value: 0.9968830239476157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:16,009] Trial 1888 finished with value: 0.9973948594675442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:19,485] Trial 1889 finished with value: 0.9971724586834537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:27,083] Trial 1890 finished with value: 0.9956345451525032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:29,140] Trial 1891 finished with value: 0.9975174544666054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:38,842] Trial 1892 finished with value: 0.9964990611233815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 41, 'rf_n_estimators': 110}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:41,447] Trial 1893 finished with value: 0.9973185645530865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:44,675] Trial 1894 finished with value: 0.9975780102671075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:48,229] Trial 1895 finished with value: 0.9971541959615234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:52,214] Trial 1896 finished with value: 0.9972466819377392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:55,406] Trial 1897 finished with value: 0.9971274040260774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:03,757] Trial 1898 finished with value: 0.9964533498404374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 70}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:10,177] Trial 1899 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.4936903954622548e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:18,496] Trial 1900 finished with value: 0.9970255663484737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:20,089] Trial 1901 finished with value: 0.9970363669805512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 78}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:21,289] Trial 1902 finished with value: 0.9898273387299282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:34,553] Trial 1903 finished with value: 0.9966265869554851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:37,929] Trial 1904 finished with value: 0.9974993755071594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:39,059] Trial 1905 finished with value: 0.9959484521318679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:55,219] Trial 1906 finished with value: 0.99636540162328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:56,478] Trial 1907 finished with value: 0.9933783737035733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:58,791] Trial 1908 finished with value: 0.9968127155324787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:01,961] Trial 1909 finished with value: 0.997437756486757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:11,571] Trial 1910 finished with value: 0.9959166882627892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 58, 'rf_n_estimators': 61}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:13,420] Trial 1911 finished with value: 0.9972243344519036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:16,123] Trial 1912 finished with value: 0.9976024316030309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:19,061] Trial 1913 finished with value: 0.9974783053134099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:22,818] Trial 1914 finished with value: 0.9975810729434406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:25,427] Trial 1915 finished with value: 0.9975108161976168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:28,025] Trial 1916 finished with value: 0.9974381983419051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:31,168] Trial 1917 finished with value: 0.9977162010834721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:34,980] Trial 1918 finished with value: 0.997380095342106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:37,050] Trial 1919 finished with value: 0.9950731644104079 and parameters: {'classifier': 'SVC', 'svc_c': 1033.1951580851864, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:40,899] Trial 1920 finished with value: 0.9972903489820633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:42,492] Trial 1921 finished with value: 0.9967315619252423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:45,197] Trial 1922 finished with value: 0.9968094579853939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:48,558] Trial 1923 finished with value: 0.9973118279600607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:53,209] Trial 1924 finished with value: 0.9972868971672466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:55,382] Trial 1925 finished with value: 0.9972044396080816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:59,230] Trial 1926 finished with value: 0.9974488038493273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:06,602] Trial 1927 finished with value: 0.9968753371851159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:09,437] Trial 1928 finished with value: 0.9974404212014685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:23,049] Trial 1929 finished with value: 0.9962805238582431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:27,004] Trial 1930 finished with value: 0.9973504389335591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:30,878] Trial 1931 finished with value: 0.9970938091971165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:32,949] Trial 1932 finished with value: 0.996952089188917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:35,987] Trial 1933 finished with value: 0.9973953384877818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:37,972] Trial 1934 finished with value: 0.9973368802455845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:41,140] Trial 1935 finished with value: 0.9974892852011891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:52,448] Trial 1936 finished with value: 0.9967800278046516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:03,421] Trial 1937 finished with value: 0.997005615455507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:09,994] Trial 1938 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011416342394456433, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:18,108] Trial 1939 finished with value: 0.9972056178144206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:20,720] Trial 1940 finished with value: 0.9974424294493017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:24,121] Trial 1941 finished with value: 0.9974692166240615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:33,888] Trial 1942 finished with value: 0.9969642072615338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:36,271] Trial 1943 finished with value: 0.9975690904869023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:44,440] Trial 1944 finished with value: 0.9969029160619778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:48,044] Trial 1945 finished with value: 0.9973581401368069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:51,224] Trial 1946 finished with value: 0.9974117935137162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:53,848] Trial 1947 finished with value: 0.9972958603331712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:58,426] Trial 1948 finished with value: 0.997456680372776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:59,112] Trial 1949 finished with value: 0.9962403866087742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 17}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:01,600] Trial 1950 finished with value: 0.9972026388626877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:04,731] Trial 1951 finished with value: 0.9973584277774622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:11,605] Trial 1952 finished with value: 0.9971061275994052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:18,846] Trial 1953 finished with value: 0.9970799745797745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:21,107] Trial 1954 finished with value: 0.9974135078685263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:24,148] Trial 1955 finished with value: 0.9972578920205609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:30,592] Trial 1956 finished with value: 0.9852278521073901 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006800460356819659, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:47,770] Trial 1957 finished with value: 0.9967395920284249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:51,327] Trial 1958 finished with value: 0.9974207343678919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:57,122] Trial 1959 finished with value: 0.9972683097982608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:59,694] Trial 1960 finished with value: 0.9974185215692452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:02,914] Trial 1961 finished with value: 0.9968370701870586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 45}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:06,506] Trial 1962 finished with value: 0.9973368260372385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:11,363] Trial 1963 finished with value: 0.9972884080503318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:14,502] Trial 1964 finished with value: 0.9974412470535586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:32,940] Trial 1965 finished with value: 0.9952773996857788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:36,382] Trial 1966 finished with value: 0.9976739674182634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:39,590] Trial 1967 finished with value: 0.9974460755318496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:58,324] Trial 1968 finished with value: 0.9951978365602994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:00,932] Trial 1969 finished with value: 0.9971313362258613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:02,692] Trial 1970 finished with value: 0.9960686536801132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:12,152] Trial 1971 finished with value: 0.9972739753955991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:15,459] Trial 1972 finished with value: 0.9975239210017768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:18,308] Trial 1973 finished with value: 0.9973946581857351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:21,052] Trial 1974 finished with value: 0.9975397579002254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:25,377] Trial 1975 finished with value: 0.9857618928003772 and parameters: {'classifier': 'SVC', 'svc_c': 0.45101258804373096, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:28,068] Trial 1976 finished with value: 0.9969035720845252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:30,234] Trial 1977 finished with value: 0.9967043900553058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:33,192] Trial 1978 finished with value: 0.9976683109614424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:47,359] Trial 1979 finished with value: 0.9964517188928483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:54,084] Trial 1980 finished with value: 0.9974092979303141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:57,679] Trial 1981 finished with value: 0.9974771403417785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:58,815] Trial 1982 finished with value: 0.9957053465842947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:02,219] Trial 1983 finished with value: 0.9972635019178716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:04,095] Trial 1984 finished with value: 0.9973389771691311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:08,193] Trial 1985 finished with value: 0.9974511780034957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:10,311] Trial 1986 finished with value: 0.9967092114877815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:12,718] Trial 1987 finished with value: 0.9974494619983147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:16,268] Trial 1988 finished with value: 0.9973727421767516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:19,174] Trial 1989 finished with value: 0.99722717442334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:21,777] Trial 1990 finished with value: 0.9974405647202861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:24,812] Trial 1991 finished with value: 0.9974035874238366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:28,413] Trial 1992 finished with value: 0.9973676091097627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:31,316] Trial 1993 finished with value: 0.9973340411628095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:34,277] Trial 1994 finished with value: 0.9895199188836364 and parameters: {'classifier': 'SVC', 'svc_c': 3.8908136618157863, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:37,764] Trial 1995 finished with value: 0.9975734281067163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:40,073] Trial 1996 finished with value: 0.991351876510203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:43,523] Trial 1997 finished with value: 0.997337088287568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:53,601] Trial 1998 finished with value: 0.997163472888401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:55,183] Trial 1999 finished with value: 0.9951537384517161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:09,243] Trial 2000 finished with value: 0.9970393811296235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:21,325] Trial 2001 finished with value: 0.9961840764516304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:26,644] Trial 2002 finished with value: 0.9974635288419257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:29,717] Trial 2003 finished with value: 0.9975865060288687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:40,024] Trial 2004 finished with value: 0.9963623102876168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:43,147] Trial 2005 finished with value: 0.9975913005158606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:45,530] Trial 2006 finished with value: 0.9971026489660568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:48,848] Trial 2007 finished with value: 0.9976263165048421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:52,619] Trial 2008 finished with value: 0.9973469886739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:54,292] Trial 2009 finished with value: 0.9970647785014154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:57,492] Trial 2010 finished with value: 0.9975423163564224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:12,938] Trial 2011 finished with value: 0.9967148517265315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:15,424] Trial 2012 finished with value: 0.9975343267190717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:17,121] Trial 2013 finished with value: 0.9973193113777872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:22,297] Trial 2014 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9316821508.50731, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:25,620] Trial 2015 finished with value: 0.9975973006624818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:28,081] Trial 2016 finished with value: 0.9974688657297563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:32,262] Trial 2017 finished with value: 0.9936364692870104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:39,739] Trial 2018 finished with value: 0.9949447215114681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 37}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:42,632] Trial 2019 finished with value: 0.9970866995567262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 72}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:45,750] Trial 2020 finished with value: 0.9976021642428984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:49,389] Trial 2021 finished with value: 0.9973823599052798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:52,345] Trial 2022 finished with value: 0.9973362641810626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:55,417] Trial 2023 finished with value: 0.9969575649935688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:57,529] Trial 2024 finished with value: 0.9970383007395154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:34:00,420] Trial 2025 finished with value: 0.9974503636722658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:34:01,527] Trial 2026 finished with value: 0.9946477552749734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:34:04,229] Trial 2027 finished with value: 0.9975270899366241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:34:07,281] Trial 2028 finished with value: 0.9973648023996535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:34:11,137] Trial 2029 finished with value: 0.9972604445735073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:34:14,460] Trial 2030 finished with value: 0.996971965180422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:37:57,485] Trial 2031 finished with value: 0.9897209175906795 and parameters: {'classifier': 'SVC', 'svc_c': 1218401018.2595482, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:00,088] Trial 2032 finished with value: 0.9974396785344336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:03,645] Trial 2033 finished with value: 0.9971303097901957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:06,611] Trial 2034 finished with value: 0.9974317903631729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:08,053] Trial 2035 finished with value: 0.9969843061166249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:16,437] Trial 2036 finished with value: 0.9961035759470538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:19,271] Trial 2037 finished with value: 0.9973770476778032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:23,590] Trial 2038 finished with value: 0.9973793783827763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:26,364] Trial 2039 finished with value: 0.9976508243583012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:29,902] Trial 2040 finished with value: 0.9974280560492422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:32,893] Trial 2041 finished with value: 0.997451494208268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:35,298] Trial 2042 finished with value: 0.9974374671957307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:38,644] Trial 2043 finished with value: 0.997353201527977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:40,680] Trial 2044 finished with value: 0.9962598636865203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:51,578] Trial 2045 finished with value: 0.9968454212239618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:54,959] Trial 2046 finished with value: 0.9972207917714581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:00,133] Trial 2047 finished with value: 0.9976710092231217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:02,477] Trial 2048 finished with value: 0.9976384467013394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:05,239] Trial 2049 finished with value: 0.9974297179412911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:07,588] Trial 2050 finished with value: 0.9914272268727964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:10,386] Trial 2051 finished with value: 0.9901785082660549 and parameters: {'classifier': 'SVC', 'svc_c': 12.494053325749759, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:12,997] Trial 2052 finished with value: 0.9973378222266783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:16,168] Trial 2053 finished with value: 0.9970835077705855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:20,123] Trial 2054 finished with value: 0.9975185598661849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:24,112] Trial 2055 finished with value: 0.9973980381776669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:25,588] Trial 2056 finished with value: 0.9921851897064687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:28,409] Trial 2057 finished with value: 0.9973447699720026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:30,959] Trial 2058 finished with value: 0.9972918000391925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:37,706] Trial 2059 finished with value: 0.9972658066929743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:40,285] Trial 2060 finished with value: 0.9976556584542018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:44,360] Trial 2061 finished with value: 0.9973199220786029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:47,127] Trial 2062 finished with value: 0.9975626082414669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:59,562] Trial 2063 finished with value: 0.9966565827057386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:40:03,120] Trial 2064 finished with value: 0.9974166341476259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:40:05,019] Trial 2065 finished with value: 0.9974423804142344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:40:07,284] Trial 2066 finished with value: 0.9972672526720388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:40:10,909] Trial 2067 finished with value: 0.997663781676405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:40:13,426] Trial 2068 finished with value: 0.9973058976368362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:41:48,426] Trial 2069 finished with value: 0.9902473792078869 and parameters: {'classifier': 'SVC', 'svc_c': 85449997.2850314, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:41:51,133] Trial 2070 finished with value: 0.9976357836369992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:41:53,675] Trial 2071 finished with value: 0.9972515997265017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:41:54,883] Trial 2072 finished with value: 0.9967335492577943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:06,564] Trial 2073 finished with value: 0.9966649663692108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:09,815] Trial 2074 finished with value: 0.9974365835489106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:11,276] Trial 2075 finished with value: 0.9970292118280014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 90}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:16,859] Trial 2076 finished with value: 0.9972170342571168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:26,600] Trial 2077 finished with value: 0.9972866274267709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:27,793] Trial 2078 finished with value: 0.9957542493677382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 27}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:30,532] Trial 2079 finished with value: 0.9970425276892462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:44,510] Trial 2080 finished with value: 0.9969638622070036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:47,885] Trial 2081 finished with value: 0.9976831093638207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:51,613] Trial 2082 finished with value: 0.9974081984974613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:55,588] Trial 2083 finished with value: 0.9973179837811178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:59,877] Trial 2084 finished with value: 0.9975726583037706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:03,130] Trial 2085 finished with value: 0.997615331189881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:06,828] Trial 2086 finished with value: 0.9973694580967761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:19,408] Trial 2087 finished with value: 0.9967012492085067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:22,300] Trial 2088 finished with value: 0.9973245336282961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:22,911] Trial 2089 finished with value: 0.9959952087027947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 10}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:25,111] Trial 2090 finished with value: 0.9963199816625887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:30,445] Trial 2091 finished with value: 0.9867799090337847 and parameters: {'classifier': 'SVC', 'svc_c': 1641113.8048058404, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:33,239] Trial 2092 finished with value: 0.9972784754817613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:37,100] Trial 2093 finished with value: 0.9973256915858503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:40,559] Trial 2094 finished with value: 0.9970708936344752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:43,780] Trial 2095 finished with value: 0.9973057437079849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:48,092] Trial 2096 finished with value: 0.9973119557051383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:51,796] Trial 2097 finished with value: 0.9975342831429247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:54,569] Trial 2098 finished with value: 0.996899900611651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:57,645] Trial 2099 finished with value: 0.9974432814851655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:00,553] Trial 2100 finished with value: 0.9973378351122687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:03,129] Trial 2101 finished with value: 0.9964680907019895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:04,035] Trial 2102 finished with value: 0.9913471703180696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 44, 'rf_n_estimators': 6}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:06,913] Trial 2103 finished with value: 0.9971712931405398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:09,178] Trial 2104 finished with value: 0.9966336637154033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:13,113] Trial 2105 finished with value: 0.9974596012124004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:17,162] Trial 2106 finished with value: 0.9973448835937114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:25,381] Trial 2107 finished with value: 0.9967412076466048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:31,868] Trial 2108 finished with value: 0.9973586436587089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:33,201] Trial 2109 finished with value: 0.9968105018451706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:39,728] Trial 2110 finished with value: 0.9853822179261318 and parameters: {'classifier': 'SVC', 'svc_c': 0.02290556065349127, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:42,787] Trial 2111 finished with value: 0.9971836264279069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:44,371] Trial 2112 finished with value: 0.99436039200888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:47,070] Trial 2113 finished with value: 0.9976213773247299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:50,358] Trial 2114 finished with value: 0.9968902657446527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:53,085] Trial 2115 finished with value: 0.9975620206775858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:57,053] Trial 2116 finished with value: 0.9972961815842706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:01,002] Trial 2117 finished with value: 0.9974481907364309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:05,178] Trial 2118 finished with value: 0.9974643191792976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:08,785] Trial 2119 finished with value: 0.9976300754156512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:14,746] Trial 2120 finished with value: 0.9974748029083691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:17,276] Trial 2121 finished with value: 0.9973508396246409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:18,516] Trial 2122 finished with value: 0.9965016847375026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:21,862] Trial 2123 finished with value: 0.9973511783315895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:27,029] Trial 2124 finished with value: 0.9974471673158666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:29,463] Trial 2125 finished with value: 0.997485866457272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:33,124] Trial 2126 finished with value: 0.9866152507386019 and parameters: {'classifier': 'SVC', 'svc_c': 13411041.350901498, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:51,979] Trial 2127 finished with value: 0.9963537261675209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:54,327] Trial 2128 finished with value: 0.9975506571419815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:03,152] Trial 2129 finished with value: 0.9924842344267856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 71, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:06,759] Trial 2130 finished with value: 0.9970287508348955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:09,924] Trial 2131 finished with value: 0.9973489980325599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:12,524] Trial 2132 finished with value: 0.9974115643342865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:13,980] Trial 2133 finished with value: 0.9969155270242972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:16,599] Trial 2134 finished with value: 0.9976587091970816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:20,552] Trial 2135 finished with value: 0.9974525326408624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:22,348] Trial 2136 finished with value: 0.9966057235024651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:25,190] Trial 2137 finished with value: 0.9971993203153445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:27,496] Trial 2138 finished with value: 0.9976101451523246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:31,305] Trial 2139 finished with value: 0.9973149236755553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:33,303] Trial 2140 finished with value: 0.9973935882056607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:36,446] Trial 2141 finished with value: 0.9973233085450678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:40,110] Trial 2142 finished with value: 0.9978339738248723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:46:43,151] Trial 2143 finished with value: 0.9972256887401533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:46:46,946] Trial 2144 finished with value: 0.997429068615442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:46:52,384] Trial 2145 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.875052825723279e-05, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:46:55,672] Trial 2146 finished with value: 0.9972034148862631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:46:59,238] Trial 2147 finished with value: 0.9973871422049155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:03,994] Trial 2148 finished with value: 0.9972506464149751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:08,327] Trial 2149 finished with value: 0.9974666118939953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:11,807] Trial 2150 finished with value: 0.9972047866938377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:15,961] Trial 2151 finished with value: 0.9974154110321477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:20,634] Trial 2152 finished with value: 0.9975595309339585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:24,285] Trial 2153 finished with value: 0.9974479936757633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:28,404] Trial 2154 finished with value: 0.9973121681904287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:32,254] Trial 2155 finished with value: 0.9973519993277801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:37,595] Trial 2156 finished with value: 0.9975250670893535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:41,439] Trial 2157 finished with value: 0.9974735504670643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:44,697] Trial 2158 finished with value: 0.9967879816416426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:51,163] Trial 2159 finished with value: 0.9970005053032874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:56,073] Trial 2160 finished with value: 0.9972547693595829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:00,698] Trial 2161 finished with value: 0.9968785055486807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:03,020] Trial 2162 finished with value: 0.9974109293222339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:03,862] Trial 2163 finished with value: 0.9897286506587862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 53}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:07,622] Trial 2164 finished with value: 0.9972698863153386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:11,661] Trial 2165 finished with value: 0.98670273907348 and parameters: {'classifier': 'SVC', 'svc_c': 4376415.7030807985, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:13,386] Trial 2166 finished with value: 0.9938895850975515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:17,126] Trial 2167 finished with value: 0.9973808696200966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:22,317] Trial 2168 finished with value: 0.9972203194479192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:26,687] Trial 2169 finished with value: 0.9971241005859781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:37,467] Trial 2170 finished with value: 0.9969660070230525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:41,185] Trial 2171 finished with value: 0.9973049758727894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:54,849] Trial 2172 finished with value: 0.9967577696610254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:58,244] Trial 2173 finished with value: 0.9974579269425677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:01,359] Trial 2174 finished with value: 0.997628558375412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:03,390] Trial 2175 finished with value: 0.9971314760630815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 47}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:06,424] Trial 2176 finished with value: 0.9974318822444151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:09,822] Trial 2177 finished with value: 0.9971035203937824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:10,925] Trial 2178 finished with value: 0.9951758239093876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:14,040] Trial 2179 finished with value: 0.9976416828888125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:16,355] Trial 2180 finished with value: 0.9969629469809659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 57}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:19,218] Trial 2181 finished with value: 0.9972859286215243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:26,311] Trial 2182 finished with value: 0.9970545397255138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:28,659] Trial 2183 finished with value: 0.9926846781647786 and parameters: {'classifier': 'SVC', 'svc_c': 64.54423561652725, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:32,474] Trial 2184 finished with value: 0.997480378814381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:36,367] Trial 2185 finished with value: 0.9976105556821576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:39,098] Trial 2186 finished with value: 0.9974873956848679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:42,399] Trial 2187 finished with value: 0.9972302836591832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:43,729] Trial 2188 finished with value: 0.997204220933899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 87}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:48,822] Trial 2189 finished with value: 0.9974779264262708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:51,899] Trial 2190 finished with value: 0.9971062973654723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:56,032] Trial 2191 finished with value: 0.9971640781937724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:00,518] Trial 2192 finished with value: 0.9974016471586014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:04,895] Trial 2193 finished with value: 0.9975016918983362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:08,265] Trial 2194 finished with value: 0.9973901370256022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:11,926] Trial 2195 finished with value: 0.9969917327234971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:15,095] Trial 2196 finished with value: 0.9975025702449255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:18,426] Trial 2197 finished with value: 0.9974920959420124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:21,880] Trial 2198 finished with value: 0.9974584149763709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:25,592] Trial 2199 finished with value: 0.9972646435621414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:27,027] Trial 2200 finished with value: 0.9949083339053392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:31,906] Trial 2201 finished with value: 0.9972096378012566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:34,862] Trial 2202 finished with value: 0.9907797376648263 and parameters: {'classifier': 'SVC', 'svc_c': 10793.664769382214, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:39,373] Trial 2203 finished with value: 0.9967476808784747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:42,383] Trial 2204 finished with value: 0.9971852195121724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:45,116] Trial 2205 finished with value: 0.993697834626318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:46,740] Trial 2206 finished with value: 0.9964702902659287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:48,498] Trial 2207 finished with value: 0.9970974665783597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:51,947] Trial 2208 finished with value: 0.9972768151766078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:55,496] Trial 2209 finished with value: 0.997486180694294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:58,331] Trial 2210 finished with value: 0.9968770530633454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:02,269] Trial 2211 finished with value: 0.9976770978232908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:05,500] Trial 2212 finished with value: 0.9973215044989314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:06,499] Trial 2213 finished with value: 0.9881619822662883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:13,839] Trial 2214 finished with value: 0.9972648938790177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:17,950] Trial 2215 finished with value: 0.9973220600392638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:19,168] Trial 2216 finished with value: 0.9969116315770101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:22,727] Trial 2217 finished with value: 0.9973428683000627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:40,134] Trial 2218 finished with value: 0.996670936301344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:43,180] Trial 2219 finished with value: 0.9975267367254516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:47,102] Trial 2220 finished with value: 0.9963105350013816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:54,082] Trial 2221 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2427240252007303e-06, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:55,927] Trial 2222 finished with value: 0.9974775334157625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:58,775] Trial 2223 finished with value: 0.9974892363565493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:00,741] Trial 2224 finished with value: 0.997376119312272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:02,800] Trial 2225 finished with value: 0.997201172380935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:05,338] Trial 2226 finished with value: 0.9971055649815194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:08,064] Trial 2227 finished with value: 0.9970749474539206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:09,182] Trial 2228 finished with value: 0.9933416957908051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:28,045] Trial 2229 finished with value: 0.9966523162423133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:34,392] Trial 2230 finished with value: 0.9972281878464634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:37,781] Trial 2231 finished with value: 0.9968928385781218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:40,020] Trial 2232 finished with value: 0.9973689675239404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:42,645] Trial 2233 finished with value: 0.9972920668597807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:46,365] Trial 2234 finished with value: 0.9973034615937483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:49,131] Trial 2235 finished with value: 0.9974252700957243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:59,442] Trial 2236 finished with value: 0.9970022589813645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:03,516] Trial 2237 finished with value: 0.9977022749022669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:10,582] Trial 2238 finished with value: 0.9959159297585387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:12,227] Trial 2239 finished with value: 0.9971988782380313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:19,222] Trial 2240 finished with value: 0.9852056456965531 and parameters: {'classifier': 'SVC', 'svc_c': 2.791157495807899e-09, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:22,255] Trial 2241 finished with value: 0.9975477028188645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:31,116] Trial 2242 finished with value: 0.9972829256441953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:32,842] Trial 2243 finished with value: 0.9967472536227642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:33,554] Trial 2244 finished with value: 0.996624918906282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 15}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:35,507] Trial 2245 finished with value: 0.9971420559262748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:39,802] Trial 2246 finished with value: 0.9975641822829879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:42,911] Trial 2247 finished with value: 0.9973427357942991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:45,697] Trial 2248 finished with value: 0.9973861295752396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:49,051] Trial 2249 finished with value: 0.9973957051240889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:51,654] Trial 2250 finished with value: 0.997407034477967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:57,387] Trial 2251 finished with value: 0.9973871709594596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:03,034] Trial 2252 finished with value: 0.9973526500183588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:05,521] Trial 2253 finished with value: 0.9974561217538666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:08,324] Trial 2254 finished with value: 0.9975123337774005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:11,589] Trial 2255 finished with value: 0.9973214008111877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:13,103] Trial 2256 finished with value: 0.9972161542918943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 41}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:16,107] Trial 2257 finished with value: 0.997432626942676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:21,227] Trial 2258 finished with value: 0.9973439047014313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:28,504] Trial 2259 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.236258544858542e-10, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:31,017] Trial 2260 finished with value: 0.9972404002758789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:35,245] Trial 2261 finished with value: 0.9969972167800049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:47,291] Trial 2262 finished with value: 0.9970229478124178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:49,730] Trial 2263 finished with value: 0.9973153128775146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:52,286] Trial 2264 finished with value: 0.9974571783405443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:01,090] Trial 2265 finished with value: 0.9959415504065096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:03,844] Trial 2266 finished with value: 0.9975112638290639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:14,270] Trial 2267 finished with value: 0.9962763851716329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 34, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:17,140] Trial 2268 finished with value: 0.9974099466531428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:30,057] Trial 2269 finished with value: 0.9964607080838569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:34,104] Trial 2270 finished with value: 0.9968725264442924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:36,107] Trial 2271 finished with value: 0.9956664466371485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:37,735] Trial 2272 finished with value: 0.9969864078960713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:39,785] Trial 2273 finished with value: 0.9972927881037279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:43,048] Trial 2274 finished with value: 0.9972058066549702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:46,039] Trial 2275 finished with value: 0.9974872000841439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:54,098] Trial 2276 finished with value: 0.9972028834350025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:05,830] Trial 2277 finished with value: 0.9970614564629026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:11,835] Trial 2278 finished with value: 0.9853966388695765 and parameters: {'classifier': 'SVC', 'svc_c': 0.09188051007130778, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:15,105] Trial 2279 finished with value: 0.9975093804064209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:17,611] Trial 2280 finished with value: 0.9972760264261314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:22,830] Trial 2281 finished with value: 0.9974481723919203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:25,454] Trial 2282 finished with value: 0.9974771498631506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:28,508] Trial 2283 finished with value: 0.9976272640083317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:38,881] Trial 2284 finished with value: 0.9964825858803997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:41,787] Trial 2285 finished with value: 0.9975015808156599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:45,349] Trial 2286 finished with value: 0.9974535630120283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:47,598] Trial 2287 finished with value: 0.9963782249122005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:50,999] Trial 2288 finished with value: 0.9973309157723715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:54,283] Trial 2289 finished with value: 0.9971406665358994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:59,483] Trial 2290 finished with value: 0.9967773472209865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:02,549] Trial 2291 finished with value: 0.9974005393469412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:05,243] Trial 2292 finished with value: 0.9974170522945568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:07,563] Trial 2293 finished with value: 0.9973896699070802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:09,363] Trial 2294 finished with value: 0.9967705649571116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:11,070] Trial 2295 finished with value: 0.9969311903163921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:17,120] Trial 2296 finished with value: 0.9853342021537261 and parameters: {'classifier': 'SVC', 'svc_c': 0.00226569481504267, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:20,092] Trial 2297 finished with value: 0.9975722395220816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:24,627] Trial 2298 finished with value: 0.997570397422194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:27,819] Trial 2299 finished with value: 0.9971983206347351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:30,248] Trial 2300 finished with value: 0.9970673565081635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:42,898] Trial 2301 finished with value: 0.99694914927481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:46,350] Trial 2302 finished with value: 0.9975095621694171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:47,927] Trial 2303 finished with value: 0.9970310778265334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:52,642] Trial 2304 finished with value: 0.9970228345080883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:58,080] Trial 2305 finished with value: 0.9972404024975324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:01,963] Trial 2306 finished with value: 0.9974105371051735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:04,744] Trial 2307 finished with value: 0.9971778288326115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:07,556] Trial 2308 finished with value: 0.9976218471727121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:09,660] Trial 2309 finished with value: 0.997335237174115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 77}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:13,836] Trial 2310 finished with value: 0.9974274989220143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:15,390] Trial 2311 finished with value: 0.9970530935242842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:16,725] Trial 2312 finished with value: 0.9892787159601403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:20,018] Trial 2313 finished with value: 0.9972554031655951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:24,609] Trial 2314 finished with value: 0.9973630475155358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:27,217] Trial 2315 finished with value: 0.9928372801810502 and parameters: {'classifier': 'SVC', 'svc_c': 3399.922656978918, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:40,907] Trial 2316 finished with value: 0.9966165715509764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:43,975] Trial 2317 finished with value: 0.9972823288763212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:46,912] Trial 2318 finished with value: 0.9972248001104821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:07,464] Trial 2319 finished with value: 0.9956482692901893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 73, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:10,551] Trial 2320 finished with value: 0.9975308539572363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:29,951] Trial 2321 finished with value: 0.9955242266934304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 67, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:33,169] Trial 2322 finished with value: 0.9971302636115403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:37,313] Trial 2323 finished with value: 0.9975673681341398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:40,275] Trial 2324 finished with value: 0.9968533675073309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:42,670] Trial 2325 finished with value: 0.9974774692099756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:45,122] Trial 2326 finished with value: 0.9975396177773641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:48,171] Trial 2327 finished with value: 0.9973786464748922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:52,342] Trial 2328 finished with value: 0.9972790556824478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:00:05,201] Trial 2329 finished with value: 0.9966865015550423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:00:17,828] Trial 2330 finished with value: 0.9968393004415543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:00:20,053] Trial 2331 finished with value: 0.9972231833814754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:00:22,388] Trial 2332 finished with value: 0.9974596724640028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:02:51,707] Trial 2333 finished with value: 0.9897248404595186 and parameters: {'classifier': 'SVC', 'svc_c': 467407438.9927468, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:02:55,961] Trial 2334 finished with value: 0.9973864435900962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:05,380] Trial 2335 finished with value: 0.9967177683132765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:16,987] Trial 2336 finished with value: 0.9967073167981811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:19,915] Trial 2337 finished with value: 0.9974997433812449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:28,889] Trial 2338 finished with value: 0.9968323504428386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:33,178] Trial 2339 finished with value: 0.9974409374185335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:36,088] Trial 2340 finished with value: 0.9975237609157714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:38,776] Trial 2341 finished with value: 0.9972831698991312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:41,467] Trial 2342 finished with value: 0.9972566185052859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:48,153] Trial 2343 finished with value: 0.9970601613341125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:50,355] Trial 2344 finished with value: 0.9975122307561528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:54,150] Trial 2345 finished with value: 0.9973212583714591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:58,469] Trial 2346 finished with value: 0.9975553425140476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:01,240] Trial 2347 finished with value: 0.9974933757413932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:09,448] Trial 2348 finished with value: 0.9970616650761683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:12,688] Trial 2349 finished with value: 0.9976161350476015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:15,750] Trial 2350 finished with value: 0.9967235780007148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 68}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:17,515] Trial 2351 finished with value: 0.996143699327057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:20,858] Trial 2352 finished with value: 0.9885669889735467 and parameters: {'classifier': 'SVC', 'svc_c': 29386.663535919863, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:23,956] Trial 2353 finished with value: 0.9972942866407671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:27,129] Trial 2354 finished with value: 0.9975131333822413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:30,003] Trial 2355 finished with value: 0.9972016027786982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:33,548] Trial 2356 finished with value: 0.9975011240119578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:36,486] Trial 2357 finished with value: 0.9974633161662076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:38,093] Trial 2358 finished with value: 0.9971697614691252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:42,410] Trial 2359 finished with value: 0.9970422699139615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:46,109] Trial 2360 finished with value: 0.9973612368996525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:48,569] Trial 2361 finished with value: 0.9971254643321243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:51,867] Trial 2362 finished with value: 0.9973025480815574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:52,882] Trial 2363 finished with value: 0.9974494481605869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 31}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:56,199] Trial 2364 finished with value: 0.9951565348152677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:59,056] Trial 2365 finished with value: 0.9971642319321962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:19,166] Trial 2366 finished with value: 0.9959293063661382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:20,703] Trial 2367 finished with value: 0.9968206874283392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:23,141] Trial 2368 finished with value: 0.9970722784545919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:25,741] Trial 2369 finished with value: 0.9967649051678104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:28,711] Trial 2370 finished with value: 0.9972163522412231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:30,324] Trial 2371 finished with value: 0.9938010115801413 and parameters: {'classifier': 'SVC', 'svc_c': 259.5023852640733, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:32,197] Trial 2372 finished with value: 0.9970851731855421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:35,054] Trial 2373 finished with value: 0.9974389264729782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:37,175] Trial 2374 finished with value: 0.9970351475149323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:00,166] Trial 2375 finished with value: 0.9963989737596369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:15,285] Trial 2376 finished with value: 0.9964585794858788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:18,924] Trial 2377 finished with value: 0.9973066614730551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:21,191] Trial 2378 finished with value: 0.997380877078505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:25,179] Trial 2379 finished with value: 0.9968733451870914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:28,874] Trial 2380 finished with value: 0.9975210058432377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:33,749] Trial 2381 finished with value: 0.9968280999118427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:37,157] Trial 2382 finished with value: 0.9970004053606166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:38,984] Trial 2383 finished with value: 0.9936068044044423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:41,992] Trial 2384 finished with value: 0.9974236334353118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:46,638] Trial 2385 finished with value: 0.9974014417191263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:50,024] Trial 2386 finished with value: 0.9974748397878175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:52,815] Trial 2387 finished with value: 0.9973838695823245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:10,121] Trial 2388 finished with value: 0.9964553810982535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:15,152] Trial 2389 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3011274975.457397, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:18,754] Trial 2390 finished with value: 0.9975097828748255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:21,203] Trial 2391 finished with value: 0.9975759568244942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:23,391] Trial 2392 finished with value: 0.9974586115609698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:26,862] Trial 2393 finished with value: 0.9974802789034481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:29,117] Trial 2394 finished with value: 0.9971619158266606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:30,517] Trial 2395 finished with value: 0.9975053973307713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 62}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:33,342] Trial 2396 finished with value: 0.9974960539447152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:37,862] Trial 2397 finished with value: 0.9971845577768016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:50,171] Trial 2398 finished with value: 0.9968944645111216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:52,858] Trial 2399 finished with value: 0.9970891090669234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:02,227] Trial 2400 finished with value: 0.9937526837606295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:04,165] Trial 2401 finished with value: 0.9964526383082898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:08,203] Trial 2402 finished with value: 0.9973853432368442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:10,259] Trial 2403 finished with value: 0.997505500002902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:13,658] Trial 2404 finished with value: 0.9974724431949485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:15,952] Trial 2405 finished with value: 0.9975016509246976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:21,281] Trial 2406 finished with value: 0.997717890777928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:25,551] Trial 2407 finished with value: 0.9973904748756272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:31,157] Trial 2408 finished with value: 0.9850747893201773 and parameters: {'classifier': 'SVC', 'svc_c': 4.611672813166539e-10, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:34,798] Trial 2409 finished with value: 0.9970558074327519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:38,941] Trial 2410 finished with value: 0.9972219907661265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:41,713] Trial 2411 finished with value: 0.996499983204807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 80}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:45,597] Trial 2412 finished with value: 0.997347315955202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:50,597] Trial 2413 finished with value: 0.997404476370887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:54,879] Trial 2414 finished with value: 0.9972499063821866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:00,239] Trial 2415 finished with value: 0.9968472642125107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:04,016] Trial 2416 finished with value: 0.9971706665390325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:09,125] Trial 2417 finished with value: 0.9973950537670139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:13,259] Trial 2418 finished with value: 0.9972204682987051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:17,299] Trial 2419 finished with value: 0.9974423982509384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:22,229] Trial 2420 finished with value: 0.9974882567025594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:26,094] Trial 2421 finished with value: 0.9971312576428023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:30,974] Trial 2422 finished with value: 0.9969442983578185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:32,428] Trial 2423 finished with value: 0.9902736114135967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:37,124] Trial 2424 finished with value: 0.9975374123419117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:40,885] Trial 2425 finished with value: 0.9971530471762247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:54,117] Trial 2426 finished with value: 0.9972501343238379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:58,121] Trial 2427 finished with value: 0.9867181617287604 and parameters: {'classifier': 'SVC', 'svc_c': 744218.7307706925, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:00,441] Trial 2428 finished with value: 0.9972480987496666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:05,360] Trial 2429 finished with value: 0.996924998123693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:11,874] Trial 2430 finished with value: 0.9971859730335716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:18,451] Trial 2431 finished with value: 0.9966527404829225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:23,228] Trial 2432 finished with value: 0.997426711821909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:28,387] Trial 2433 finished with value: 0.9970921679347077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:32,996] Trial 2434 finished with value: 0.9973234737726141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:37,188] Trial 2435 finished with value: 0.9974222745450656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:41,166] Trial 2436 finished with value: 0.9975271392573323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:44,793] Trial 2437 finished with value: 0.9971422727596586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:48,092] Trial 2438 finished with value: 0.9973930346330785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:48,503] Trial 2439 finished with value: 0.9840480229456804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 2}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:53,589] Trial 2440 finished with value: 0.997320317850309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:57,769] Trial 2441 finished with value: 0.9971233534121606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:59,389] Trial 2442 finished with value: 0.995199360297237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:02,095] Trial 2443 finished with value: 0.996921806147125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:08,475] Trial 2444 finished with value: 0.9972407563752007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:12,071] Trial 2445 finished with value: 0.9968715786551616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 73}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:15,783] Trial 2446 finished with value: 0.9974736641839869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:19,525] Trial 2447 finished with value: 0.995412417504844 and parameters: {'classifier': 'SVC', 'svc_c': 167242.38446792393, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:42,111] Trial 2448 finished with value: 0.9961438964194625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 70, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:53,468] Trial 2449 finished with value: 0.9969658430332845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:56,213] Trial 2450 finished with value: 0.9976392627781543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:59,792] Trial 2451 finished with value: 0.9938174120486128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:14,518] Trial 2452 finished with value: 0.9969462359888075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:16,597] Trial 2453 finished with value: 0.9965344148036982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:20,020] Trial 2454 finished with value: 0.9974541337230804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:22,682] Trial 2455 finished with value: 0.9972194838522913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:25,563] Trial 2456 finished with value: 0.9960311979347086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 21, 'rf_n_estimators': 50}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:29,498] Trial 2457 finished with value: 0.9974254923245525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:32,017] Trial 2458 finished with value: 0.9971166240553774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:32,770] Trial 2459 finished with value: 0.9961891171930465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 21}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:35,728] Trial 2460 finished with value: 0.9975388142370227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:39,534] Trial 2461 finished with value: 0.9972667995816716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:42,188] Trial 2462 finished with value: 0.9975168314514818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:44,110] Trial 2463 finished with value: 0.9974083118335288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:46,446] Trial 2464 finished with value: 0.9973281269624422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:50,389] Trial 2465 finished with value: 0.986681017395704 and parameters: {'classifier': 'SVC', 'svc_c': 1.372905795342741, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:56,392] Trial 2466 finished with value: 0.9973964873048184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:59,051] Trial 2467 finished with value: 0.9973916597786648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:03,153] Trial 2468 finished with value: 0.9974475614054636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:06,499] Trial 2469 finished with value: 0.9971711224540734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:08,085] Trial 2470 finished with value: 0.997064244923715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:12,234] Trial 2471 finished with value: 0.9970588410054239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:16,001] Trial 2472 finished with value: 0.9975423435240712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:17,526] Trial 2473 finished with value: 0.9971240918580536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:20,767] Trial 2474 finished with value: 0.9975108365098776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:26,144] Trial 2475 finished with value: 0.9972491808536218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:30,558] Trial 2476 finished with value: 0.9975149629139173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:33,530] Trial 2477 finished with value: 0.9974072133528135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:38,962] Trial 2478 finished with value: 0.9919043500720424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 74, 'rf_n_estimators': 88}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:40,605] Trial 2479 finished with value: 0.996225822463891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:45,192] Trial 2480 finished with value: 0.9971893903175447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:59,426] Trial 2481 finished with value: 0.9967895993862621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:02,517] Trial 2482 finished with value: 0.9973098628440439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:08,724] Trial 2483 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0358419155361598e-05, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:20,047] Trial 2484 finished with value: 0.9969364344025813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:24,394] Trial 2485 finished with value: 0.9973989129378728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:27,528] Trial 2486 finished with value: 0.9975106960061613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:30,002] Trial 2487 finished with value: 0.9973028230905258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:34,110] Trial 2488 finished with value: 0.9973130699913316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:40,937] Trial 2489 finished with value: 0.997392276763586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:42,414] Trial 2490 finished with value: 0.988468507579658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:44,871] Trial 2491 finished with value: 0.9972268870048498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:48,512] Trial 2492 finished with value: 0.9973369192832108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:50,663] Trial 2493 finished with value: 0.99743464169678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:53,965] Trial 2494 finished with value: 0.9974975538147465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:57,171] Trial 2495 finished with value: 0.997483705200987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:00,341] Trial 2496 finished with value: 0.9972596885765513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:01,785] Trial 2497 finished with value: 0.9932854499663998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:04,911] Trial 2498 finished with value: 0.997488148508033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:09,652] Trial 2499 finished with value: 0.9971786632539367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:11,703] Trial 2500 finished with value: 0.997590428834232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:15,131] Trial 2501 finished with value: 0.9971316981966959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:21,529] Trial 2502 finished with value: 0.9852043341592648 and parameters: {'classifier': 'SVC', 'svc_c': 3.328886058907421e-08, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:24,651] Trial 2503 finished with value: 0.9972601983825591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:27,590] Trial 2504 finished with value: 0.9972233435626946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:28,667] Trial 2505 finished with value: 0.992790433252301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:47,036] Trial 2506 finished with value: 0.9964330393569791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:49,646] Trial 2507 finished with value: 0.9975273446015936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:52,557] Trial 2508 finished with value: 0.9971760338317787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:55,305] Trial 2509 finished with value: 0.9971000285257267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:57,999] Trial 2510 finished with value: 0.9975123061336831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:00,706] Trial 2511 finished with value: 0.9974968122268004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:10,350] Trial 2512 finished with value: 0.9972181248033555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:15,245] Trial 2513 finished with value: 0.9973623923816497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:21,341] Trial 2514 finished with value: 0.9970981896313678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:24,730] Trial 2515 finished with value: 0.9976043806914042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:27,708] Trial 2516 finished with value: 0.9972904611755661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:42,458] Trial 2517 finished with value: 0.996244033833887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:56,013] Trial 2518 finished with value: 0.9958853604408212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:57,539] Trial 2519 finished with value: 0.9968577215673808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:00,463] Trial 2520 finished with value: 0.9974057151331533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:04,907] Trial 2521 finished with value: 0.9974580914401421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:11,484] Trial 2522 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2507145997590133e-08, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:14,488] Trial 2523 finished with value: 0.9974036567076885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:19,396] Trial 2524 finished with value: 0.9975512280117232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:26,779] Trial 2525 finished with value: 0.997193296682672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:48,131] Trial 2526 finished with value: 0.9962982397995036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:49,883] Trial 2527 finished with value: 0.9965031948588777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:51,592] Trial 2528 finished with value: 0.9942795933584007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:54,941] Trial 2529 finished with value: 0.9957325491130496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:57,473] Trial 2530 finished with value: 0.9976001328581307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:00,122] Trial 2531 finished with value: 0.9972657198263217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:02,701] Trial 2532 finished with value: 0.9975425294764712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:05,811] Trial 2533 finished with value: 0.9972780271838184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:09,188] Trial 2534 finished with value: 0.997447185025619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:13,448] Trial 2535 finished with value: 0.997407530477985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:30,961] Trial 2536 finished with value: 0.9953319158894408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 58, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:34,114] Trial 2537 finished with value: 0.9974351375063706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:36,432] Trial 2538 finished with value: 0.9975812024658408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:42,874] Trial 2539 finished with value: 0.9852047438956504 and parameters: {'classifier': 'SVC', 'svc_c': 1.0416030254550334e-07, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:46,688] Trial 2540 finished with value: 0.9972608819536101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:49,385] Trial 2541 finished with value: 0.9975149607874775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:53,461] Trial 2542 finished with value: 0.9972419197281991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:56,118] Trial 2543 finished with value: 0.9975400688999807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:58,968] Trial 2544 finished with value: 0.9973660722650693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:02,061] Trial 2545 finished with value: 0.9972974587176672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:19,202] Trial 2546 finished with value: 0.9964473668640244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:23,167] Trial 2547 finished with value: 0.9974698815649609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:26,814] Trial 2548 finished with value: 0.9975431300211562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:30,064] Trial 2549 finished with value: 0.9973969551850504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:31,968] Trial 2550 finished with value: 0.9972994261188134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:35,545] Trial 2551 finished with value: 0.9974677180235464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:39,433] Trial 2552 finished with value: 0.9975915833006163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:52,188] Trial 2553 finished with value: 0.9968407242992973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:54,638] Trial 2554 finished with value: 0.9973761648244311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:57,266] Trial 2555 finished with value: 0.9971342995625437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:00,813] Trial 2556 finished with value: 0.9974994161951566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:03,825] Trial 2557 finished with value: 0.9972679226592653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:10,024] Trial 2558 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.1583127035159315e-07, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:14,776] Trial 2559 finished with value: 0.9973535378545825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:21,254] Trial 2560 finished with value: 0.9971658500576707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:24,615] Trial 2561 finished with value: 0.9975971995137707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:27,906] Trial 2562 finished with value: 0.9965907934829845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 43}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:31,182] Trial 2563 finished with value: 0.9974009191544798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:33,723] Trial 2564 finished with value: 0.9972525124769827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:36,267] Trial 2565 finished with value: 0.9971789267737824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:44,796] Trial 2566 finished with value: 0.9962811651861392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:47,106] Trial 2567 finished with value: 0.9973968347714294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:49,368] Trial 2568 finished with value: 0.9967133027896954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:51,038] Trial 2569 finished with value: 0.9971097867579712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:52,100] Trial 2570 finished with value: 0.9885028986175034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:54,826] Trial 2571 finished with value: 0.9975952330012857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:58,334] Trial 2572 finished with value: 0.9974322765561775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:02,918] Trial 2573 finished with value: 0.9973306056612777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:05,288] Trial 2574 finished with value: 0.9972104604160803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:10,446] Trial 2575 finished with value: 0.9973599385018579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:12,020] Trial 2576 finished with value: 0.996986031357537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:16,447] Trial 2577 finished with value: 0.9975055250441107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:23,436] Trial 2578 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.159054217000943e-05, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:25,926] Trial 2579 finished with value: 0.9974396617768185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:29,443] Trial 2580 finished with value: 0.9974415744618121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:32,697] Trial 2581 finished with value: 0.9976597236675558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:47,908] Trial 2582 finished with value: 0.9966428400331145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:50,591] Trial 2583 finished with value: 0.9973884484737111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:54,432] Trial 2584 finished with value: 0.9973416102094107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:57,172] Trial 2585 finished with value: 0.997670123830717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:00,327] Trial 2586 finished with value: 0.9972488214218197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:03,100] Trial 2587 finished with value: 0.9972956073503108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:05,195] Trial 2588 finished with value: 0.9953307512034503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:08,618] Trial 2589 finished with value: 0.9974775191337041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:11,965] Trial 2590 finished with value: 0.9972497547067266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:14,596] Trial 2591 finished with value: 0.9972593142279327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:17,598] Trial 2592 finished with value: 0.9972690498627871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:24,701] Trial 2593 finished with value: 0.9972706583399377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:28,840] Trial 2594 finished with value: 0.9973673841514746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:32,063] Trial 2595 finished with value: 0.9975087815438447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:34,407] Trial 2596 finished with value: 0.9973465975359286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:23:34,120] Trial 2597 finished with value: 0.9898857924653427 and parameters: {'classifier': 'SVC', 'svc_c': 48215776.79733027, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:23:36,835] Trial 2598 finished with value: 0.9974926341851852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:23:37,782] Trial 2599 finished with value: 0.997452153404606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 37}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:23:55,395] Trial 2600 finished with value: 0.9963749193456617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:23:59,991] Trial 2601 finished with value: 0.9968560400930432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:11,844] Trial 2602 finished with value: 0.9968197502714076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:25,492] Trial 2603 finished with value: 0.9967091446477482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:30,157] Trial 2604 finished with value: 0.9974548629332428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:32,906] Trial 2605 finished with value: 0.9968608241700014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:35,603] Trial 2606 finished with value: 0.9972716551641355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:38,159] Trial 2607 finished with value: 0.9974812649367575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:41,535] Trial 2608 finished with value: 0.9973067369775371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:45,522] Trial 2609 finished with value: 0.9970775484706514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:48,097] Trial 2610 finished with value: 0.997358717734985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:57,641] Trial 2611 finished with value: 0.9973832899211826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:08,333] Trial 2612 finished with value: 0.9970916852328727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:10,553] Trial 2613 finished with value: 0.9968106201006138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 54}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:13,813] Trial 2614 finished with value: 0.9880467848656519 and parameters: {'classifier': 'SVC', 'svc_c': 44237.59026075562, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:16,985] Trial 2615 finished with value: 0.9971638273373519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:20,433] Trial 2616 finished with value: 0.9975792490928498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:21,916] Trial 2617 finished with value: 0.997172511051001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:41,829] Trial 2618 finished with value: 0.9965206661326097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:48,719] Trial 2619 finished with value: 0.9972691075623028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:50,172] Trial 2620 finished with value: 0.9971337910260524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:00,459] Trial 2621 finished with value: 0.9969106361810183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:04,190] Trial 2622 finished with value: 0.9969024336140463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:24,602] Trial 2623 finished with value: 0.9964881747672157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:27,139] Trial 2624 finished with value: 0.9975716920749157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:30,699] Trial 2625 finished with value: 0.9975062964656899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:41,341] Trial 2626 finished with value: 0.9966146449013035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:42,780] Trial 2627 finished with value: 0.993408905887939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:45,470] Trial 2628 finished with value: 0.9968199148324578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:48,329] Trial 2629 finished with value: 0.997360305868137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:50,768] Trial 2630 finished with value: 0.9959827696329819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:52,036] Trial 2631 finished with value: 0.9970680449351145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 60}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:53,265] Trial 2632 finished with value: 0.988089143609954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:00,407] Trial 2633 finished with value: 0.985077902554997 and parameters: {'classifier': 'SVC', 'svc_c': 0.00024044768423626123, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:02,283] Trial 2634 finished with value: 0.9951958021921684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:08,261] Trial 2635 finished with value: 0.9972774504425638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:11,136] Trial 2636 finished with value: 0.997356244272904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:14,564] Trial 2637 finished with value: 0.9973978617783774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:17,615] Trial 2638 finished with value: 0.9974579025043789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:19,673] Trial 2639 finished with value: 0.9973731286809887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:21,822] Trial 2640 finished with value: 0.9973768986048519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:26,320] Trial 2641 finished with value: 0.9973801218749966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:28,700] Trial 2642 finished with value: 0.9973301881808427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:31,731] Trial 2643 finished with value: 0.9972448256827451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:46,005] Trial 2644 finished with value: 0.9963771678177166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 64, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:49,198] Trial 2645 finished with value: 0.9973336050204852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:52,475] Trial 2646 finished with value: 0.9971131105103309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:54,961] Trial 2647 finished with value: 0.9974578523902231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:59,790] Trial 2648 finished with value: 0.9973344520100218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:08,699] Trial 2649 finished with value: 0.9970210672779243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:12,959] Trial 2650 finished with value: 0.9973889240662546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:13,779] Trial 2651 finished with value: 0.996531275385105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 15}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:19,820] Trial 2652 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.6964332014614415e-09, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:26,483] Trial 2653 finished with value: 0.9974012262187347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:28,888] Trial 2654 finished with value: 0.9971809536200293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:32,507] Trial 2655 finished with value: 0.99741921827979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:40,807] Trial 2656 finished with value: 0.9971446462790686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:43,569] Trial 2657 finished with value: 0.9972356524118728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:47,518] Trial 2658 finished with value: 0.9975107055910093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:49,627] Trial 2659 finished with value: 0.9969995223802929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:51,551] Trial 2660 finished with value: 0.9966324256831087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:53,479] Trial 2661 finished with value: 0.9969336117600426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:56,960] Trial 2662 finished with value: 0.9973214678416483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:29:00,457] Trial 2663 finished with value: 0.9970819569612129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:29:16,121] Trial 2664 finished with value: 0.996854818691412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:29:20,034] Trial 2665 finished with value: 0.9972598110531362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:29:22,733] Trial 2666 finished with value: 0.9975118251774333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:29:43,179] Trial 2667 finished with value: 0.9968018200992717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:05,400] Trial 2668 finished with value: 0.9964171486310395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:08,344] Trial 2669 finished with value: 0.9975913548511582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:11,752] Trial 2670 finished with value: 0.9973888751264012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:14,900] Trial 2671 finished with value: 0.9974945228128451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:20,431] Trial 2672 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.1808995052665786e-06, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:24,594] Trial 2673 finished with value: 0.9975676170228103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:26,623] Trial 2674 finished with value: 0.9972741881982686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:28,726] Trial 2675 finished with value: 0.997121079168925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:31,197] Trial 2676 finished with value: 0.9957366617745755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:35,175] Trial 2677 finished with value: 0.9973996663005824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:36,222] Trial 2678 finished with value: 0.9963182947610686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 27}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:39,514] Trial 2679 finished with value: 0.9972948630963806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:41,111] Trial 2680 finished with value: 0.994563098532724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:44,010] Trial 2681 finished with value: 0.9973817761816856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:52,864] Trial 2682 finished with value: 0.9968654269282945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:56,741] Trial 2683 finished with value: 0.9973263928666537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:59,281] Trial 2684 finished with value: 0.9965028973794711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:12,114] Trial 2685 finished with value: 0.9969896125043265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:15,005] Trial 2686 finished with value: 0.9974572585422363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:25,987] Trial 2687 finished with value: 0.9969039144095951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:28,495] Trial 2688 finished with value: 0.9970909583395781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:36,483] Trial 2689 finished with value: 0.996738018367759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:40,019] Trial 2690 finished with value: 0.9976736106841834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:43,714] Trial 2691 finished with value: 0.9969801680012974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:45,979] Trial 2692 finished with value: 0.9928267186941054 and parameters: {'classifier': 'SVC', 'svc_c': 543.1687300753855, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:49,968] Trial 2693 finished with value: 0.9973880815835008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:52,711] Trial 2694 finished with value: 0.9974425891544518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:17,161] Trial 2695 finished with value: 0.9956777832272695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:19,618] Trial 2696 finished with value: 0.9972152257359355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:25,759] Trial 2697 finished with value: 0.9970994882513278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:28,389] Trial 2698 finished with value: 0.9974247950427252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:31,502] Trial 2699 finished with value: 0.9976843334314361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:35,834] Trial 2700 finished with value: 0.997435131888761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:39,659] Trial 2701 finished with value: 0.9975569460718225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:43,712] Trial 2702 finished with value: 0.9974878389682212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:47,886] Trial 2703 finished with value: 0.9973946189894193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:56,446] Trial 2704 finished with value: 0.9973116624468732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:58,250] Trial 2705 finished with value: 0.9943365894352009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:02,773] Trial 2706 finished with value: 0.9973522277772379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:07,212] Trial 2707 finished with value: 0.9973021197150204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:10,834] Trial 2708 finished with value: 0.9976020335461953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:12,505] Trial 2709 finished with value: 0.9906230805278549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:18,428] Trial 2710 finished with value: 0.9853891001009392 and parameters: {'classifier': 'SVC', 'svc_c': 0.03984933747441122, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:22,562] Trial 2711 finished with value: 0.9972325900529192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:25,946] Trial 2712 finished with value: 0.9975160024573387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:28,115] Trial 2713 finished with value: 0.9943723764014306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:31,529] Trial 2714 finished with value: 0.9974549667162002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:35,158] Trial 2715 finished with value: 0.9973845990463898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:41,969] Trial 2716 finished with value: 0.9973297086527988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:59,266] Trial 2717 finished with value: 0.9967820373537388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:02,938] Trial 2718 finished with value: 0.9974311435446187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:07,625] Trial 2719 finished with value: 0.9975511669162512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:11,172] Trial 2720 finished with value: 0.9975091122211027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:14,354] Trial 2721 finished with value: 0.9973825992725781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:17,628] Trial 2722 finished with value: 0.9976328424216382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:20,872] Trial 2723 finished with value: 0.9975266352910994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:26,328] Trial 2724 finished with value: 0.997279736174922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:31,136] Trial 2725 finished with value: 0.9973851863246296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:32,602] Trial 2726 finished with value: 0.9906764092577087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:35,901] Trial 2727 finished with value: 0.9975902218395997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:42,990] Trial 2728 finished with value: 0.9853676336594152 and parameters: {'classifier': 'SVC', 'svc_c': 0.006139897442832566, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:48,351] Trial 2729 finished with value: 0.9975597031438445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:49,866] Trial 2730 finished with value: 0.9969739217906796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:53,254] Trial 2731 finished with value: 0.9973335557949908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:56,786] Trial 2732 finished with value: 0.997583700175683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:58,583] Trial 2733 finished with value: 0.9969142423690167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:00,963] Trial 2734 finished with value: 0.9973947095059316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:04,082] Trial 2735 finished with value: 0.9974248293196654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:05,579] Trial 2736 finished with value: 0.9967129436117966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:08,786] Trial 2737 finished with value: 0.9974421048339838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:12,590] Trial 2738 finished with value: 0.9973771033143551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:16,864] Trial 2739 finished with value: 0.9972064401436033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:20,113] Trial 2740 finished with value: 0.9976936015669134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:22,751] Trial 2741 finished with value: 0.9974046179219541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:24,911] Trial 2742 finished with value: 0.9973806107022475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:27,494] Trial 2743 finished with value: 0.9972318242489497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:29,850] Trial 2744 finished with value: 0.9976027663744788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:32,098] Trial 2745 finished with value: 0.9975265510269553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:36,469] Trial 2746 finished with value: 0.9951330399406011 and parameters: {'classifier': 'SVC', 'svc_c': 281512.412708702, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:38,982] Trial 2747 finished with value: 0.9974663158745324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:40,963] Trial 2748 finished with value: 0.9975049888956399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:43,261] Trial 2749 finished with value: 0.9974115049209237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:45,268] Trial 2750 finished with value: 0.9974821937783575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:48,998] Trial 2751 finished with value: 0.9973558311405625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:50,372] Trial 2752 finished with value: 0.9950604561396639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:52,934] Trial 2753 finished with value: 0.9975115401392863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:01,249] Trial 2754 finished with value: 0.9972133186050756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:02,896] Trial 2755 finished with value: 0.9958098513569525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:05,493] Trial 2756 finished with value: 0.9974378078069535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:16,037] Trial 2757 finished with value: 0.9969513320176585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:18,652] Trial 2758 finished with value: 0.9973926311807988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:21,199] Trial 2759 finished with value: 0.9974522418264162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:23,729] Trial 2760 finished with value: 0.9973330882638757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:26,457] Trial 2761 finished with value: 0.997413004441838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:28,700] Trial 2762 finished with value: 0.9975784149254278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:30,925] Trial 2763 finished with value: 0.9972147811513276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:33,114] Trial 2764 finished with value: 0.997186741503525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:37,152] Trial 2765 finished with value: 0.9866195113622526 and parameters: {'classifier': 'SVC', 'svc_c': 9532325.027563814, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:39,113] Trial 2766 finished with value: 0.9973861859417633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:49,994] Trial 2767 finished with value: 0.9967913890233886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:52,264] Trial 2768 finished with value: 0.9973749204762931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:54,859] Trial 2769 finished with value: 0.997266708239974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:56,627] Trial 2770 finished with value: 0.9958443674421534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:59,607] Trial 2771 finished with value: 0.9975283716085414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:04,453] Trial 2772 finished with value: 0.9973455167332276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:07,686] Trial 2773 finished with value: 0.9967972942419282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 46}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:10,427] Trial 2774 finished with value: 0.9975918351091742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:12,309] Trial 2775 finished with value: 0.9972763236833728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:15,050] Trial 2776 finished with value: 0.9974721746605134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:17,856] Trial 2777 finished with value: 0.9975264885032775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:20,453] Trial 2778 finished with value: 0.9904167630235885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:21,546] Trial 2779 finished with value: 0.9971493536772426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:31,383] Trial 2780 finished with value: 0.9965947929671323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 96}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:33,953] Trial 2781 finished with value: 0.9975191195959209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:36,863] Trial 2782 finished with value: 0.9974730363129635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:38,865] Trial 2783 finished with value: 0.9971801312908468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 56}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:46,346] Trial 2784 finished with value: 0.9850749532147316 and parameters: {'classifier': 'SVC', 'svc_c': 1.1882743992432384e-10, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:55,583] Trial 2785 finished with value: 0.9969324050848005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:01,437] Trial 2786 finished with value: 0.9974264729941554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:03,773] Trial 2787 finished with value: 0.9976086222088346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:09,328] Trial 2788 finished with value: 0.9971316972128208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:12,118] Trial 2789 finished with value: 0.9976881802879868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:28,069] Trial 2790 finished with value: 0.9966995695749675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:32,581] Trial 2791 finished with value: 0.9974690856417173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:50,311] Trial 2792 finished with value: 0.9968349723431126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:52,942] Trial 2793 finished with value: 0.997591168676593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:57,166] Trial 2794 finished with value: 0.9971572730468662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:05,139] Trial 2795 finished with value: 0.9972574484515663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:06,940] Trial 2796 finished with value: 0.9974848272629678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:13,997] Trial 2797 finished with value: 0.9967962280069269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:15,041] Trial 2798 finished with value: 0.9946990526200596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:16,739] Trial 2799 finished with value: 0.9969007929229194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:20,095] Trial 2800 finished with value: 0.9975721127608792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:21,512] Trial 2801 finished with value: 0.9935697972108839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:27,045] Trial 2802 finished with value: 0.9852494807296214 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009122164255331523, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:41,200] Trial 2803 finished with value: 0.9969680457075388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:43,349] Trial 2804 finished with value: 0.9974515457506296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:46,498] Trial 2805 finished with value: 0.9974683093959763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:48,930] Trial 2806 finished with value: 0.9972116068210362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:51,552] Trial 2807 finished with value: 0.9973343676506637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:02,132] Trial 2808 finished with value: 0.9970429940143205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:12,325] Trial 2809 finished with value: 0.996841684434474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:14,372] Trial 2810 finished with value: 0.9969187318864557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:17,153] Trial 2811 finished with value: 0.9973110786280653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:22,312] Trial 2812 finished with value: 0.9971128650493547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:24,867] Trial 2813 finished with value: 0.997623802989522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:27,943] Trial 2814 finished with value: 0.9975340704354688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:51,953] Trial 2815 finished with value: 0.9966366042325304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:56,459] Trial 2816 finished with value: 0.9972563332132355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:01,023] Trial 2817 finished with value: 0.997565765909357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:03,422] Trial 2818 finished with value: 0.9972974164745123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:05,848] Trial 2819 finished with value: 0.9963893227380437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:07,189] Trial 2820 finished with value: 0.9898055760150379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:14,280] Trial 2821 finished with value: 0.9972212111879052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:17,517] Trial 2822 finished with value: 0.9909659393976966 and parameters: {'classifier': 'SVC', 'svc_c': 10.321882941645356, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:18,938] Trial 2823 finished with value: 0.9934176330190455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:20,602] Trial 2824 finished with value: 0.9969877198776902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:23,003] Trial 2825 finished with value: 0.9975379178950399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:25,828] Trial 2826 finished with value: 0.9975409022104792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:28,519] Trial 2827 finished with value: 0.9976298526790166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:31,826] Trial 2828 finished with value: 0.9974611471658733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:36,191] Trial 2829 finished with value: 0.9974673579569863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:39,585] Trial 2830 finished with value: 0.9975084434399163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:40,792] Trial 2831 finished with value: 0.9969631167152949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:44,857] Trial 2832 finished with value: 0.9973673837388818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:46,965] Trial 2833 finished with value: 0.9974000576924573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:50,443] Trial 2834 finished with value: 0.9972889565448487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:52,132] Trial 2835 finished with value: 0.9972638119972278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 80}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:53,654] Trial 2836 finished with value: 0.9928003158654052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 34, 'rf_n_estimators': 39}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:57,564] Trial 2837 finished with value: 0.9975801573365478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:03,973] Trial 2838 finished with value: 0.9923973413363621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:06,625] Trial 2839 finished with value: 0.9974014978317466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:12,688] Trial 2840 finished with value: 0.9854333401414445 and parameters: {'classifier': 'SVC', 'svc_c': 0.31170857836829513, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:16,146] Trial 2841 finished with value: 0.9973271467371699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:18,631] Trial 2842 finished with value: 0.9977919235095548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:21,653] Trial 2843 finished with value: 0.9974305276705242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:24,607] Trial 2844 finished with value: 0.9973936414936072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:27,614] Trial 2845 finished with value: 0.9969753427920107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:35,654] Trial 2846 finished with value: 0.9969596040271721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:39,387] Trial 2847 finished with value: 0.9975307720099592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:42,399] Trial 2848 finished with value: 0.9974145523630611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:45,221] Trial 2849 finished with value: 0.997373574852492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:47,197] Trial 2850 finished with value: 0.9960523270022764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:49,904] Trial 2851 finished with value: 0.9971147027376729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:52,291] Trial 2852 finished with value: 0.9973095768537595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:56,945] Trial 2853 finished with value: 0.9974665227422133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:09,018] Trial 2854 finished with value: 0.9968119494746062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:21,945] Trial 2855 finished with value: 0.9966577714173251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:27,118] Trial 2856 finished with value: 0.9972807869218245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:29,750] Trial 2857 finished with value: 0.9974200800274536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:33,227] Trial 2858 finished with value: 0.9974885747163924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:39,207] Trial 2859 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0704859135989038e-07, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:40,594] Trial 2860 finished with value: 0.9910345024183501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:43,880] Trial 2861 finished with value: 0.9972507300443612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:46,759] Trial 2862 finished with value: 0.997525083720017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:53,582] Trial 2863 finished with value: 0.9970577072321553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:56,427] Trial 2864 finished with value: 0.9972954816364593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:08,895] Trial 2865 finished with value: 0.9969804955999781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:19,479] Trial 2866 finished with value: 0.9968847560756539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:22,510] Trial 2867 finished with value: 0.9971739154851443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:25,734] Trial 2868 finished with value: 0.9970565738714795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:28,607] Trial 2869 finished with value: 0.99650448722647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:31,469] Trial 2870 finished with value: 0.997575567178204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:38,784] Trial 2871 finished with value: 0.9971683177751901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:42,909] Trial 2872 finished with value: 0.9972654802685961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:46,494] Trial 2873 finished with value: 0.9974177716342297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:00,274] Trial 2874 finished with value: 0.9964985083759849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:03,381] Trial 2875 finished with value: 0.9975934601852504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:07,796] Trial 2876 finished with value: 0.9971952321872212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:10,305] Trial 2877 finished with value: 0.9974462592625959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:13,143] Trial 2878 finished with value: 0.9976074450815844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:24,811] Trial 2879 finished with value: 0.996796173163823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:29,710] Trial 2880 finished with value: 0.9973518035048908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:32,487] Trial 2881 finished with value: 0.9930963596396188 and parameters: {'classifier': 'SVC', 'svc_c': 1728.302077911977, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:35,401] Trial 2882 finished with value: 0.9974766255529192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:38,432] Trial 2883 finished with value: 0.9973653473395249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:40,007] Trial 2884 finished with value: 0.9969372640314828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:43,190] Trial 2885 finished with value: 0.9969900185273768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:45,980] Trial 2886 finished with value: 0.9975627185624333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:48,791] Trial 2887 finished with value: 0.995596404693483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:51,704] Trial 2888 finished with value: 0.9972398593984598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:54,589] Trial 2889 finished with value: 0.9967762220169529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 77}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:05,439] Trial 2890 finished with value: 0.9967619854707506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:07,972] Trial 2891 finished with value: 0.9976137229348957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:11,518] Trial 2892 finished with value: 0.9976685534390555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:13,688] Trial 2893 finished with value: 0.9968009610810681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:17,317] Trial 2894 finished with value: 0.9971780564251459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:20,238] Trial 2895 finished with value: 0.9973804530600612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:22,612] Trial 2896 finished with value: 0.9974973058464753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:25,573] Trial 2897 finished with value: 0.9920504653360958 and parameters: {'classifier': 'SVC', 'svc_c': 35.04528885773679, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:29,381] Trial 2898 finished with value: 0.9965641933714511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:34,373] Trial 2899 finished with value: 0.9973893209487875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:37,364] Trial 2900 finished with value: 0.9975497591496275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:40,293] Trial 2901 finished with value: 0.9976492009643341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:44,033] Trial 2902 finished with value: 0.9973063118165285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:45,720] Trial 2903 finished with value: 0.9966385027941554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:48,799] Trial 2904 finished with value: 0.9973916395616178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:55,949] Trial 2905 finished with value: 0.9972088750758642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:01,580] Trial 2906 finished with value: 0.9973625441205853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:07,471] Trial 2907 finished with value: 0.9974178757345659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:11,601] Trial 2908 finished with value: 0.9974961101842871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:14,827] Trial 2909 finished with value: 0.9975556590679369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:17,319] Trial 2910 finished with value: 0.9973934972130799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:20,155] Trial 2911 finished with value: 0.9975436633132154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:21,537] Trial 2912 finished with value: 0.9968685299752457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:24,020] Trial 2913 finished with value: 0.9973682307284184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:39,995] Trial 2914 finished with value: 0.9961982492681146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:44,127] Trial 2915 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 5183027667.074738, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:47,549] Trial 2916 finished with value: 0.9976206216134152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:50,990] Trial 2917 finished with value: 0.9970467355010184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:53,653] Trial 2918 finished with value: 0.9974629483238603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:06,543] Trial 2919 finished with value: 0.9962567954560534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:17,673] Trial 2920 finished with value: 0.9968342374518651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:26,727] Trial 2921 finished with value: 0.9968477240947898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:30,762] Trial 2922 finished with value: 0.9974736474581096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:33,909] Trial 2923 finished with value: 0.9975634531997776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:35,464] Trial 2924 finished with value: 0.9936648962324975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:38,282] Trial 2925 finished with value: 0.9976112544874044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:39,403] Trial 2926 finished with value: 0.989557188073621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:49,660] Trial 2927 finished with value: 0.9969292782978946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:55,840] Trial 2928 finished with value: 0.9974506279220834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:57,267] Trial 2929 finished with value: 0.9948966346461496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:00,398] Trial 2930 finished with value: 0.9975622415099461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:04,165] Trial 2931 finished with value: 0.9974740605904513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:07,127] Trial 2932 finished with value: 0.9975541669102171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:10,398] Trial 2933 finished with value: 0.9974339357187664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:23,134] Trial 2934 finished with value: 0.9928429413985573 and parameters: {'classifier': 'SVC', 'svc_c': 3245133.4571791072, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:24,321] Trial 2935 finished with value: 0.9950214576463153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 18}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:34,267] Trial 2936 finished with value: 0.9961425027127316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:40,992] Trial 2937 finished with value: 0.9972399235725087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:43,686] Trial 2938 finished with value: 0.9973510014562312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:44,358] Trial 2939 finished with value: 0.9948502370944322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 9}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:50,971] Trial 2940 finished with value: 0.9971864408185898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:54,118] Trial 2941 finished with value: 0.9971570416140451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:58,049] Trial 2942 finished with value: 0.9974159509256918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:01,196] Trial 2943 finished with value: 0.9973422612491065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:04,240] Trial 2944 finished with value: 0.9974358795386472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:10,782] Trial 2945 finished with value: 0.9969778373598001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:32,680] Trial 2946 finished with value: 0.9956694931588866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:33,745] Trial 2947 finished with value: 0.9971257264237642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 23}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:37,947] Trial 2948 finished with value: 0.9972524397654365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:40,697] Trial 2949 finished with value: 0.9967482067756013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:42,475] Trial 2950 finished with value: 0.9975187322982361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:45,068] Trial 2951 finished with value: 0.9974626176466023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:47,224] Trial 2952 finished with value: 0.9976264232711628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:54,557] Trial 2953 finished with value: 0.9853943449171002 and parameters: {'classifier': 'SVC', 'svc_c': 0.011447727055495328, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:56,678] Trial 2954 finished with value: 0.9962096460650461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:58,855] Trial 2955 finished with value: 0.995563306562774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:01,618] Trial 2956 finished with value: 0.9973994372798419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:03,690] Trial 2957 finished with value: 0.9973554161674225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:07,268] Trial 2958 finished with value: 0.9974586751319984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:11,594] Trial 2959 finished with value: 0.9973214758713388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:14,691] Trial 2960 finished with value: 0.9974283117615625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:16,833] Trial 2961 finished with value: 0.9966769096929088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:19,869] Trial 2962 finished with value: 0.9973077867723025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:23,320] Trial 2963 finished with value: 0.9974393120250782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:25,549] Trial 2964 finished with value: 0.9972869547715485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:27,276] Trial 2965 finished with value: 0.9969780626672051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:30,215] Trial 2966 finished with value: 0.9974850197533766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:33,445] Trial 2967 finished with value: 0.9975184742373103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:34,553] Trial 2968 finished with value: 0.9972793889939521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 49}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:39,855] Trial 2969 finished with value: 0.9975252261914836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:42,078] Trial 2970 finished with value: 0.9946165827465867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:44,738] Trial 2971 finished with value: 0.9977207495699435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:27,261] Trial 2972 finished with value: 0.9897497010163435 and parameters: {'classifier': 'SVC', 'svc_c': 23929340.503405146, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:30,107] Trial 2973 finished with value: 0.9973921654587444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:33,019] Trial 2974 finished with value: 0.9974369705609546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:35,481] Trial 2975 finished with value: 0.9971811464912929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:38,155] Trial 2976 finished with value: 0.9974599701973127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:41,661] Trial 2977 finished with value: 0.9975092779564555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:44,803] Trial 2978 finished with value: 0.9973864889753039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:47,751] Trial 2979 finished with value: 0.9973788800341533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:50,367] Trial 2980 finished with value: 0.9973910043908756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:53,101] Trial 2981 finished with value: 0.9972973113268249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:56,156] Trial 2982 finished with value: 0.9974311148852882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:58,616] Trial 2983 finished with value: 0.9973523077885026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:01,253] Trial 2984 finished with value: 0.9975502195079754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:04,104] Trial 2985 finished with value: 0.9973645321513714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:06,498] Trial 2986 finished with value: 0.9974920228813495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:09,862] Trial 2987 finished with value: 0.9975983459822021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:12,775] Trial 2988 finished with value: 0.997428064650215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:13,264] Trial 2989 finished with value: 0.9910404695892853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:14,880] Trial 2990 finished with value: 0.996807187645921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:22,642] Trial 2991 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.187634697658162e-06, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:25,414] Trial 2992 finished with value: 0.9976241978725668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:28,285] Trial 2993 finished with value: 0.9974574792159071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:30,951] Trial 2994 finished with value: 0.9974150999371787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:43,696] Trial 2995 finished with value: 0.9966883653001828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:04,270] Trial 2996 finished with value: 0.9966752130161134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:07,441] Trial 2997 finished with value: 0.9974416005186342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:10,439] Trial 2998 finished with value: 0.997248276291521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:14,697] Trial 2999 finished with value: 0.9974284798455205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:16,448] Trial 3000 finished with value: 0.9957853267776161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:19,271] Trial 3001 finished with value: 0.99753624949672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:21,289] Trial 3002 finished with value: 0.9971219450742544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:27,816] Trial 3003 finished with value: 0.9971546377214574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:31,118] Trial 3004 finished with value: 0.9976609536701601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:33,645] Trial 3005 finished with value: 0.9971874279309879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:35,817] Trial 3006 finished with value: 0.9971186182433175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:38,528] Trial 3007 finished with value: 0.9968545242905824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:41,227] Trial 3008 finished with value: 0.9975376167340358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:47,517] Trial 3009 finished with value: 0.9967550432160843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 58}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:50,343] Trial 3010 finished with value: 0.9975211601846817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:56,844] Trial 3011 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.4316347896863693e-08, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:58,626] Trial 3012 finished with value: 0.99727663677783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:55:23,587] Trial 3013 finished with value: 0.9964546103431705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:55:41,477] Trial 3014 finished with value: 0.9968014585727677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:55:44,269] Trial 3015 finished with value: 0.99712857064808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:55:46,842] Trial 3016 finished with value: 0.9973038102663997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:55:48,776] Trial 3017 finished with value: 0.9971918057627307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:55:57,091] Trial 3018 finished with value: 0.9972067745341965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:00,435] Trial 3019 finished with value: 0.9973953406142216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:03,300] Trial 3020 finished with value: 0.9975142350684855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:11,604] Trial 3021 finished with value: 0.9971879302468495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:13,765] Trial 3022 finished with value: 0.9965730678616622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:16,074] Trial 3023 finished with value: 0.9973927181426651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:19,279] Trial 3024 finished with value: 0.9974887213772626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:21,873] Trial 3025 finished with value: 0.9973176097816162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:34,326] Trial 3026 finished with value: 0.9954247932892694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:36,638] Trial 3027 finished with value: 0.9971545539016438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:41,156] Trial 3028 finished with value: 0.9867335352537601 and parameters: {'classifier': 'SVC', 'svc_c': 174341389.4114858, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:45,971] Trial 3029 finished with value: 0.997425092204753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:49,389] Trial 3030 finished with value: 0.9974786602384293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:55,247] Trial 3031 finished with value: 0.9925231135221263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 56, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:03,193] Trial 3032 finished with value: 0.9973298809261606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:06,441] Trial 3033 finished with value: 0.9975616140515152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:08,943] Trial 3034 finished with value: 0.9971423018633198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:11,479] Trial 3035 finished with value: 0.9976294709672034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:14,329] Trial 3036 finished with value: 0.9974144747321394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:19,533] Trial 3037 finished with value: 0.994785722180401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:33,943] Trial 3038 finished with value: 0.9969424226792251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:37,514] Trial 3039 finished with value: 0.9975279647285675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:40,269] Trial 3040 finished with value: 0.997505210838827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:43,006] Trial 3041 finished with value: 0.9975083097915882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:46,030] Trial 3042 finished with value: 0.9972675240946233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:49,137] Trial 3043 finished with value: 0.9973940527216744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:56,315] Trial 3044 finished with value: 0.9935644176038299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 64, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:57,490] Trial 3045 finished with value: 0.9886908157525346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:59,083] Trial 3046 finished with value: 0.9970435947176952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 72}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:02,066] Trial 3047 finished with value: 0.9884185425284514 and parameters: {'classifier': 'SVC', 'svc_c': 1.9487535967825114, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:05,804] Trial 3048 finished with value: 0.9976290541850026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:07,008] Trial 3049 finished with value: 0.9973367878247981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 35}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:10,187] Trial 3050 finished with value: 0.9973785411367774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:12,578] Trial 3051 finished with value: 0.9973909962977091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:14,696] Trial 3052 finished with value: 0.9952003204324139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 13}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:20,026] Trial 3053 finished with value: 0.9966215711283265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 37, 'rf_n_estimators': 62}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:25,668] Trial 3054 finished with value: 0.9972775168065283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:28,624] Trial 3055 finished with value: 0.9974088807037825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:31,721] Trial 3056 finished with value: 0.9973560424515505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:34,595] Trial 3057 finished with value: 0.9975984153612679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:37,535] Trial 3058 finished with value: 0.9966083267408495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:39,618] Trial 3059 finished with value: 0.9972873979914264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:42,312] Trial 3060 finished with value: 0.9971673339952724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:43,923] Trial 3061 finished with value: 0.9973108185359135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 52}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:44,655] Trial 3062 finished with value: 0.996133053893347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 31}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:47,288] Trial 3063 finished with value: 0.9972209449385995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:50,127] Trial 3064 finished with value: 0.997439842714629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:55,257] Trial 3065 finished with value: 0.9971756599909664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:03,783] Trial 3066 finished with value: 0.9970241334454272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:07,171] Trial 3067 finished with value: 0.9975188415718513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:13,029] Trial 3068 finished with value: 0.9852051536637735 and parameters: {'classifier': 'SVC', 'svc_c': 5.504872633007051e-07, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:15,425] Trial 3069 finished with value: 0.9892924008380349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:20,107] Trial 3070 finished with value: 0.9963289146457632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:24,382] Trial 3071 finished with value: 0.9966949622781538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:27,055] Trial 3072 finished with value: 0.9973314632830134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:31,162] Trial 3073 finished with value: 0.9974255976626673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:35,254] Trial 3074 finished with value: 0.9973495258339612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:38,523] Trial 3075 finished with value: 0.9975771673717609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:49,249] Trial 3076 finished with value: 0.9966764646639703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:56,201] Trial 3077 finished with value: 0.9971934354725415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:58,559] Trial 3078 finished with value: 0.9974459478502479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:01,753] Trial 3079 finished with value: 0.9974044728162413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:04,437] Trial 3080 finished with value: 0.9974201161769303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:23,527] Trial 3081 finished with value: 0.9964369619084392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:32,891] Trial 3082 finished with value: 0.9970435507606933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:35,051] Trial 3083 finished with value: 0.9954593758971243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:38,845] Trial 3084 finished with value: 0.9976099332065784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:42,449] Trial 3085 finished with value: 0.997241453276173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:49,302] Trial 3086 finished with value: 0.9853379705224318 and parameters: {'classifier': 'SVC', 'svc_c': 0.002736613114408412, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:55,453] Trial 3087 finished with value: 0.9973019437600614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:57,418] Trial 3088 finished with value: 0.9972122773160694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:02,068] Trial 3089 finished with value: 0.9938300700465114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:05,360] Trial 3090 finished with value: 0.9972411716022441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:07,067] Trial 3091 finished with value: 0.9969581028241487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:08,469] Trial 3092 finished with value: 0.9969822876491855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:10,545] Trial 3093 finished with value: 0.9975955228953327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:17,630] Trial 3094 finished with value: 0.9973655203111206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:19,788] Trial 3095 finished with value: 0.9972833512812724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:22,262] Trial 3096 finished with value: 0.9962664629496206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:24,396] Trial 3097 finished with value: 0.997665596164313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:26,844] Trial 3098 finished with value: 0.9974392414082341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:29,937] Trial 3099 finished with value: 0.9968010930790251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:33,085] Trial 3100 finished with value: 0.9975639567216795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:36,122] Trial 3101 finished with value: 0.9973715776811888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:37,567] Trial 3102 finished with value: 0.9970806382511576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:41,086] Trial 3103 finished with value: 0.9972794467252056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:43,853] Trial 3104 finished with value: 0.9974106560588506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:46,820] Trial 3105 finished with value: 0.992139578461409 and parameters: {'classifier': 'SVC', 'svc_c': 138.58858743964907, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:49,924] Trial 3106 finished with value: 0.9970211544302182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:52,746] Trial 3107 finished with value: 0.9977255789686336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:55,697] Trial 3108 finished with value: 0.997406217766394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:58,303] Trial 3109 finished with value: 0.9975262890940048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:01,299] Trial 3110 finished with value: 0.9975626939972929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:04,671] Trial 3111 finished with value: 0.9973616425735857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:12,490] Trial 3112 finished with value: 0.9968068136781572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:15,013] Trial 3113 finished with value: 0.9973430424142231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:17,608] Trial 3114 finished with value: 0.9974529226045314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:20,832] Trial 3115 finished with value: 0.9973229199143908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:23,370] Trial 3116 finished with value: 0.9974497276446002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:26,026] Trial 3117 finished with value: 0.9966405191668928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:28,807] Trial 3118 finished with value: 0.9975111205324115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:32,214] Trial 3119 finished with value: 0.9974861124260549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:35,580] Trial 3120 finished with value: 0.9972885934314494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:39,261] Trial 3121 finished with value: 0.9972598157503465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:45,421] Trial 3122 finished with value: 0.9936271430711622 and parameters: {'classifier': 'SVC', 'svc_c': 877899.9496614893, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:48,504] Trial 3123 finished with value: 0.9975270385212139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:51,658] Trial 3124 finished with value: 0.9974730819203366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:55,148] Trial 3125 finished with value: 0.9974088576620618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:57,936] Trial 3126 finished with value: 0.9972703542907843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:04,588] Trial 3127 finished with value: 0.9967731589915029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:07,337] Trial 3128 finished with value: 0.9973800581135407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:11,426] Trial 3129 finished with value: 0.9971718494743199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:15,146] Trial 3130 finished with value: 0.997456300343072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:18,287] Trial 3131 finished with value: 0.997087986274971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:21,916] Trial 3132 finished with value: 0.9971160472189092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:24,893] Trial 3133 finished with value: 0.9974111098474516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:28,082] Trial 3134 finished with value: 0.9975909482568257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:32,795] Trial 3135 finished with value: 0.9975029701742973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:35,477] Trial 3136 finished with value: 0.9975994897529116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:39,987] Trial 3137 finished with value: 0.9975209123751002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:42,463] Trial 3138 finished with value: 0.9974803688486779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:45,321] Trial 3139 finished with value: 0.9977029055027504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:53,228] Trial 3140 finished with value: 0.9968598925354656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:56,115] Trial 3141 finished with value: 0.9975310706636685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:02,696] Trial 3142 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.9403304866069275e-05, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:07,520] Trial 3143 finished with value: 0.9972813148819154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:10,586] Trial 3144 finished with value: 0.9977439119265532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:14,601] Trial 3145 finished with value: 0.9975407793847774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:22,539] Trial 3146 finished with value: 0.9973979431861099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:26,093] Trial 3147 finished with value: 0.9974268321403162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:28,544] Trial 3148 finished with value: 0.9975600543555286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:31,499] Trial 3149 finished with value: 0.9972590047515969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:34,371] Trial 3150 finished with value: 0.9974529052121581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:36,085] Trial 3151 finished with value: 0.9973591549881361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:39,551] Trial 3152 finished with value: 0.9974742095364509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:42,153] Trial 3153 finished with value: 0.9973467400073952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:58,271] Trial 3154 finished with value: 0.9970733816959937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:11,411] Trial 3155 finished with value: 0.9968025391215654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:13,813] Trial 3156 finished with value: 0.9907565357310458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 33, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:20,941] Trial 3157 finished with value: 0.9970196305345911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:23,323] Trial 3158 finished with value: 0.9970775188591839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:26,863] Trial 3159 finished with value: 0.9972964995663656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:28,862] Trial 3160 finished with value: 0.9956831846382662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:34,658] Trial 3161 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.012286893295822e-09, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:37,803] Trial 3162 finished with value: 0.997275689052175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:40,578] Trial 3163 finished with value: 0.9974373686812658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:55,514] Trial 3164 finished with value: 0.9967715840930585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:58,580] Trial 3165 finished with value: 0.9974089614450191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:00,592] Trial 3166 finished with value: 0.9971702438535809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:04,923] Trial 3167 finished with value: 0.9971268145896598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:07,608] Trial 3168 finished with value: 0.9971047341465779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:12,435] Trial 3169 finished with value: 0.9972913388556591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:13,888] Trial 3170 finished with value: 0.9969592282503474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:16,693] Trial 3171 finished with value: 0.9967638117334222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:22,423] Trial 3172 finished with value: 0.997309623064153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:40,639] Trial 3173 finished with value: 0.996843281739881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:44,532] Trial 3174 finished with value: 0.997586648912928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:47,550] Trial 3175 finished with value: 0.9975253403209988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:50,103] Trial 3176 finished with value: 0.9973569251144951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:53,988] Trial 3177 finished with value: 0.9975038890819322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:55,774] Trial 3178 finished with value: 0.9968176196739411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:59,091] Trial 3179 finished with value: 0.9973628032923377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:05,190] Trial 3180 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 2.830085643300833e-10, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:18,532] Trial 3181 finished with value: 0.9968285520818103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:21,352] Trial 3182 finished with value: 0.9970313210975941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:29,410] Trial 3183 finished with value: 0.9973160767772096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:32,186] Trial 3184 finished with value: 0.9974956477312374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:39,178] Trial 3185 finished with value: 0.9970953678140145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:41,675] Trial 3186 finished with value: 0.9969016903439911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:43,626] Trial 3187 finished with value: 0.9966702227697081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:45,328] Trial 3188 finished with value: 0.9961094778648513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:49,098] Trial 3189 finished with value: 0.997240995710761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:50,909] Trial 3190 finished with value: 0.9970315485631769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:55,046] Trial 3191 finished with value: 0.9972797141805522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:57,560] Trial 3192 finished with value: 0.9976750030896598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:00,560] Trial 3193 finished with value: 0.9941421008394763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:04,084] Trial 3194 finished with value: 0.9973037147035604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:05,465] Trial 3195 finished with value: 0.9890615461862208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:09,229] Trial 3196 finished with value: 0.9974534937281764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:12,127] Trial 3197 finished with value: 0.9973853356832224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:14,552] Trial 3198 finished with value: 0.995699898201195 and parameters: {'classifier': 'SVC', 'svc_c': 6400.408043908135, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:17,279] Trial 3199 finished with value: 0.997504686369906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:30,819] Trial 3200 finished with value: 0.9969948010809156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:33,783] Trial 3201 finished with value: 0.9973645822337894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:37,242] Trial 3202 finished with value: 0.9967734692930242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 74}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:39,970] Trial 3203 finished with value: 0.9975010218158958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:42,615] Trial 3204 finished with value: 0.9968416254019661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:44,238] Trial 3205 finished with value: 0.9972788163468875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:48,008] Trial 3206 finished with value: 0.9976840953653919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:49,840] Trial 3207 finished with value: 0.9968222979367161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:55,886] Trial 3208 finished with value: 0.997312747375502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:58,852] Trial 3209 finished with value: 0.9973964064366303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:03,229] Trial 3210 finished with value: 0.9956804927559061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:07,487] Trial 3211 finished with value: 0.9974336691203436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:09,134] Trial 3212 finished with value: 0.9940920208653067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:12,045] Trial 3213 finished with value: 0.997466547148664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:14,228] Trial 3214 finished with value: 0.9966644766215605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:16,193] Trial 3215 finished with value: 0.9955283928968063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:18,637] Trial 3216 finished with value: 0.9974285588729103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:24,075] Trial 3217 finished with value: 0.9969658760407084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 79}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:29,771] Trial 3218 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 6.06016126631555e-10, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:33,816] Trial 3219 finished with value: 0.9975411239949766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:45,309] Trial 3220 finished with value: 0.9966966790767827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:54,091] Trial 3221 finished with value: 0.9964587741344654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:11,702] Trial 3222 finished with value: 0.9959212982255874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 90}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:13,119] Trial 3223 finished with value: 0.9952427146279587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:16,720] Trial 3224 finished with value: 0.9974455477304485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:20,006] Trial 3225 finished with value: 0.9976119589102606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:24,845] Trial 3226 finished with value: 0.9975054436046403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:27,555] Trial 3227 finished with value: 0.9976954209107212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:28,986] Trial 3228 finished with value: 0.9900494096936846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:31,535] Trial 3229 finished with value: 0.9975615943740127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:35,555] Trial 3230 finished with value: 0.9974207876558386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:37,998] Trial 3231 finished with value: 0.9975474736711728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:40,273] Trial 3232 finished with value: 0.9975515014020581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:43,340] Trial 3233 finished with value: 0.9975642435054114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:47,008] Trial 3234 finished with value: 0.9974977784239175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:49,818] Trial 3235 finished with value: 0.9974027875650925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:04,155] Trial 3236 finished with value: 0.9897232035452029 and parameters: {'classifier': 'SVC', 'svc_c': 515127949.6241751, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:07,018] Trial 3237 finished with value: 0.9974058736640012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:12,021] Trial 3238 finished with value: 0.9971561031241212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:16,745] Trial 3239 finished with value: 0.9972280784776343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:20,534] Trial 3240 finished with value: 0.9974665170293898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:42,809] Trial 3241 finished with value: 0.9961804509669842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:49,753] Trial 3242 finished with value: 0.9971485214775709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:53,192] Trial 3243 finished with value: 0.997282902380309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:55,887] Trial 3244 finished with value: 0.9973929241851605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:58,167] Trial 3245 finished with value: 0.9974596281896219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:01,338] Trial 3246 finished with value: 0.9975375549720679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:03,035] Trial 3247 finished with value: 0.9970705916165478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:06,871] Trial 3248 finished with value: 0.9975056481237162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:08,793] Trial 3249 finished with value: 0.9972114262958184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:10,739] Trial 3250 finished with value: 0.996135950929541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:14,825] Trial 3251 finished with value: 0.9974206233486916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:17,725] Trial 3252 finished with value: 0.9975201737070418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:21,154] Trial 3253 finished with value: 0.9973274550074652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:24,430] Trial 3254 finished with value: 0.9973766868177952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:27,401] Trial 3255 finished with value: 0.9976466510456342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:31,939] Trial 3256 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1672153996.0819483, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:34,738] Trial 3257 finished with value: 0.9973443305289358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:38,625] Trial 3258 finished with value: 0.9974646024083839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:52,442] Trial 3259 finished with value: 0.9963080595398127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:54,795] Trial 3260 finished with value: 0.9970843159446613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:56,497] Trial 3261 finished with value: 0.9971262750452329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:59,083] Trial 3262 finished with value: 0.9972437245360452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:02,024] Trial 3263 finished with value: 0.9974654483188315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:06,161] Trial 3264 finished with value: 0.997313050662946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:08,401] Trial 3265 finished with value: 0.997323534550707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:11,742] Trial 3266 finished with value: 0.9973842697655998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:26,021] Trial 3267 finished with value: 0.9969933950916144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:30,709] Trial 3268 finished with value: 0.9967547291377518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:34,008] Trial 3269 finished with value: 0.9975703965970085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:35,282] Trial 3270 finished with value: 0.9919477665138489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:38,254] Trial 3271 finished with value: 0.9975749707911848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:45,151] Trial 3272 finished with value: 0.9973143742606392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:48,412] Trial 3273 finished with value: 0.9867734407847663 and parameters: {'classifier': 'SVC', 'svc_c': 0.7442345025816185, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:54,539] Trial 3274 finished with value: 0.9971489452103736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:57,759] Trial 3275 finished with value: 0.9974778053778915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:01,772] Trial 3276 finished with value: 0.9976204774915773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:06,847] Trial 3277 finished with value: 0.9971249301196657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:09,762] Trial 3278 finished with value: 0.9975171950409498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:12,921] Trial 3279 finished with value: 0.9974962528779191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:15,828] Trial 3280 finished with value: 0.9973938095458273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:19,683] Trial 3281 finished with value: 0.9970423330723975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 87}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:23,263] Trial 3282 finished with value: 0.9973786953512697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:27,438] Trial 3283 finished with value: 0.99755810079211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:29,651] Trial 3284 finished with value: 0.997448224949895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:32,685] Trial 3285 finished with value: 0.9974109106920821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:36,487] Trial 3286 finished with value: 0.9975115181131784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:39,664] Trial 3287 finished with value: 0.997328219288015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:41,301] Trial 3288 finished with value: 0.995926350741767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:43,026] Trial 3289 finished with value: 0.9950214014067432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:47,205] Trial 3290 finished with value: 0.997671694095427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:52,365] Trial 3291 finished with value: 0.9973500202788217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:58,949] Trial 3292 finished with value: 0.9854030286624876 and parameters: {'classifier': 'SVC', 'svc_c': 0.13662271348353197, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:01,706] Trial 3293 finished with value: 0.997282120993027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:03,720] Trial 3294 finished with value: 0.9973423364362094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:19,751] Trial 3295 finished with value: 0.9966119320084484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:23,508] Trial 3296 finished with value: 0.9972892622761114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:29,184] Trial 3297 finished with value: 0.9972082380643235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:35,371] Trial 3298 finished with value: 0.9973349560714685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:36,277] Trial 3299 finished with value: 0.9886319766871856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 41}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:39,616] Trial 3300 finished with value: 0.9975663021847795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:42,918] Trial 3301 finished with value: 0.9968854107652092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:44,810] Trial 3302 finished with value: 0.9967299569075235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:48,606] Trial 3303 finished with value: 0.9974965683527195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:50,727] Trial 3304 finished with value: 0.9974610955917736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:52,922] Trial 3305 finished with value: 0.9975204031403747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:55,084] Trial 3306 finished with value: 0.9975346618396367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:18:02,832] Trial 3307 finished with value: 0.996996624296748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:18:13,385] Trial 3308 finished with value: 0.9969536280965743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:18:15,767] Trial 3309 finished with value: 0.9965804677452162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:18:21,513] Trial 3310 finished with value: 0.996702092929039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:18:24,380] Trial 3311 finished with value: 0.9975274466389661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:12,528] Trial 3312 finished with value: 0.9896813859956989 and parameters: {'classifier': 'SVC', 'svc_c': 38662399.133902535, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:19,629] Trial 3313 finished with value: 0.9955321822760066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:33,470] Trial 3314 finished with value: 0.9967654565187388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:46,498] Trial 3315 finished with value: 0.9967302081765368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:50,230] Trial 3316 finished with value: 0.9973724670725698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:52,742] Trial 3317 finished with value: 0.9972769127706734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:55,791] Trial 3318 finished with value: 0.997318795224198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:59,941] Trial 3319 finished with value: 0.9974962988026713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:13,144] Trial 3320 finished with value: 0.9966700771244507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:15,603] Trial 3321 finished with value: 0.9974202764851009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:16,808] Trial 3322 finished with value: 0.993832836132099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:19,597] Trial 3323 finished with value: 0.9973198379096724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:26,692] Trial 3324 finished with value: 0.9971529169873281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:37,658] Trial 3325 finished with value: 0.9970084079470337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:40,172] Trial 3326 finished with value: 0.9975143668125394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:42,026] Trial 3327 finished with value: 0.9965721264518508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 70}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:44,008] Trial 3328 finished with value: 0.9973148612153535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:47,782] Trial 3329 finished with value: 0.9971962886152093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:53,540] Trial 3330 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011770724267239053, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:58,438] Trial 3331 finished with value: 0.9972608537068725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:01,116] Trial 3332 finished with value: 0.9975489993758607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:04,346] Trial 3333 finished with value: 0.9974363589397396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:06,939] Trial 3334 finished with value: 0.9974432962115545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:30,328] Trial 3335 finished with value: 0.9962280575108108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:37,761] Trial 3336 finished with value: 0.9966588719292666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:41,907] Trial 3337 finished with value: 0.9974979249578363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:45,087] Trial 3338 finished with value: 0.9976491722732659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:48,105] Trial 3339 finished with value: 0.9971931971208562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:51,130] Trial 3340 finished with value: 0.9974891275907405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:54,363] Trial 3341 finished with value: 0.9973928674695198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:57,786] Trial 3342 finished with value: 0.9972771375385342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:59,921] Trial 3343 finished with value: 0.9970840402374592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:01,721] Trial 3344 finished with value: 0.9970924824256328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:05,588] Trial 3345 finished with value: 0.9975898994776733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:08,266] Trial 3346 finished with value: 0.9974308744389013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:11,275] Trial 3347 finished with value: 0.9972982944719847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:17,146] Trial 3348 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.4301398740909184e-09, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:20,165] Trial 3349 finished with value: 0.9974556447965931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:21,435] Trial 3350 finished with value: 0.9893603725814722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:28,358] Trial 3351 finished with value: 0.9973197080698927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:32,643] Trial 3352 finished with value: 0.9972541881750212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:35,533] Trial 3353 finished with value: 0.9973695020537781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:38,598] Trial 3354 finished with value: 0.9974228017117087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:43,188] Trial 3355 finished with value: 0.9973753083135223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:46,047] Trial 3356 finished with value: 0.9976700903472246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:50,746] Trial 3357 finished with value: 0.9974343183192409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:53,561] Trial 3358 finished with value: 0.9971400107037792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:56,807] Trial 3359 finished with value: 0.997550403492625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:58,906] Trial 3360 finished with value: 0.9957748293695067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:01,013] Trial 3361 finished with value: 0.9972534963203764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:02,625] Trial 3362 finished with value: 0.9971594177042258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:05,379] Trial 3363 finished with value: 0.997585657325485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:08,951] Trial 3364 finished with value: 0.9973761292779749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:12,518] Trial 3365 finished with value: 0.9975276480794647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:19,027] Trial 3366 finished with value: 0.9971328792911844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:21,217] Trial 3367 finished with value: 0.9954362907271056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:26,938] Trial 3368 finished with value: 0.9852222790577899 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004499829361843544, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:29,375] Trial 3369 finished with value: 0.9973821485625541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:31,051] Trial 3370 finished with value: 0.9943491417141296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:33,944] Trial 3371 finished with value: 0.9976040737541011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:38,679] Trial 3372 finished with value: 0.9975386561822432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:49,809] Trial 3373 finished with value: 0.9969711856974145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:52,783] Trial 3374 finished with value: 0.9974748915206066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:55,713] Trial 3375 finished with value: 0.997453790223708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:00,809] Trial 3376 finished with value: 0.9975150030941083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:06,367] Trial 3377 finished with value: 0.9973160599878564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:09,071] Trial 3378 finished with value: 0.9974124330960278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:12,926] Trial 3379 finished with value: 0.9977354829730872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:16,657] Trial 3380 finished with value: 0.9974619017663615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:20,031] Trial 3381 finished with value: 0.9976590011223546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:23,396] Trial 3382 finished with value: 0.9973497007415694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:25,960] Trial 3383 finished with value: 0.9973613165300624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:29,801] Trial 3384 finished with value: 0.9974454786687618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:33,309] Trial 3385 finished with value: 0.9975197222670458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:38,300] Trial 3386 finished with value: 0.9963009756388653 and parameters: {'classifier': 'SVC', 'svc_c': 75695.02294506026, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:42,305] Trial 3387 finished with value: 0.9970723899181229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:45,564] Trial 3388 finished with value: 0.9972553541622661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:49,363] Trial 3389 finished with value: 0.9972040972830115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:52,183] Trial 3390 finished with value: 0.9971699397409516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:55,878] Trial 3391 finished with value: 0.9976298128479427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:58,776] Trial 3392 finished with value: 0.997388702345233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:00,173] Trial 3393 finished with value: 0.989359321358501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:04,365] Trial 3394 finished with value: 0.997212431784465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:08,222] Trial 3395 finished with value: 0.9970665424625748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:10,610] Trial 3396 finished with value: 0.9968925650290973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:13,997] Trial 3397 finished with value: 0.9973560324858476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:17,748] Trial 3398 finished with value: 0.9974509602179746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:19,852] Trial 3399 finished with value: 0.995895140191367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:22,968] Trial 3400 finished with value: 0.9975359960695288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:26,678] Trial 3401 finished with value: 0.9967699595565267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:40,562] Trial 3402 finished with value: 0.9967284271721214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:43,129] Trial 3403 finished with value: 0.9974114323045914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:46,476] Trial 3404 finished with value: 0.9973227784585372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:49,913] Trial 3405 finished with value: 0.997249335829824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:52,754] Trial 3406 finished with value: 0.9887066248485764 and parameters: {'classifier': 'SVC', 'svc_c': 4.781494781587004, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:55,775] Trial 3407 finished with value: 0.9973413029864663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:58,991] Trial 3408 finished with value: 0.9966374550623541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:02,803] Trial 3409 finished with value: 0.9974576974140209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:05,838] Trial 3410 finished with value: 0.9975100185605262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:18,245] Trial 3411 finished with value: 0.9964363200409986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:22,271] Trial 3412 finished with value: 0.9974054309836679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:26,122] Trial 3413 finished with value: 0.9972562906844394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:28,574] Trial 3414 finished with value: 0.9964958679407729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:32,621] Trial 3415 finished with value: 0.9973199691459196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:36,182] Trial 3416 finished with value: 0.997320283890748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:39,150] Trial 3417 finished with value: 0.9976861614079547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:43,638] Trial 3418 finished with value: 0.9974875858266713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:46,679] Trial 3419 finished with value: 0.9973538578996415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:50,807] Trial 3420 finished with value: 0.9973050416972095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:54,065] Trial 3421 finished with value: 0.99748927866318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:56,785] Trial 3422 finished with value: 0.9975487929842485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:00,547] Trial 3423 finished with value: 0.9972073694612718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:03,206] Trial 3424 finished with value: 0.9973582952399607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:09,978] Trial 3425 finished with value: 0.9853871338106197 and parameters: {'classifier': 'SVC', 'svc_c': 0.043729963613164585, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:13,883] Trial 3426 finished with value: 0.9973038981169275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:16,086] Trial 3427 finished with value: 0.996684990100675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:18,730] Trial 3428 finished with value: 0.9972416961981168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:22,634] Trial 3429 finished with value: 0.9976001640247558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:27,441] Trial 3430 finished with value: 0.9970545246817458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:30,366] Trial 3431 finished with value: 0.9975511613303795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:33,272] Trial 3432 finished with value: 0.9973351177761068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:37,527] Trial 3433 finished with value: 0.9973510229427945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:40,294] Trial 3434 finished with value: 0.9973020650306058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:44,019] Trial 3435 finished with value: 0.9974326994637946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:47,373] Trial 3436 finished with value: 0.9974359514567457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:50,225] Trial 3437 finished with value: 0.9975331500044143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:58,596] Trial 3438 finished with value: 0.997285890028229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:01,240] Trial 3439 finished with value: 0.9974273288703062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:08,700] Trial 3440 finished with value: 0.9970323389005488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:12,560] Trial 3441 finished with value: 0.9973408530064143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:14,884] Trial 3442 finished with value: 0.9894161636651394 and parameters: {'classifier': 'SVC', 'svc_c': 19213.697130430704, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:23,793] Trial 3443 finished with value: 0.9966670576751476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 101}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:27,516] Trial 3444 finished with value: 0.9972597909313028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:30,284] Trial 3445 finished with value: 0.9973747845110973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:34,821] Trial 3446 finished with value: 0.9972368496926943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:37,519] Trial 3447 finished with value: 0.9975087161637554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:39,449] Trial 3448 finished with value: 0.9967063262898268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:42,635] Trial 3449 finished with value: 0.9976048347973845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:45,250] Trial 3450 finished with value: 0.997348038690831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:48,968] Trial 3451 finished with value: 0.9976125132128146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:51,805] Trial 3452 finished with value: 0.9973547410386546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:53,374] Trial 3453 finished with value: 0.9966310665706971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:05,303] Trial 3454 finished with value: 0.997233338496253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:14,351] Trial 3455 finished with value: 0.996322426116222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:15,437] Trial 3456 finished with value: 0.9965724904856496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:18,493] Trial 3457 finished with value: 0.9972865918168387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:20,860] Trial 3458 finished with value: 0.9938328472086287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:23,393] Trial 3459 finished with value: 0.9962530518111778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:25,583] Trial 3460 finished with value: 0.9973205881938049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 59}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:27,853] Trial 3461 finished with value: 0.9946176427292203 and parameters: {'classifier': 'SVC', 'svc_c': 506.58848807089765, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:30,469] Trial 3462 finished with value: 0.9974158662489545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:33,498] Trial 3463 finished with value: 0.9977274479822666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:53,893] Trial 3464 finished with value: 0.9962313582849256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:56,545] Trial 3465 finished with value: 0.9973269581822616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:59,264] Trial 3466 finished with value: 0.9973637878974412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:02,282] Trial 3467 finished with value: 0.9975622569345691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:05,087] Trial 3468 finished with value: 0.9974124383962583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:07,876] Trial 3469 finished with value: 0.997380411229499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:18,813] Trial 3470 finished with value: 0.9968764655312022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:21,371] Trial 3471 finished with value: 0.9973923457617969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:25,446] Trial 3472 finished with value: 0.9974738846354921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:28,924] Trial 3473 finished with value: 0.997337252245598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:30,593] Trial 3474 finished with value: 0.9953319805078203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:33,262] Trial 3475 finished with value: 0.9974176078666269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:34,721] Trial 3476 finished with value: 0.9973045668029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:37,468] Trial 3477 finished with value: 0.9974241563490752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:38,728] Trial 3478 finished with value: 0.9973239193093594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 25}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:51,244] Trial 3479 finished with value: 0.9967702688106971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:53,655] Trial 3480 finished with value: 0.9916302742935045 and parameters: {'classifier': 'SVC', 'svc_c': 63.09996492152442, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:56,487] Trial 3481 finished with value: 0.9975759532381107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:58,748] Trial 3482 finished with value: 0.9974284709589064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:01,818] Trial 3483 finished with value: 0.9976078756062993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:04,126] Trial 3484 finished with value: 0.9976150022582081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:10,699] Trial 3485 finished with value: 0.9974970825068205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:15,444] Trial 3486 finished with value: 0.997217674981993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:18,202] Trial 3487 finished with value: 0.9973166020395782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:21,298] Trial 3488 finished with value: 0.9972846289224755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:26,268] Trial 3489 finished with value: 0.9972105865425247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:29,021] Trial 3490 finished with value: 0.9972271994010731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:31,431] Trial 3491 finished with value: 0.997597183232224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:34,319] Trial 3492 finished with value: 0.9973717342760242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:36,555] Trial 3493 finished with value: 0.9976237347212832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:39,829] Trial 3494 finished with value: 0.9974501290656539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:44,251] Trial 3495 finished with value: 0.9973077895017625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:48,537] Trial 3496 finished with value: 0.9976395399453001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:49,980] Trial 3497 finished with value: 0.9966754075694862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:52,847] Trial 3498 finished with value: 0.9974424131042792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:15,317] Trial 3499 finished with value: 0.9908537969293438 and parameters: {'classifier': 'SVC', 'svc_c': 6963368.545343116, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:22,645] Trial 3500 finished with value: 0.9965837015840844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:26,188] Trial 3501 finished with value: 0.9974200631746247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:41,135] Trial 3502 finished with value: 0.9970189334114535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:45,123] Trial 3503 finished with value: 0.9972251235197591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:47,924] Trial 3504 finished with value: 0.9974973477087752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:49,324] Trial 3505 finished with value: 0.9910228590813533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:53,245] Trial 3506 finished with value: 0.9973996614129446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:55,572] Trial 3507 finished with value: 0.9973027915747835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:58,823] Trial 3508 finished with value: 0.9975466786683285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:00,253] Trial 3509 finished with value: 0.9968252020504632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:02,712] Trial 3510 finished with value: 0.9975762958488216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:06,043] Trial 3511 finished with value: 0.9973230867923085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:08,846] Trial 3512 finished with value: 0.9975241769362627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:09,979] Trial 3513 finished with value: 0.9967026655443655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 28}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:12,669] Trial 3514 finished with value: 0.9975387771354088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:15,294] Trial 3515 finished with value: 0.9972956950104112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:18,572] Trial 3516 finished with value: 0.9969590684182453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:22,232] Trial 3517 finished with value: 0.9973394369561966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:25,422] Trial 3518 finished with value: 0.9974025194115123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:30,390] Trial 3519 finished with value: 0.9852038426025539 and parameters: {'classifier': 'SVC', 'svc_c': 4.2375300973103786e-08, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:40,906] Trial 3520 finished with value: 0.9972160393371935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:43,844] Trial 3521 finished with value: 0.9973249727222461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:46,657] Trial 3522 finished with value: 0.9965683172047203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:49,158] Trial 3523 finished with value: 0.9975380020004946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:51,493] Trial 3524 finished with value: 0.9975330712626658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:54,517] Trial 3525 finished with value: 0.9974862700365034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:59,079] Trial 3526 finished with value: 0.9976341496108333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:03,619] Trial 3527 finished with value: 0.99737730056545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:08,970] Trial 3528 finished with value: 0.9971446553878481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:12,213] Trial 3529 finished with value: 0.9969898521572658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:19,776] Trial 3530 finished with value: 0.997145585625916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:22,968] Trial 3531 finished with value: 0.9971596520886724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:25,906] Trial 3532 finished with value: 0.9973981886788241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:28,705] Trial 3533 finished with value: 0.9973194210005197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:33,112] Trial 3534 finished with value: 0.986053267230168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 68, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:35,250] Trial 3535 finished with value: 0.9973142041771931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:37,681] Trial 3536 finished with value: 0.9952056266931638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:45,353] Trial 3537 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3583667963726829e-06, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:47,351] Trial 3538 finished with value: 0.9944886998947619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:49,671] Trial 3539 finished with value: 0.9974337017151745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:57,575] Trial 3540 finished with value: 0.997103377827102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:02,163] Trial 3541 finished with value: 0.9970595186414863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:05,307] Trial 3542 finished with value: 0.9971427593969938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:08,268] Trial 3543 finished with value: 0.9973436245509221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:20,139] Trial 3544 finished with value: 0.9959317001660711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:23,632] Trial 3545 finished with value: 0.9975980638639426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:27,685] Trial 3546 finished with value: 0.9975584748550874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:30,144] Trial 3547 finished with value: 0.9970931041077642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:34,440] Trial 3548 finished with value: 0.9973835790535196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:37,482] Trial 3549 finished with value: 0.9975817206189183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:40,229] Trial 3550 finished with value: 0.997354917247517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:43,922] Trial 3551 finished with value: 0.997406557044625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:46,529] Trial 3552 finished with value: 0.9972572051170298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:59,315] Trial 3553 finished with value: 0.9966508540134402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 48, 'rf_n_estimators': 95}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:01,781] Trial 3554 finished with value: 0.9958056438942972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:10,594] Trial 3555 finished with value: 0.9970843012500102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:19,634] Trial 3556 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.2202708232529975e-06, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:25,461] Trial 3557 finished with value: 0.9973563200630272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:28,192] Trial 3558 finished with value: 0.996450767834713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:30,736] Trial 3559 finished with value: 0.9964577962260602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:34,036] Trial 3560 finished with value: 0.9976245614937728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:36,821] Trial 3561 finished with value: 0.9974756043857465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:39,496] Trial 3562 finished with value: 0.9975237993186394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:42,974] Trial 3563 finished with value: 0.9975656173759498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:45,476] Trial 3564 finished with value: 0.9973457643841194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:46,904] Trial 3565 finished with value: 0.9964214928523382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:49,875] Trial 3566 finished with value: 0.9974645243331315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:53,737] Trial 3567 finished with value: 0.9975718379423385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:55,509] Trial 3568 finished with value: 0.9965868276727564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:59,639] Trial 3569 finished with value: 0.9975033602331802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:06,039] Trial 3570 finished with value: 0.9970622473398189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:07,484] Trial 3571 finished with value: 0.9969927942612884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:10,140] Trial 3572 finished with value: 0.9972030699269469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 67}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:13,732] Trial 3573 finished with value: 0.9974796569039376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:17,592] Trial 3574 finished with value: 0.9952749395536191 and parameters: {'classifier': 'SVC', 'svc_c': 202855.1180669004, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:19,474] Trial 3575 finished with value: 0.9899643442306627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:27,719] Trial 3576 finished with value: 0.9970112274475197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:31,677] Trial 3577 finished with value: 0.9974802531957433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:37,027] Trial 3578 finished with value: 0.9952856944831098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:40,400] Trial 3579 finished with value: 0.997362855025127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:43,654] Trial 3580 finished with value: 0.9973924741416326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:46,827] Trial 3581 finished with value: 0.9963026618738892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:49,387] Trial 3582 finished with value: 0.9974964841520509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:53,654] Trial 3583 finished with value: 0.9970710208082704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 47}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:56,454] Trial 3584 finished with value: 0.9975297422418133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:59,280] Trial 3585 finished with value: 0.997661542979626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:03,034] Trial 3586 finished with value: 0.9974352138995138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:08,616] Trial 3587 finished with value: 0.9974093383326702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:11,791] Trial 3588 finished with value: 0.9971483155302893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:14,931] Trial 3589 finished with value: 0.997145379519945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:16,644] Trial 3590 finished with value: 0.9966502809855209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:19,401] Trial 3591 finished with value: 0.9972836391440932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:22,135] Trial 3592 finished with value: 0.9975786314096945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:27,221] Trial 3593 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 232380086.2560684, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:30,120] Trial 3594 finished with value: 0.9972810221949325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:32,088] Trial 3595 finished with value: 0.9971878510925082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:35,596] Trial 3596 finished with value: 0.9972749528914112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:39,369] Trial 3597 finished with value: 0.9974110333273566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:44,728] Trial 3598 finished with value: 0.9975643466853485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:46,261] Trial 3599 finished with value: 0.9934220465559344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:49,437] Trial 3600 finished with value: 0.9972939796082502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:53,211] Trial 3601 finished with value: 0.9975338254822991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:54,219] Trial 3602 finished with value: 0.9951968248827607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 19}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:57,289] Trial 3603 finished with value: 0.9976365166557102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:59,405] Trial 3604 finished with value: 0.9971668293625436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:00,106] Trial 3605 finished with value: 0.9968421028670461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 12}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:02,828] Trial 3606 finished with value: 0.9974527557266141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:20,062] Trial 3607 finished with value: 0.9964590660597382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 57, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:23,512] Trial 3608 finished with value: 0.9972999046629821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:26,043] Trial 3609 finished with value: 0.9974161258332997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:29,016] Trial 3610 finished with value: 0.996063414037231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:31,579] Trial 3611 finished with value: 0.9913495813199485 and parameters: {'classifier': 'SVC', 'svc_c': 16.193400473846165, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:34,798] Trial 3612 finished with value: 0.9975653051066784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:36,339] Trial 3613 finished with value: 0.9968220217217073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:39,771] Trial 3614 finished with value: 0.9975602021272257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:41,891] Trial 3615 finished with value: 0.9973696885457223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 56}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:47,226] Trial 3616 finished with value: 0.9976638716851106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:48,185] Trial 3617 finished with value: 0.9887159198660614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:51,370] Trial 3618 finished with value: 0.9975632698181481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:54,236] Trial 3619 finished with value: 0.997487892256168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:04,656] Trial 3620 finished with value: 0.9970049835855072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:07,935] Trial 3621 finished with value: 0.9975533053847188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:18,716] Trial 3622 finished with value: 0.9967340557313218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:21,358] Trial 3623 finished with value: 0.9972208342685162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:25,195] Trial 3624 finished with value: 0.9975591565218642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:34,442] Trial 3625 finished with value: 0.9962161518917468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 40, 'rf_n_estimators': 85}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:39,706] Trial 3626 finished with value: 0.9974394968031755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:41,402] Trial 3627 finished with value: 0.9956841741944832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:47,973] Trial 3628 finished with value: 0.9971592247377483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:53,784] Trial 3629 finished with value: 0.997309486495937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:00,555] Trial 3630 finished with value: 0.9853879534103421 and parameters: {'classifier': 'SVC', 'svc_c': 0.015070066189465383, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:03,351] Trial 3631 finished with value: 0.9966422914433837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:17,547] Trial 3632 finished with value: 0.9968873275761307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:21,036] Trial 3633 finished with value: 0.9970004129777145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:24,238] Trial 3634 finished with value: 0.9977001035533273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:25,585] Trial 3635 finished with value: 0.9971610608391713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 37}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:30,314] Trial 3636 finished with value: 0.9971981859390558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:32,802] Trial 3637 finished with value: 0.9974446443109123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:35,399] Trial 3638 finished with value: 0.9972352434689352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:37,715] Trial 3639 finished with value: 0.9977174568255193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:40,045] Trial 3640 finished with value: 0.9973907420135945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:42,646] Trial 3641 finished with value: 0.9975513121806537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:44,703] Trial 3642 finished with value: 0.9973638948224516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:00,037] Trial 3643 finished with value: 0.996788801273103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:02,214] Trial 3644 finished with value: 0.99716934065621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:09,311] Trial 3645 finished with value: 0.9969849530938687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:12,891] Trial 3646 finished with value: 0.997468642294888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:26,177] Trial 3647 finished with value: 0.9969188153571524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:28,432] Trial 3648 finished with value: 0.9972767746155622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:34,104] Trial 3649 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.9253998894350234e-09, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:35,910] Trial 3650 finished with value: 0.99688151322322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:38,063] Trial 3651 finished with value: 0.9973596982776362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:40,703] Trial 3652 finished with value: 0.9972658599174452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:43,444] Trial 3653 finished with value: 0.9975424521946664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:45,948] Trial 3654 finished with value: 0.9973976468492679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:48,408] Trial 3655 finished with value: 0.9974241575551158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:51,979] Trial 3656 finished with value: 0.9973127990130776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:57,800] Trial 3657 finished with value: 0.9970155345672045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:00,045] Trial 3658 finished with value: 0.9974790990784758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:12,603] Trial 3659 finished with value: 0.9968462385702929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:15,016] Trial 3660 finished with value: 0.99756225661719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:17,628] Trial 3661 finished with value: 0.9974218155514478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:20,423] Trial 3662 finished with value: 0.9974590660160668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:22,741] Trial 3663 finished with value: 0.997698553981733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:28,088] Trial 3664 finished with value: 0.9971579143747625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:29,938] Trial 3665 finished with value: 0.9974537188134162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:32,943] Trial 3666 finished with value: 0.9971314711437059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:40,377] Trial 3667 finished with value: 0.9970691412259143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:42,571] Trial 3668 finished with value: 0.9974585201557963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:44,931] Trial 3669 finished with value: 0.9974874038732477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:47,144] Trial 3670 finished with value: 0.9971969567298995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:49,748] Trial 3671 finished with value: 0.9930865276167394 and parameters: {'classifier': 'SVC', 'svc_c': 2325.625949860509, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:52,232] Trial 3672 finished with value: 0.9973036940421826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:53,192] Trial 3673 finished with value: 0.9878255415947846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:55,603] Trial 3674 finished with value: 0.9971874753791595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:58,370] Trial 3675 finished with value: 0.9976215030068435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:09,808] Trial 3676 finished with value: 0.9970716221781412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:12,489] Trial 3677 finished with value: 0.9971220380980612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:15,167] Trial 3678 finished with value: 0.9976120872583585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:18,014] Trial 3679 finished with value: 0.9972709646742205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:21,101] Trial 3680 finished with value: 0.9975106537312685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:23,430] Trial 3681 finished with value: 0.9974178480273729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:26,706] Trial 3682 finished with value: 0.9975157704214972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:29,192] Trial 3683 finished with value: 0.9974964744085133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:31,087] Trial 3684 finished with value: 0.997429458959966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:34,332] Trial 3685 finished with value: 0.9975124651405994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:37,344] Trial 3686 finished with value: 0.996794078112813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:43,479] Trial 3687 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2416732434552893e-08, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:46,224] Trial 3688 finished with value: 0.9969631748274036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:53,372] Trial 3689 finished with value: 0.9969875526823939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:06,704] Trial 3690 finished with value: 0.9968990595888411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:13,783] Trial 3691 finished with value: 0.9970397621432029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:16,478] Trial 3692 finished with value: 0.9976251967914666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:18,736] Trial 3693 finished with value: 0.9974782720838208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:23,741] Trial 3694 finished with value: 0.9969229089441959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:30,220] Trial 3695 finished with value: 0.9973755433962027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:32,732] Trial 3696 finished with value: 0.9974469189667406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:35,694] Trial 3697 finished with value: 0.9976265791360265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:37,829] Trial 3698 finished with value: 0.9974041710522169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:40,385] Trial 3699 finished with value: 0.9975458238712666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:41,907] Trial 3700 finished with value: 0.9935030290641116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:44,546] Trial 3701 finished with value: 0.9914298614682334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:46,976] Trial 3702 finished with value: 0.996725230180964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:53,199] Trial 3703 finished with value: 0.9971508650046585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:55,399] Trial 3704 finished with value: 0.9973605578671222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:59,118] Trial 3705 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 65808091.76692936, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:12,418] Trial 3706 finished with value: 0.9971766467859856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:16,794] Trial 3707 finished with value: 0.9974296733177931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:31,950] Trial 3708 finished with value: 0.9963372292158107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:33,595] Trial 3709 finished with value: 0.9970119539599596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:35,308] Trial 3710 finished with value: 0.9962649421960462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:38,372] Trial 3711 finished with value: 0.9974441233648991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:41,457] Trial 3712 finished with value: 0.9972888481598946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:44,252] Trial 3713 finished with value: 0.9973967174998615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:47,536] Trial 3714 finished with value: 0.9954637030434288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:48,979] Trial 3715 finished with value: 0.9966177807017752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:50,472] Trial 3716 finished with value: 0.9929885041056418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:55,241] Trial 3717 finished with value: 0.9973655858816374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:57,868] Trial 3718 finished with value: 0.9974646223715276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:00,353] Trial 3719 finished with value: 0.9975364608394458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:04,179] Trial 3720 finished with value: 0.9972514733461543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:10,907] Trial 3721 finished with value: 0.9965946676658733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:13,041] Trial 3722 finished with value: 0.9971207853711155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:19,357] Trial 3723 finished with value: 0.9968559225358339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 99}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:25,873] Trial 3724 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.8594483957751042e-05, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:29,189] Trial 3725 finished with value: 0.9967138572826769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:31,916] Trial 3726 finished with value: 0.997428394978356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:36,503] Trial 3727 finished with value: 0.9974269578224298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:38,151] Trial 3728 finished with value: 0.997168964403317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:44,635] Trial 3729 finished with value: 0.9964648068124413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:46,934] Trial 3730 finished with value: 0.9975138669404967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:51,118] Trial 3731 finished with value: 0.997526807977054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:53,898] Trial 3732 finished with value: 0.99748275128644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:57,233] Trial 3733 finished with value: 0.9974529391717192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:59,044] Trial 3734 finished with value: 0.9974294675609389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 74}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:00,393] Trial 3735 finished with value: 0.9948970718993008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:03,989] Trial 3736 finished with value: 0.9973706474748586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:09,612] Trial 3737 finished with value: 0.9971605906420721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:11,504] Trial 3738 finished with value: 0.9970745806906619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:31,870] Trial 3739 finished with value: 0.9962577694606957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:34,754] Trial 3740 finished with value: 0.997086828983913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:38,559] Trial 3741 finished with value: 0.9973923941621057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:42,543] Trial 3742 finished with value: 0.9974689383460887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:49,212] Trial 3743 finished with value: 0.9853520666601315 and parameters: {'classifier': 'SVC', 'svc_c': 0.003558875352344171, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:59,414] Trial 3744 finished with value: 0.9970276181407157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:02,235] Trial 3745 finished with value: 0.9973490537325876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:05,213] Trial 3746 finished with value: 0.9975212647293489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:08,803] Trial 3747 finished with value: 0.9972375148874971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:11,657] Trial 3748 finished with value: 0.9971269070421842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:14,154] Trial 3749 finished with value: 0.99734232520099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:19,105] Trial 3750 finished with value: 0.9965066549890261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 32, 'rf_n_estimators': 61}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:21,792] Trial 3751 finished with value: 0.9970967669161895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:25,914] Trial 3752 finished with value: 0.997041954248734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:28,742] Trial 3753 finished with value: 0.9973387883603196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:33,665] Trial 3754 finished with value: 0.9975832654615643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:36,648] Trial 3755 finished with value: 0.9975034551295235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:39,742] Trial 3756 finished with value: 0.9971594376673695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:43,180] Trial 3757 finished with value: 0.9974132578055533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:03,219] Trial 3758 finished with value: 0.9955500363089026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:07,054] Trial 3759 finished with value: 0.9972394185589252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:09,593] Trial 3760 finished with value: 0.9967622317569126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:16,872] Trial 3761 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.614519653086068e-07, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:19,687] Trial 3762 finished with value: 0.9972785224856023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:29,711] Trial 3763 finished with value: 0.9971275298351424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:30,416] Trial 3764 finished with value: 0.9933626740080986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 6}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:33,925] Trial 3765 finished with value: 0.9968218027618837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:43,765] Trial 3766 finished with value: 0.9968378366575239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:46,113] Trial 3767 finished with value: 0.9972766750537465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:48,421] Trial 3768 finished with value: 0.9974157565627464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:52,176] Trial 3769 finished with value: 0.997488248990248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:56,676] Trial 3770 finished with value: 0.9974079416425763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:59,602] Trial 3771 finished with value: 0.9975235162482429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:01,658] Trial 3772 finished with value: 0.9973699812327051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:15,304] Trial 3773 finished with value: 0.9967900276575857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 102}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:17,110] Trial 3774 finished with value: 0.9974629177602553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:20,008] Trial 3775 finished with value: 0.9973775614510494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:23,472] Trial 3776 finished with value: 0.9972446427771842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:28,447] Trial 3777 finished with value: 0.9971031271293708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:32,414] Trial 3778 finished with value: 0.9974333303816572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:35,316] Trial 3779 finished with value: 0.997514261601376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:40,797] Trial 3780 finished with value: 0.996641008882805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:43,239] Trial 3781 finished with value: 0.997231197488753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:48,555] Trial 3782 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 934782143.8163546, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:53,769] Trial 3783 finished with value: 0.9967185739165818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:56,446] Trial 3784 finished with value: 0.9974039782761671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:02,732] Trial 3785 finished with value: 0.9954415972417587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:06,618] Trial 3786 finished with value: 0.9976140122576602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:09,918] Trial 3787 finished with value: 0.9974785842896168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:12,615] Trial 3788 finished with value: 0.9922272804241423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:14,455] Trial 3789 finished with value: 0.9972425230023442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:17,102] Trial 3790 finished with value: 0.9976328928531734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:19,892] Trial 3791 finished with value: 0.9975995164127539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:38,515] Trial 3792 finished with value: 0.9969725741356527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:41,273] Trial 3793 finished with value: 0.9970141653621384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:48,210] Trial 3794 finished with value: 0.9972273712301041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:50,840] Trial 3795 finished with value: 0.997205428719968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:54,406] Trial 3796 finished with value: 0.9973805030790034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:08,079] Trial 3797 finished with value: 0.9966139373681321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:09,697] Trial 3798 finished with value: 0.9971519155611337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:17,620] Trial 3799 finished with value: 0.9852797982387808 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010886068533942058, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:32,795] Trial 3800 finished with value: 0.9966486608605583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:35,525] Trial 3801 finished with value: 0.9974733586114138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:36,645] Trial 3802 finished with value: 0.9905273006329121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:39,817] Trial 3803 finished with value: 0.99062733470871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:44,915] Trial 3804 finished with value: 0.997536665866328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:47,456] Trial 3805 finished with value: 0.997298703161019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:05,727] Trial 3806 finished with value: 0.9958398235576787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:07,433] Trial 3807 finished with value: 0.9967295167979606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:14,052] Trial 3808 finished with value: 0.9972596852440709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:16,674] Trial 3809 finished with value: 0.997536381177298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:22,200] Trial 3810 finished with value: 0.9972790652990339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:25,267] Trial 3811 finished with value: 0.9973806782087768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:29,201] Trial 3812 finished with value: 0.9975207047457095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:32,717] Trial 3813 finished with value: 0.9968650363616053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:49,185] Trial 3814 finished with value: 0.9963759496216141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:51,853] Trial 3815 finished with value: 0.9974226791716481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:55,090] Trial 3816 finished with value: 0.9973504511526535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:01,764] Trial 3817 finished with value: 0.9971271220347694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:06,533] Trial 3818 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 9660691218.886028, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:09,450] Trial 3819 finished with value: 0.9970511959147966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:13,474] Trial 3820 finished with value: 0.9969123479015818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:17,861] Trial 3821 finished with value: 0.997556537065409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:22,611] Trial 3822 finished with value: 0.9971990538438734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:26,053] Trial 3823 finished with value: 0.9975142849604759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:29,220] Trial 3824 finished with value: 0.9977144990429703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:32,769] Trial 3825 finished with value: 0.997407788380221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:35,973] Trial 3826 finished with value: 0.9977699848714434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:39,818] Trial 3827 finished with value: 0.9971947592923999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:43,577] Trial 3828 finished with value: 0.9972799153988854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:47,126] Trial 3829 finished with value: 0.9975316011945297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:50,967] Trial 3830 finished with value: 0.99748324255751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:54,373] Trial 3831 finished with value: 0.9976481516773751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:58,330] Trial 3832 finished with value: 0.9973937662870594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:03,161] Trial 3833 finished with value: 0.997065317157181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:06,587] Trial 3834 finished with value: 0.9974208680479583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:10,334] Trial 3835 finished with value: 0.997487825416135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:14,238] Trial 3836 finished with value: 0.9977345899318467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:17,969] Trial 3837 finished with value: 0.9972184163160355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:21,690] Trial 3838 finished with value: 0.9973222260602577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:25,772] Trial 3839 finished with value: 0.9972955944329823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:34,021] Trial 3840 finished with value: 0.9929845914246712 and parameters: {'classifier': 'SVC', 'svc_c': 1297102.8249957121, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:37,606] Trial 3841 finished with value: 0.9974270988656907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:41,549] Trial 3842 finished with value: 0.9976680679760227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:44,801] Trial 3843 finished with value: 0.9972478011750462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:49,958] Trial 3844 finished with value: 0.9975747339946572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:53,884] Trial 3845 finished with value: 0.9974215072811526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:57,845] Trial 3846 finished with value: 0.9975095789905079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:59,141] Trial 3847 finished with value: 0.9900497952775223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:02,203] Trial 3848 finished with value: 0.9976838602192356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:19,098] Trial 3849 finished with value: 0.9960026220749595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:22,410] Trial 3850 finished with value: 0.9973648095724205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:42,905] Trial 3851 finished with value: 0.9960652115770964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:45,639] Trial 3852 finished with value: 0.9965308985291917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:49,755] Trial 3853 finished with value: 0.9974904746744852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:53,590] Trial 3854 finished with value: 0.9958315968064212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:58,990] Trial 3855 finished with value: 0.997402339425839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:02,201] Trial 3856 finished with value: 0.996646792926014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:03,942] Trial 3857 finished with value: 0.9939191242662683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:07,865] Trial 3858 finished with value: 0.9971808781472854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:10,565] Trial 3859 finished with value: 0.9905244638987424 and parameters: {'classifier': 'SVC', 'svc_c': 11503.580298354958, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:13,908] Trial 3860 finished with value: 0.9974924249688991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:18,013] Trial 3861 finished with value: 0.9975659136493161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:20,632] Trial 3862 finished with value: 0.9966827782859035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:24,684] Trial 3863 finished with value: 0.9972832685405476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:28,425] Trial 3864 finished with value: 0.9972902848080141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:33,614] Trial 3865 finished with value: 0.997324131382057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:37,441] Trial 3866 finished with value: 0.9963774581560941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:40,988] Trial 3867 finished with value: 0.9975739752365033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:44,888] Trial 3868 finished with value: 0.9976150225704687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:52,518] Trial 3869 finished with value: 0.9967376285627795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:55,536] Trial 3870 finished with value: 0.997376861534976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:59:02,177] Trial 3871 finished with value: 0.9925114681856414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:59:06,301] Trial 3872 finished with value: 0.9973470409779717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:59:18,529] Trial 3873 finished with value: 0.9965600972136373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:59:31,538] Trial 3874 finished with value: 0.9956353496767195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:59:36,095] Trial 3875 finished with value: 0.997101193909951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:15,015] Trial 3876 finished with value: 0.9896119317746037 and parameters: {'classifier': 'SVC', 'svc_c': 3082252176.9922748, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:19,674] Trial 3877 finished with value: 0.997339896425883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:24,843] Trial 3878 finished with value: 0.9972714966967636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:28,635] Trial 3879 finished with value: 0.9977216653990014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:33,303] Trial 3880 finished with value: 0.9970437396012427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:37,763] Trial 3881 finished with value: 0.9973138808313916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:41,989] Trial 3882 finished with value: 0.997275390303252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:46,336] Trial 3883 finished with value: 0.9970448987013616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:50,720] Trial 3884 finished with value: 0.9969312833719369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:54,862] Trial 3885 finished with value: 0.9974348345997818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:58,519] Trial 3886 finished with value: 0.9969823338595788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:02,244] Trial 3887 finished with value: 0.9973585036310612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:07,226] Trial 3888 finished with value: 0.996755566034634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:13,737] Trial 3889 finished with value: 0.9968274605199587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:18,503] Trial 3890 finished with value: 0.997336260658155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:24,009] Trial 3891 finished with value: 0.9971522239266427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:28,712] Trial 3892 finished with value: 0.9972292414815156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:32,390] Trial 3893 finished with value: 0.9971203809032229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:36,737] Trial 3894 finished with value: 0.9972826129305931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:41,193] Trial 3895 finished with value: 0.9867395980192725 and parameters: {'classifier': 'SVC', 'svc_c': 16696779.61950529, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:46,358] Trial 3896 finished with value: 0.997579895244908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:50,168] Trial 3897 finished with value: 0.9974045948484956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:56,479] Trial 3898 finished with value: 0.997071259350383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:00,574] Trial 3899 finished with value: 0.997222096612048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:05,830] Trial 3900 finished with value: 0.9974923548281237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:10,550] Trial 3901 finished with value: 0.9972232536492026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:15,101] Trial 3902 finished with value: 0.9973481698636024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:19,391] Trial 3903 finished with value: 0.9972038602643187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:23,276] Trial 3904 finished with value: 0.9968209450131963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:27,610] Trial 3905 finished with value: 0.9972944205112607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:32,024] Trial 3906 finished with value: 0.997224233461882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:37,070] Trial 3907 finished with value: 0.9970509686079033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:40,793] Trial 3908 finished with value: 0.9971312752890787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:44,550] Trial 3909 finished with value: 0.9971573554384742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:49,399] Trial 3910 finished with value: 0.9970665667103361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:55,144] Trial 3911 finished with value: 0.9973408629721172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:59,121] Trial 3912 finished with value: 0.9972425077998865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:04,171] Trial 3913 finished with value: 0.9969492132901694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:09,920] Trial 3914 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.868280828073541e-07, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:13,401] Trial 3915 finished with value: 0.997424112233384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:17,311] Trial 3916 finished with value: 0.9970750201337287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:21,379] Trial 3917 finished with value: 0.9972291769266118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:26,276] Trial 3918 finished with value: 0.9975309558359192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:30,136] Trial 3919 finished with value: 0.9974998536704733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:34,846] Trial 3920 finished with value: 0.9974526114460865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:38,167] Trial 3921 finished with value: 0.9969363287470875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:43,359] Trial 3922 finished with value: 0.9975870731217995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:47,058] Trial 3923 finished with value: 0.9973835587412587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:50,902] Trial 3924 finished with value: 0.9974065184513293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:57,148] Trial 3925 finished with value: 0.9969565704545001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:02,103] Trial 3926 finished with value: 0.9968301908369247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:05,814] Trial 3927 finished with value: 0.9974866720605774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:22,971] Trial 3928 finished with value: 0.9965265840145744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:28,791] Trial 3929 finished with value: 0.9971483102300587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:31,907] Trial 3930 finished with value: 0.9962810367745657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:37,580] Trial 3931 finished with value: 0.9969583001069816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:41,385] Trial 3932 finished with value: 0.9971115273917684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:51,800] Trial 3933 finished with value: 0.9968937867481076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:55,980] Trial 3934 finished with value: 0.9976153199863997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:56,548] Trial 3935 finished with value: 0.9830931059252038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 2}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:01,341] Trial 3936 finished with value: 0.9858997042535339 and parameters: {'classifier': 'SVC', 'svc_c': 0.5374739892472993, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:15,795] Trial 3937 finished with value: 0.9966781019908787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:17,867] Trial 3938 finished with value: 0.9972923238416174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:21,778] Trial 3939 finished with value: 0.9973895970051067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:26,697] Trial 3940 finished with value: 0.997053186167236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:30,862] Trial 3941 finished with value: 0.997724983375062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:35,351] Trial 3942 finished with value: 0.9973819827637254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:39,746] Trial 3943 finished with value: 0.9974550831625825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:45,225] Trial 3944 finished with value: 0.9972712848462312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:49,740] Trial 3945 finished with value: 0.9975152768335603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:58,934] Trial 3946 finished with value: 0.9970870437225949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:03,064] Trial 3947 finished with value: 0.9974320412830693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:06,661] Trial 3948 finished with value: 0.9972212170911562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:10,316] Trial 3949 finished with value: 0.9976210009448852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:19,597] Trial 3950 finished with value: 0.9970821458017621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:23,872] Trial 3951 finished with value: 0.997269300274877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:30,194] Trial 3952 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 7.477834509982725e-05, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:43,553] Trial 3953 finished with value: 0.9968853432586798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:47,183] Trial 3954 finished with value: 0.9974200600325719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:57,710] Trial 3955 finished with value: 0.9972970426654381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:01,544] Trial 3956 finished with value: 0.9975789100685222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:04,928] Trial 3957 finished with value: 0.996998403523841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:08,850] Trial 3958 finished with value: 0.9971831075131198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:13,154] Trial 3959 finished with value: 0.997149260240843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:17,705] Trial 3960 finished with value: 0.9970025561751301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:21,044] Trial 3961 finished with value: 0.9973616578712572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:25,358] Trial 3962 finished with value: 0.9970265422256525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:29,202] Trial 3963 finished with value: 0.9974611306304236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:33,304] Trial 3964 finished with value: 0.9974888963166088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:35,931] Trial 3965 finished with value: 0.9962080515843127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 30}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:39,665] Trial 3966 finished with value: 0.9976419003886924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:43,486] Trial 3967 finished with value: 0.9973326337770408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:47,492] Trial 3968 finished with value: 0.9974594895267042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:51,274] Trial 3969 finished with value: 0.9975470752652202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:55,791] Trial 3970 finished with value: 0.9971799428311523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:02,412] Trial 3971 finished with value: 0.9853915585827276 and parameters: {'classifier': 'SVC', 'svc_c': 0.07640401455612097, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:10,294] Trial 3972 finished with value: 0.997223778340289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:18,406] Trial 3973 finished with value: 0.9971957235535046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:22,073] Trial 3974 finished with value: 0.9973798242051625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:26,247] Trial 3975 finished with value: 0.9969028341781764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:31,938] Trial 3976 finished with value: 0.9971819431762463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:41,084] Trial 3977 finished with value: 0.996868393057913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:48,200] Trial 3978 finished with value: 0.9975675461838008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:51,342] Trial 3979 finished with value: 0.9975167067215054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:54,673] Trial 3980 finished with value: 0.9973458838138652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:58,577] Trial 3981 finished with value: 0.9975409258552204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:01,980] Trial 3982 finished with value: 0.9970817138171038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:06,928] Trial 3983 finished with value: 0.9972475628550989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:10,657] Trial 3984 finished with value: 0.9973305110505755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:14,153] Trial 3985 finished with value: 0.9976676793453457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:18,326] Trial 3986 finished with value: 0.9973704896105069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:22,571] Trial 3987 finished with value: 0.9975041419061034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:26,535] Trial 3988 finished with value: 0.9974197395749202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:31,170] Trial 3989 finished with value: 0.9969373818108572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:42,532] Trial 3990 finished with value: 0.9928593244429179 and parameters: {'classifier': 'SVC', 'svc_c': 2796205.987603925, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:54,262] Trial 3991 finished with value: 0.996812294909991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:55,577] Trial 3992 finished with value: 0.9970389616814385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:59,616] Trial 3993 finished with value: 0.997505152155436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:03,326] Trial 3994 finished with value: 0.997500399181627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:07,441] Trial 3995 finished with value: 0.9973886599116506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:11,094] Trial 3996 finished with value: 0.9974679770048714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:15,446] Trial 3997 finished with value: 0.9974486333532885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:29,865] Trial 3998 finished with value: 0.9966567906207707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:31,495] Trial 3999 finished with value: 0.9971554719840933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:33,065] Trial 4000 finished with value: 0.9968729195817523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:35,584] Trial 4001 finished with value: 0.9963236750663568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:38,006] Trial 4002 finished with value: 0.9972093536517711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:42,469] Trial 4003 finished with value: 0.9974752033772855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:45,739] Trial 4004 finished with value: 0.9974927249873384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:49,126] Trial 4005 finished with value: 0.9974955403301586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:54,008] Trial 4006 finished with value: 0.9970726270637676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:59,235] Trial 4007 finished with value: 0.9974528866454823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:00,913] Trial 4008 finished with value: 0.9967822820212676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 34}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:04,454] Trial 4009 finished with value: 0.9878002456890832 and parameters: {'classifier': 'SVC', 'svc_c': 2.919131477158064, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:07,526] Trial 4010 finished with value: 0.9974638288286272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:11,383] Trial 4011 finished with value: 0.997353818227257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:16,352] Trial 4012 finished with value: 0.9969854263060691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:22,274] Trial 4013 finished with value: 0.9973120924955193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:26,135] Trial 4014 finished with value: 0.9973773447446171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:30,070] Trial 4015 finished with value: 0.9974066745700961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:47,912] Trial 4016 finished with value: 0.9958006252424646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:51,106] Trial 4017 finished with value: 0.9974066632396633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:55,164] Trial 4018 finished with value: 0.9972777699163403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:58,179] Trial 4019 finished with value: 0.997428683761576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:09,465] Trial 4020 finished with value: 0.9967391689621183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:10,426] Trial 4021 finished with value: 0.9961323251592535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 23}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:13,395] Trial 4022 finished with value: 0.9974316689656769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:33,912] Trial 4023 finished with value: 0.9964691041568509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 61, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:37,696] Trial 4024 finished with value: 0.9975018476045102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:40,880] Trial 4025 finished with value: 0.9972041924332583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 65}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:44,587] Trial 4026 finished with value: 0.9974893225884439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:50,823] Trial 4027 finished with value: 0.9974431775752564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:57,271] Trial 4028 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1581745135565078e-05, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:59,446] Trial 4029 finished with value: 0.995595361912795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:02,742] Trial 4030 finished with value: 0.9976947619365485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:04,419] Trial 4031 finished with value: 0.9971193651949699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:05,929] Trial 4032 finished with value: 0.9904985211110108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:08,399] Trial 4033 finished with value: 0.9942531064242455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:11,899] Trial 4034 finished with value: 0.9973619808679416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:16,361] Trial 4035 finished with value: 0.9971339165177385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:19,420] Trial 4036 finished with value: 0.997141720044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:23,250] Trial 4037 finished with value: 0.9975115693064233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:30,842] Trial 4038 finished with value: 0.9970844772367072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:38,311] Trial 4039 finished with value: 0.9973824366475402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:39,979] Trial 4040 finished with value: 0.9970687948701299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:45,022] Trial 4041 finished with value: 0.9970911819648741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:54,401] Trial 4042 finished with value: 0.9966869900014385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:58,054] Trial 4043 finished with value: 0.9973116529889768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:02,191] Trial 4044 finished with value: 0.99756390924177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:06,745] Trial 4045 finished with value: 0.9867338629793926 and parameters: {'classifier': 'SVC', 'svc_c': 126558666.57229145, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:08,712] Trial 4046 finished with value: 0.9969999784540233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:12,879] Trial 4047 finished with value: 0.997517173395697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:15,592] Trial 4048 finished with value: 0.9971334520334628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:18,963] Trial 4049 finished with value: 0.9973813135064707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:25,049] Trial 4050 finished with value: 0.9970501676065945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:30,551] Trial 4051 finished with value: 0.9952124631019087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:33,882] Trial 4052 finished with value: 0.9970892526174788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:37,525] Trial 4053 finished with value: 0.9973766492718509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:43,941] Trial 4054 finished with value: 0.9952726357306537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 39}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:49,158] Trial 4055 finished with value: 0.9972926041508163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:52,596] Trial 4056 finished with value: 0.9977051248394062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:56,101] Trial 4057 finished with value: 0.9973886078932203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:59,300] Trial 4058 finished with value: 0.9977154914555989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:02,573] Trial 4059 finished with value: 0.995639671681483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:06,905] Trial 4060 finished with value: 0.9972372427032026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:11,197] Trial 4061 finished with value: 0.9973585491749585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:14,304] Trial 4062 finished with value: 0.9973993657108607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:16,047] Trial 4063 finished with value: 0.9906696789487884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:20,513] Trial 4064 finished with value: 0.9974737279771809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:26,688] Trial 4065 finished with value: 0.98507511704581 and parameters: {'classifier': 'SVC', 'svc_c': 2.631941749006626e-10, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:30,197] Trial 4066 finished with value: 0.9976172718677091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:33,633] Trial 4067 finished with value: 0.9972526925578696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:36,101] Trial 4068 finished with value: 0.9964551474755164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:41,991] Trial 4069 finished with value: 0.9964409482848312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:46,563] Trial 4070 finished with value: 0.9977503248881366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:51,217] Trial 4071 finished with value: 0.9974875060058341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:56,674] Trial 4072 finished with value: 0.9973701014241606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:10,492] Trial 4073 finished with value: 0.996424426990146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:15,262] Trial 4074 finished with value: 0.9971804806299942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:20,199] Trial 4075 finished with value: 0.9974881934806478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:24,835] Trial 4076 finished with value: 0.9973716706097818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:30,644] Trial 4077 finished with value: 0.9974622467256777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:35,661] Trial 4078 finished with value: 0.9973366110763914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:41,775] Trial 4079 finished with value: 0.9972626932359895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:46,422] Trial 4080 finished with value: 0.9972649839511988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:51,308] Trial 4081 finished with value: 0.997045898413709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:55,862] Trial 4082 finished with value: 0.9975487163054639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:00,646] Trial 4083 finished with value: 0.9972190408863165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:07,010] Trial 4084 finished with value: 0.997349014504534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:09,823] Trial 4085 finished with value: 0.9921800465150873 and parameters: {'classifier': 'SVC', 'svc_c': 155.0936996683417, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:15,405] Trial 4086 finished with value: 0.9974300985105394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:19,742] Trial 4087 finished with value: 0.997702057402387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:24,230] Trial 4088 finished with value: 0.9972335883370608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:30,569] Trial 4089 finished with value: 0.9973977122293572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:34,300] Trial 4090 finished with value: 0.996903661617162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:38,791] Trial 4091 finished with value: 0.9974059291736014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:43,050] Trial 4092 finished with value: 0.997217917427868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:48,313] Trial 4093 finished with value: 0.9973002169957296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:51,619] Trial 4094 finished with value: 0.9966670707829034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:03,139] Trial 4095 finished with value: 0.9964432559480834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:09,469] Trial 4096 finished with value: 0.9973440738327403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:13,482] Trial 4097 finished with value: 0.9976199872043826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:34,307] Trial 4098 finished with value: 0.9964974183692906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:40,048] Trial 4099 finished with value: 0.9973000876637567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:46,569] Trial 4100 finished with value: 0.9970038026179703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:50,583] Trial 4101 finished with value: 0.997598456144479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:53,926] Trial 4102 finished with value: 0.9963284952610539 and parameters: {'classifier': 'SVC', 'svc_c': 66604.49326081695, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:59,516] Trial 4103 finished with value: 0.9974094558264038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:01,694] Trial 4104 finished with value: 0.9972902363442294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:05,978] Trial 4105 finished with value: 0.9976399320036711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:09,617] Trial 4106 finished with value: 0.9974009799325726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:11,996] Trial 4107 finished with value: 0.997304441533379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:14,278] Trial 4108 finished with value: 0.9943785837331115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:20,491] Trial 4109 finished with value: 0.9971337489098492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:26,090] Trial 4110 finished with value: 0.9965820674309666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:28,333] Trial 4111 finished with value: 0.9972916957801665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:31,994] Trial 4112 finished with value: 0.9975785218187001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:37,465] Trial 4113 finished with value: 0.9970960782035975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:44,257] Trial 4114 finished with value: 0.9970822077224198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:47,976] Trial 4115 finished with value: 0.9974100743982204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:49,653] Trial 4116 finished with value: 0.997007067083919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:50,982] Trial 4117 finished with value: 0.992003419728046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:59,174] Trial 4118 finished with value: 0.9972341272784672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:03,067] Trial 4119 finished with value: 0.9973826338986349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:05,614] Trial 4120 finished with value: 0.9928355650010546 and parameters: {'classifier': 'SVC', 'svc_c': 794.2520971170151, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:11,327] Trial 4121 finished with value: 0.9972066801773974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:15,687] Trial 4122 finished with value: 0.9963625756799989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:27,488] Trial 4123 finished with value: 0.9959397720363402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:29,947] Trial 4124 finished with value: 0.9976731240468482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:37,875] Trial 4125 finished with value: 0.997404903721811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:42,871] Trial 4126 finished with value: 0.9975210470073037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:46,407] Trial 4127 finished with value: 0.9970616400032215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:55,767] Trial 4128 finished with value: 0.9970736244909855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:59,450] Trial 4129 finished with value: 0.9974939157301511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:02,062] Trial 4130 finished with value: 0.9904069278903941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:11,467] Trial 4131 finished with value: 0.9961864363237404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:16,003] Trial 4132 finished with value: 0.9974378701719416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:39,947] Trial 4133 finished with value: 0.9957239254475212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 70, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:41,064] Trial 4134 finished with value: 0.9956306956617059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 15}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:56,554] Trial 4135 finished with value: 0.996049250139099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:58,860] Trial 4136 finished with value: 0.9974982368145152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:01,084] Trial 4137 finished with value: 0.9963627516984337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:17,919] Trial 4138 finished with value: 0.9958684633693115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:24,402] Trial 4139 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.000213395744320276, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:28,856] Trial 4140 finished with value: 0.997426311892537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:35,683] Trial 4141 finished with value: 0.9968698219619831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:39,596] Trial 4142 finished with value: 0.9977414755343483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:44,342] Trial 4143 finished with value: 0.9973774887395034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:48,963] Trial 4144 finished with value: 0.9971713782616076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:54,142] Trial 4145 finished with value: 0.9975817514681643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:59,198] Trial 4146 finished with value: 0.9974403241786852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:03,388] Trial 4147 finished with value: 0.9972680338371553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:07,216] Trial 4148 finished with value: 0.9975340342225163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:12,267] Trial 4149 finished with value: 0.9972347057970449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:16,954] Trial 4150 finished with value: 0.997382030941869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:23,186] Trial 4151 finished with value: 0.997559202160975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:27,183] Trial 4152 finished with value: 0.9972986031231347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:31,348] Trial 4153 finished with value: 0.997153677776708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:35,820] Trial 4154 finished with value: 0.9974956438274748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:42,015] Trial 4155 finished with value: 0.9973096350928197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:45,958] Trial 4156 finished with value: 0.9972725618844139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:51,026] Trial 4157 finished with value: 0.997331278917509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:53,586] Trial 4158 finished with value: 0.9925680254223949 and parameters: {'classifier': 'SVC', 'svc_c': 4328.526749245449, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:58,180] Trial 4159 finished with value: 0.9972694377952301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:03,883] Trial 4160 finished with value: 0.9973888471653048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:23,308] Trial 4161 finished with value: 0.9966583171506441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:27,878] Trial 4162 finished with value: 0.9973444694140191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:32,014] Trial 4163 finished with value: 0.9969744999601399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:36,588] Trial 4164 finished with value: 0.9972851183210087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:40,374] Trial 4165 finished with value: 0.9973037605965746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:46,027] Trial 4166 finished with value: 0.997089051272194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:49,791] Trial 4167 finished with value: 0.9975120877451418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:50,731] Trial 4168 finished with value: 0.9934116518516932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 9}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:55,739] Trial 4169 finished with value: 0.9972838647371395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:00,064] Trial 4170 finished with value: 0.9973925507569413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:05,203] Trial 4171 finished with value: 0.9975107772869424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:06,765] Trial 4172 finished with value: 0.9969506255001003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:26,763] Trial 4173 finished with value: 0.9968278443899498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:31,322] Trial 4174 finished with value: 0.997573203910138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:35,500] Trial 4175 finished with value: 0.997258513226624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:45,625] Trial 4176 finished with value: 0.9972471174135675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:48,614] Trial 4177 finished with value: 0.9878931588575335 and parameters: {'classifier': 'SVC', 'svc_c': 1.4952228721293206, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:53,807] Trial 4178 finished with value: 0.9973485382772322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:59,499] Trial 4179 finished with value: 0.9972034085704196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:08,221] Trial 4180 finished with value: 0.9971012458649054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:16,378] Trial 4181 finished with value: 0.9968562727636429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:20,599] Trial 4182 finished with value: 0.9971543235479113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:22,657] Trial 4183 finished with value: 0.9970133354793339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:39,841] Trial 4184 finished with value: 0.996842955601144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:42,455] Trial 4185 finished with value: 0.9972128605635949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:44,942] Trial 4186 finished with value: 0.9949764601489101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:48,937] Trial 4187 finished with value: 0.997416545281485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:53,406] Trial 4188 finished with value: 0.9974872281721922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:55,555] Trial 4189 finished with value: 0.9971467847157983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:01,643] Trial 4190 finished with value: 0.9974458416234716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:12,244] Trial 4191 finished with value: 0.9972053484547999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:16,835] Trial 4192 finished with value: 0.9970369766657536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:18,224] Trial 4193 finished with value: 0.9927553633406149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:22,474] Trial 4194 finished with value: 0.9973473859372879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:24,412] Trial 4195 finished with value: 0.9945008678276311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:31,185] Trial 4196 finished with value: 0.9852047440860776 and parameters: {'classifier': 'SVC', 'svc_c': 6.133371648404645e-08, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:38,444] Trial 4197 finished with value: 0.9955759281572926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:40,618] Trial 4198 finished with value: 0.9971992385267571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:47,006] Trial 4199 finished with value: 0.9965734716630589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 94}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:50,688] Trial 4200 finished with value: 0.9971593729537762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:13,651] Trial 4201 finished with value: 0.9957370689719283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:18,331] Trial 4202 finished with value: 0.9973764443401825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:20,832] Trial 4203 finished with value: 0.9973800338023034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:25,064] Trial 4204 finished with value: 0.9974087734613931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:34,786] Trial 4205 finished with value: 0.9970672083556114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:38,467] Trial 4206 finished with value: 0.9971372296061616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:40,425] Trial 4207 finished with value: 0.9974456602730682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:45,286] Trial 4208 finished with value: 0.9974089441795974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:48,867] Trial 4209 finished with value: 0.9973784405593485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:52,802] Trial 4210 finished with value: 0.9967444269177732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:56,380] Trial 4211 finished with value: 0.9973279807459025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:32:08,030] Trial 4212 finished with value: 0.9969336420380062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:32:11,820] Trial 4213 finished with value: 0.9974420516729888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:32:16,674] Trial 4214 finished with value: 0.9830125189983051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:32:23,103] Trial 4215 finished with value: 0.9853871334932407 and parameters: {'classifier': 'SVC', 'svc_c': 0.026982046710329957, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:32:26,586] Trial 4216 finished with value: 0.9978440308060398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:32:32,292] Trial 4217 finished with value: 0.9974285346251488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:32:36,480] Trial 4218 finished with value: 0.9973244403188483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:32:47,470] Trial 4219 finished with value: 0.99709898739541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:32:51,685] Trial 4220 finished with value: 0.9973618217023356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:32:56,527] Trial 4221 finished with value: 0.9973698329214634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:03,665] Trial 4222 finished with value: 0.9970550428982988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:08,018] Trial 4223 finished with value: 0.9972967194148507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:12,508] Trial 4224 finished with value: 0.9973410701889152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:23,478] Trial 4225 finished with value: 0.9971015566742333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:28,837] Trial 4226 finished with value: 0.9975287154570309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:38,110] Trial 4227 finished with value: 0.9973126657456041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:42,684] Trial 4228 finished with value: 0.9974067339517211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:45,826] Trial 4229 finished with value: 0.9970602902217546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:50,084] Trial 4230 finished with value: 0.997394520379741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:55,128] Trial 4231 finished with value: 0.997317851687947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:18,821] Trial 4232 finished with value: 0.9960115393796077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:21,411] Trial 4233 finished with value: 0.9976872482408581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:25,617] Trial 4234 finished with value: 0.986719308546309 and parameters: {'classifier': 'SVC', 'svc_c': 719099.0738884241, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:28,411] Trial 4235 finished with value: 0.9973400139513545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:40,533] Trial 4236 finished with value: 0.9970292089398519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:44,922] Trial 4237 finished with value: 0.9973742496956186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:46,426] Trial 4238 finished with value: 0.9971649241042201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:50,423] Trial 4239 finished with value: 0.9975196580295211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:52,149] Trial 4240 finished with value: 0.99718767967607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:56,203] Trial 4241 finished with value: 0.9975290962167067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:06,051] Trial 4242 finished with value: 0.9965165283663989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:11,908] Trial 4243 finished with value: 0.9971545755468966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:17,081] Trial 4244 finished with value: 0.9976944614420405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:23,280] Trial 4245 finished with value: 0.9974714220277757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:35,297] Trial 4246 finished with value: 0.9971185400411136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:42,069] Trial 4247 finished with value: 0.9970200056766574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:44,408] Trial 4248 finished with value: 0.9972436728984698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:49,680] Trial 4249 finished with value: 0.9973483707328189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:13,244] Trial 4250 finished with value: 0.9964598006970823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:24,681] Trial 4251 finished with value: 0.9967709217546675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:30,361] Trial 4252 finished with value: 0.985565906461061 and parameters: {'classifier': 'SVC', 'svc_c': 0.19635950559820442, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:34,993] Trial 4253 finished with value: 0.997315314432672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:40,310] Trial 4254 finished with value: 0.9975038929856951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:42,808] Trial 4255 finished with value: 0.997213404202212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:47,158] Trial 4256 finished with value: 0.9974942955376899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:51,416] Trial 4257 finished with value: 0.9973612032574707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:09,708] Trial 4258 finished with value: 0.9968760647131689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:14,148] Trial 4259 finished with value: 0.9955667515222025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:18,006] Trial 4260 finished with value: 0.9974362963525861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:23,605] Trial 4261 finished with value: 0.9973665150723544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:28,103] Trial 4262 finished with value: 0.9974002844280682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:35,902] Trial 4263 finished with value: 0.9969460340405023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:40,152] Trial 4264 finished with value: 0.9969397428572698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:41,296] Trial 4265 finished with value: 0.9940538402895714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:44,601] Trial 4266 finished with value: 0.997281563326255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:48,366] Trial 4267 finished with value: 0.997054102408887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:52,265] Trial 4268 finished with value: 0.9973680973974691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:56,257] Trial 4269 finished with value: 0.997299414566215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:58,475] Trial 4270 finished with value: 0.9973322016654306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:01,017] Trial 4271 finished with value: 0.9973021648780627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:08,613] Trial 4272 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 7.529351425677655e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:15,088] Trial 4273 finished with value: 0.9971196264614243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:21,258] Trial 4274 finished with value: 0.9972684416057905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:24,667] Trial 4275 finished with value: 0.9975438021348227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:26,093] Trial 4276 finished with value: 0.997282862231856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:28,007] Trial 4277 finished with value: 0.9956431296534536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:32,170] Trial 4278 finished with value: 0.997399130342539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:39,953] Trial 4279 finished with value: 0.9974152680211367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:43,775] Trial 4280 finished with value: 0.9969201323850988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:45,559] Trial 4281 finished with value: 0.9965420114305409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:49,881] Trial 4282 finished with value: 0.9972825319037152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:56,546] Trial 4283 finished with value: 0.9974223096154534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:59,982] Trial 4284 finished with value: 0.9975621493748008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:03,803] Trial 4285 finished with value: 0.9972816320388246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:06,489] Trial 4286 finished with value: 0.997412228830855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:10,413] Trial 4287 finished with value: 0.9971817421800783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:14,919] Trial 4288 finished with value: 0.9970745097564387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:19,206] Trial 4289 finished with value: 0.9973379252796638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:24,303] Trial 4290 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.0416078660315263e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:28,743] Trial 4291 finished with value: 0.9972296665473103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:31,766] Trial 4292 finished with value: 0.9974230271143276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:37,242] Trial 4293 finished with value: 0.997551179706628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:51,238] Trial 4294 finished with value: 0.9968009632392456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:54,496] Trial 4295 finished with value: 0.9975929846561827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:55,865] Trial 4296 finished with value: 0.9942726239360856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:58,664] Trial 4297 finished with value: 0.9968345097948491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:01,322] Trial 4298 finished with value: 0.9972448009906528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:03,064] Trial 4299 finished with value: 0.9972392204826446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:06,045] Trial 4300 finished with value: 0.9967453343045478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:24,925] Trial 4301 finished with value: 0.9967752931753529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:30,106] Trial 4302 finished with value: 0.9965911288574526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:33,758] Trial 4303 finished with value: 0.9974628394310997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:37,490] Trial 4304 finished with value: 0.9973874922105591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:43,338] Trial 4305 finished with value: 0.9949070289695356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:49,333] Trial 4306 finished with value: 0.996870507691212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:51,412] Trial 4307 finished with value: 0.9957088024615633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:05,671] Trial 4308 finished with value: 0.9969424721586226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:09,375] Trial 4309 finished with value: 0.9972660389509812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:12,003] Trial 4310 finished with value: 0.9910536008945979 and parameters: {'classifier': 'SVC', 'svc_c': 28.489127112208173, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:17,248] Trial 4311 finished with value: 0.997051652940664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:30,086] Trial 4312 finished with value: 0.9966320997982748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:31,548] Trial 4313 finished with value: 0.997287363174942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:33,046] Trial 4314 finished with value: 0.9863210660440561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:35,942] Trial 4315 finished with value: 0.9975449110573097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:40,123] Trial 4316 finished with value: 0.9977004278830037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:45,730] Trial 4317 finished with value: 0.9974387781934745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:48,121] Trial 4318 finished with value: 0.9975430772092783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:53,663] Trial 4319 finished with value: 0.9971139481054471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:57,373] Trial 4320 finished with value: 0.9978276946703066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:02,083] Trial 4321 finished with value: 0.9972578157543693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:05,887] Trial 4322 finished with value: 0.9974009076336193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:09,825] Trial 4323 finished with value: 0.9967450506946066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:13,931] Trial 4324 finished with value: 0.9973319968607138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:18,029] Trial 4325 finished with value: 0.9976172090266523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:21,979] Trial 4326 finished with value: 0.9974835571436484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:28,825] Trial 4327 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.5206770178394425e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:45,163] Trial 4328 finished with value: 0.9964885472432979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:49,231] Trial 4329 finished with value: 0.9973916403868034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:53,417] Trial 4330 finished with value: 0.9972763492006504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:57,638] Trial 4331 finished with value: 0.997513058734683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:01,341] Trial 4332 finished with value: 0.9971319181086568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:05,403] Trial 4333 finished with value: 0.997526415950421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:08,255] Trial 4334 finished with value: 0.997086339077573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:19,133] Trial 4335 finished with value: 0.996929897885324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:22,415] Trial 4336 finished with value: 0.9963132622715086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:26,123] Trial 4337 finished with value: 0.9971912075031749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:30,664] Trial 4338 finished with value: 0.99752388151982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:33,437] Trial 4339 finished with value: 0.9967758696309662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:37,867] Trial 4340 finished with value: 0.997470548949679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:41,599] Trial 4341 finished with value: 0.9975566766487259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:45,646] Trial 4342 finished with value: 0.9974891969698061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:51,059] Trial 4343 finished with value: 0.9970001533933693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:55,468] Trial 4344 finished with value: 0.9974806164678321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:59,276] Trial 4345 finished with value: 0.9972150678081079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:01,636] Trial 4346 finished with value: 0.9968122395590804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:12,505] Trial 4347 finished with value: 0.997051579943477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:17,149] Trial 4348 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 2.800654170920027e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:21,071] Trial 4349 finished with value: 0.9973228754813204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:26,263] Trial 4350 finished with value: 0.9973465370752148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:27,771] Trial 4351 finished with value: 0.9907713281984355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:31,919] Trial 4352 finished with value: 0.997479538426329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:35,737] Trial 4353 finished with value: 0.997711693380212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:40,568] Trial 4354 finished with value: 0.9973459403073406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:44,562] Trial 4355 finished with value: 0.9945014120057926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:48,076] Trial 4356 finished with value: 0.9970501537688667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:51,697] Trial 4357 finished with value: 0.9975455225515731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:53,705] Trial 4358 finished with value: 0.9951977220499292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:56,980] Trial 4359 finished with value: 0.9971424878157196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:01,469] Trial 4360 finished with value: 0.9968830914224069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:05,272] Trial 4361 finished with value: 0.9974494675841864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:08,784] Trial 4362 finished with value: 0.9972743552348757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:13,301] Trial 4363 finished with value: 0.997544728120011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:24,751] Trial 4364 finished with value: 0.9967987482506833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:30,019] Trial 4365 finished with value: 0.9949344203705781 and parameters: {'classifier': 'SVC', 'svc_c': 390353.3188991454, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:35,496] Trial 4366 finished with value: 0.9973887161829608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:39,301] Trial 4367 finished with value: 0.9972715936243329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:42,693] Trial 4368 finished with value: 0.997445239142774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:47,704] Trial 4369 finished with value: 0.9974092622886439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:50,779] Trial 4370 finished with value: 0.9976958492455203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:54,611] Trial 4371 finished with value: 0.9971750097447183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:58,113] Trial 4372 finished with value: 0.9972034087608469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:01,429] Trial 4373 finished with value: 0.9972051684373887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:04,936] Trial 4374 finished with value: 0.99753970626265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:08,971] Trial 4375 finished with value: 0.9974482967410419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:23,585] Trial 4376 finished with value: 0.9964872701416393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:27,077] Trial 4377 finished with value: 0.9962144577539839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:31,848] Trial 4378 finished with value: 0.9970930213035637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:36,714] Trial 4379 finished with value: 0.9972905014192327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:41,603] Trial 4380 finished with value: 0.9973202301902085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:47,281] Trial 4381 finished with value: 0.9973066039957047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:48,994] Trial 4382 finished with value: 0.9965035809505222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 21}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:53,184] Trial 4383 finished with value: 0.9974365140428935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:55,954] Trial 4384 finished with value: 0.9899499046888041 and parameters: {'classifier': 'SVC', 'svc_c': 10.878174877867643, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:00,469] Trial 4385 finished with value: 0.9973313608965239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:03,391] Trial 4386 finished with value: 0.9975531571686909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:06,860] Trial 4387 finished with value: 0.997553852736671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:09,519] Trial 4388 finished with value: 0.9969925246477646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:12,911] Trial 4389 finished with value: 0.9964634854681397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:16,818] Trial 4390 finished with value: 0.9974708814677357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:20,237] Trial 4391 finished with value: 0.9969710078699189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:41,330] Trial 4392 finished with value: 0.9965615899743772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:45,499] Trial 4393 finished with value: 0.9975974152045898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:48,923] Trial 4394 finished with value: 0.9976771096297924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:53,427] Trial 4395 finished with value: 0.9973134136493936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:57,339] Trial 4396 finished with value: 0.997449633414753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:02,671] Trial 4397 finished with value: 0.9974326326872373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:06,725] Trial 4398 finished with value: 0.9977046895222671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:11,950] Trial 4399 finished with value: 0.9971984854496885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:13,596] Trial 4400 finished with value: 0.9967280185465627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 32}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:18,542] Trial 4401 finished with value: 0.9972998167172404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:25,127] Trial 4402 finished with value: 0.9853594384873753 and parameters: {'classifier': 'SVC', 'svc_c': 0.005108972971807316, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:28,591] Trial 4403 finished with value: 0.9973556641674314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:34,521] Trial 4404 finished with value: 0.9972839175172795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:36,282] Trial 4405 finished with value: 0.9943148334804848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:39,909] Trial 4406 finished with value: 0.9972884154135263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:44,475] Trial 4407 finished with value: 0.9976242123767906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:47,384] Trial 4408 finished with value: 0.9962526091308445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:52,237] Trial 4409 finished with value: 0.99746958141957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:55,858] Trial 4410 finished with value: 0.997482741352475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:59,186] Trial 4411 finished with value: 0.9975322068807558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:02,529] Trial 4412 finished with value: 0.9969390036814048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:04,545] Trial 4413 finished with value: 0.9971526239512284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:08,284] Trial 4414 finished with value: 0.9976207134629194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:10,012] Trial 4415 finished with value: 0.9969324780502498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:15,729] Trial 4416 finished with value: 0.9973840721653878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:18,760] Trial 4417 finished with value: 0.9972723353709685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:30,175] Trial 4418 finished with value: 0.9970493724133228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:37,507] Trial 4419 finished with value: 0.9972072097878594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:41,167] Trial 4420 finished with value: 0.996831673568486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:48,578] Trial 4421 finished with value: 0.9852235902142232 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004754910589475574, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:50,235] Trial 4422 finished with value: 0.9945564040559013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 42}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:53,539] Trial 4423 finished with value: 0.99747452609034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:56,540] Trial 4424 finished with value: 0.9971076501620404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:58,919] Trial 4425 finished with value: 0.9899697730949492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:03,677] Trial 4426 finished with value: 0.9976170278032006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:06,936] Trial 4427 finished with value: 0.9974678338986466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:10,710] Trial 4428 finished with value: 0.9975260875900304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:18,859] Trial 4429 finished with value: 0.9972980269214244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:24,739] Trial 4430 finished with value: 0.9972730959064453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:27,488] Trial 4431 finished with value: 0.9968632419003168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:30,775] Trial 4432 finished with value: 0.997539606446931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:35,082] Trial 4433 finished with value: 0.9974719527173265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:38,104] Trial 4434 finished with value: 0.9973666153006663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:41,171] Trial 4435 finished with value: 0.9973495339906034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:45,529] Trial 4436 finished with value: 0.9975097745277558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:48,736] Trial 4437 finished with value: 0.9975588559956184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:53,327] Trial 4438 finished with value: 0.9976880741246864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:58,048] Trial 4439 finished with value: 0.9968931932492379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:03,976] Trial 4440 finished with value: 0.98507511704581 and parameters: {'classifier': 'SVC', 'svc_c': 1.3080536514305729e-10, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:07,089] Trial 4441 finished with value: 0.9972600163656596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:12,353] Trial 4442 finished with value: 0.9970644163718912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:16,710] Trial 4443 finished with value: 0.9975000591734243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:21,367] Trial 4444 finished with value: 0.9971152490740122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:23,200] Trial 4445 finished with value: 0.9968954760617086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:35,691] Trial 4446 finished with value: 0.9966239839392661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:38,366] Trial 4447 finished with value: 0.9971540279410411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:40,831] Trial 4448 finished with value: 0.996925002567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:44,932] Trial 4449 finished with value: 0.9974609320780744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:50,105] Trial 4450 finished with value: 0.9972770935180564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:57,503] Trial 4451 finished with value: 0.9968422749817183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:00,484] Trial 4452 finished with value: 0.9972940906591884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:04,497] Trial 4453 finished with value: 0.9974996300769153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:07,615] Trial 4454 finished with value: 0.9973503093794208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:11,428] Trial 4455 finished with value: 0.997264415239635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:15,694] Trial 4456 finished with value: 0.9974937837639318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:18,773] Trial 4457 finished with value: 0.9973431328989975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:22,750] Trial 4458 finished with value: 0.9974452166405977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:25,435] Trial 4459 finished with value: 0.9926033416519809 and parameters: {'classifier': 'SVC', 'svc_c': 299.80374202216825, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:27,268] Trial 4460 finished with value: 0.991014295114829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:31,159] Trial 4461 finished with value: 0.9973459880411534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:34,741] Trial 4462 finished with value: 0.9974799611752565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:40,586] Trial 4463 finished with value: 0.9932602400386895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:56,137] Trial 4464 finished with value: 0.9968360960872024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:57,263] Trial 4465 finished with value: 0.9967412056471167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:01,100] Trial 4466 finished with value: 0.9973080656532954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:02,973] Trial 4467 finished with value: 0.9971391509556039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:09,223] Trial 4468 finished with value: 0.9969154514246018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:12,883] Trial 4469 finished with value: 0.9974807091742597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:27,680] Trial 4470 finished with value: 0.996969533644117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:30,497] Trial 4471 finished with value: 0.9962555455855194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:41,879] Trial 4472 finished with value: 0.9971978474542725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:45,702] Trial 4473 finished with value: 0.9975847431785362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:50,663] Trial 4474 finished with value: 0.9975151492154343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:52,650] Trial 4475 finished with value: 0.995512097956877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:56,473] Trial 4476 finished with value: 0.9971235810999087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:59,592] Trial 4477 finished with value: 0.9964266105264419 and parameters: {'classifier': 'SVC', 'svc_c': 35590.640247171796, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:06,003] Trial 4478 finished with value: 0.9958853291472445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:13,440] Trial 4479 finished with value: 0.9970334437288456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:18,982] Trial 4480 finished with value: 0.9971331911796012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:23,395] Trial 4481 finished with value: 0.9971769514381594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:24,825] Trial 4482 finished with value: 0.9973861930193166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:28,204] Trial 4483 finished with value: 0.9972917591290299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:39,082] Trial 4484 finished with value: 0.9969710292612685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:52,974] Trial 4485 finished with value: 0.9968103985065438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:57,075] Trial 4486 finished with value: 0.9973723998199437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:02,726] Trial 4487 finished with value: 0.9968580722395206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:06,626] Trial 4488 finished with value: 0.9966267264753265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:10,628] Trial 4489 finished with value: 0.9975022618476785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:13,679] Trial 4490 finished with value: 0.997506074839882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:17,845] Trial 4491 finished with value: 0.9975932078688858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:18,561] Trial 4492 finished with value: 0.9928377744672212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:22,469] Trial 4493 finished with value: 0.9972770446099409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:32,652] Trial 4494 finished with value: 0.9966981279439966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:36,253] Trial 4495 finished with value: 0.9973399486982166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:40,807] Trial 4496 finished with value: 0.9974561711697886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:46,268] Trial 4497 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 507795533.46372616, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:51,896] Trial 4498 finished with value: 0.9969017119892442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:55,216] Trial 4499 finished with value: 0.9973811736057745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:57,769] Trial 4500 finished with value: 0.9955666588475127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:01,516] Trial 4501 finished with value: 0.9972952231629407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:03,952] Trial 4502 finished with value: 0.9972398721888366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:19,572] Trial 4503 finished with value: 0.9966798378957279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:24,046] Trial 4504 finished with value: 0.9975499455780961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:27,492] Trial 4505 finished with value: 0.9974336468085947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:28,373] Trial 4506 finished with value: 0.9941856645451733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 37}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:30,127] Trial 4507 finished with value: 0.9946524307130745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 13}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:33,013] Trial 4508 finished with value: 0.997494418268178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:51,528] Trial 4509 finished with value: 0.9965595931521908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:04,222] Trial 4510 finished with value: 0.9971731259094824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:22,742] Trial 4511 finished with value: 0.9967095715860794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:24,487] Trial 4512 finished with value: 0.9968964072519135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:28,385] Trial 4513 finished with value: 0.997478014848081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:30,871] Trial 4514 finished with value: 0.9950389052435681 and parameters: {'classifier': 'SVC', 'svc_c': 1271.3975783832504, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:33,969] Trial 4515 finished with value: 0.9974563663579193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:43,863] Trial 4516 finished with value: 0.9969701653236892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:48,495] Trial 4517 finished with value: 0.9976484471255559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:52,598] Trial 4518 finished with value: 0.997467570727918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:56,118] Trial 4519 finished with value: 0.9973923852754917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:59,451] Trial 4520 finished with value: 0.9974807624622063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:02,411] Trial 4521 finished with value: 0.9972469810040412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:05,519] Trial 4522 finished with value: 0.9969877940809179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:09,925] Trial 4523 finished with value: 0.9969942145009097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:16,397] Trial 4524 finished with value: 0.9977904927646861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:22,218] Trial 4525 finished with value: 0.9975460835190876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:28,070] Trial 4526 finished with value: 0.9975323278021833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:33,850] Trial 4527 finished with value: 0.997418999097801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 127}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:38,928] Trial 4528 finished with value: 0.997318214547443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:44,120] Trial 4529 finished with value: 0.9975930315965479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:49,999] Trial 4530 finished with value: 0.9975832874559343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:53,380] Trial 4531 finished with value: 0.9976578109825622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:59,562] Trial 4532 finished with value: 0.9972292252317069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:07,124] Trial 4533 finished with value: 0.9973218766893724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:09,542] Trial 4534 finished with value: 0.9916668188435854 and parameters: {'classifier': 'SVC', 'svc_c': 69.37641489132983, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:15,192] Trial 4535 finished with value: 0.9972848888876755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:20,552] Trial 4536 finished with value: 0.9973615920150992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:23,937] Trial 4537 finished with value: 0.9973024189717498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:28,642] Trial 4538 finished with value: 0.9975028078349006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:32,988] Trial 4539 finished with value: 0.9975959000368871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:38,675] Trial 4540 finished with value: 0.9966364177405862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:39,768] Trial 4541 finished with value: 0.9968753835541987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:45,502] Trial 4542 finished with value: 0.9971897488924233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:52,235] Trial 4543 finished with value: 0.9972150132823829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:54,437] Trial 4544 finished with value: 0.9973115577435165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:02,883] Trial 4545 finished with value: 0.9971662425286345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:07,634] Trial 4546 finished with value: 0.9973103641760303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:10,601] Trial 4547 finished with value: 0.9974973904279988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:14,605] Trial 4548 finished with value: 0.9976094990320042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:31,260] Trial 4549 finished with value: 0.9965716869770459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:38,019] Trial 4550 finished with value: 0.9974050881507913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:41,004] Trial 4551 finished with value: 0.9974178796065908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:44,846] Trial 4552 finished with value: 0.9904120340753755 and parameters: {'classifier': 'SVC', 'svc_c': 6.420935670957737, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:50,291] Trial 4553 finished with value: 0.9968861468942349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:53,558] Trial 4554 finished with value: 0.9976220998699313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:55,688] Trial 4555 finished with value: 0.9972062490179244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:57,774] Trial 4556 finished with value: 0.9918494597101892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:00,894] Trial 4557 finished with value: 0.9972572960461346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:04,124] Trial 4558 finished with value: 0.9973751865351712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:07,306] Trial 4559 finished with value: 0.997436933332389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:10,011] Trial 4560 finished with value: 0.9964759475796733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:14,141] Trial 4561 finished with value: 0.9974429967961354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:19,198] Trial 4562 finished with value: 0.9974348040361769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:22,646] Trial 4563 finished with value: 0.9974551573023344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:25,675] Trial 4564 finished with value: 0.9974335951392813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:28,918] Trial 4565 finished with value: 0.9960618476762836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:30,548] Trial 4566 finished with value: 0.9970686317055476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:33,647] Trial 4567 finished with value: 0.9975339373266849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:51,087] Trial 4568 finished with value: 0.9960733533024997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:02,505] Trial 4569 finished with value: 0.9970628714340313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:08,200] Trial 4570 finished with value: 0.9969504158077456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:12,746] Trial 4571 finished with value: 0.9866195112987765 and parameters: {'classifier': 'SVC', 'svc_c': 9678790.379466074, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:16,081] Trial 4572 finished with value: 0.9972904668883893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:20,583] Trial 4573 finished with value: 0.9973554948774329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:28,263] Trial 4574 finished with value: 0.996709871160188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:34,457] Trial 4575 finished with value: 0.9970961300950761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:37,389] Trial 4576 finished with value: 0.9968272022368678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:41,014] Trial 4577 finished with value: 0.997415396210545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:44,418] Trial 4578 finished with value: 0.9970893142842332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:46,197] Trial 4579 finished with value: 0.994060269374012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:50,202] Trial 4580 finished with value: 0.9971733666732486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:52,588] Trial 4581 finished with value: 0.9964891514378426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:54,914] Trial 4582 finished with value: 0.9973625515472557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:58,088] Trial 4583 finished with value: 0.997405552381164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:02,191] Trial 4584 finished with value: 0.9974532797194664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:06,151] Trial 4585 finished with value: 0.9971338910956747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:09,690] Trial 4586 finished with value: 0.9975606190363783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:19,637] Trial 4587 finished with value: 0.9970048936085395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:22,761] Trial 4588 finished with value: 0.9970370380786046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:25,588] Trial 4589 finished with value: 0.9955037293371731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:31,750] Trial 4590 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2789978140543793e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:43,791] Trial 4591 finished with value: 0.9970474170091057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:48,984] Trial 4592 finished with value: 0.9969638555737809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:54,739] Trial 4593 finished with value: 0.997017608163389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:58,419] Trial 4594 finished with value: 0.9973971925845984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:01,038] Trial 4595 finished with value: 0.9973118611896498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:05,321] Trial 4596 finished with value: 0.9976795919467493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:07,518] Trial 4597 finished with value: 0.9971462801782831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:12,552] Trial 4598 finished with value: 0.9971435798853778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:15,995] Trial 4599 finished with value: 0.9971524631669891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:18,882] Trial 4600 finished with value: 0.997104552891388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:21,614] Trial 4601 finished with value: 0.9974780527748802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:23,243] Trial 4602 finished with value: 0.9972954657992434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:26,750] Trial 4603 finished with value: 0.9976196297720689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:31,158] Trial 4604 finished with value: 0.9971007769690606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:35,367] Trial 4605 finished with value: 0.9974646678836869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:38,732] Trial 4606 finished with value: 0.9974178252712932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:45,723] Trial 4607 finished with value: 0.9953739517005343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:51,435] Trial 4608 finished with value: 0.9853319094072904 and parameters: {'classifier': 'SVC', 'svc_c': 0.0022344518100618667, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:54,133] Trial 4609 finished with value: 0.9970785007030893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:00,991] Trial 4610 finished with value: 0.9971141129838763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:05,210] Trial 4611 finished with value: 0.9973188095697324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:11,529] Trial 4612 finished with value: 0.9972712019785549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:17,280] Trial 4613 finished with value: 0.9970847310764911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:21,012] Trial 4614 finished with value: 0.9974821237010577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:23,150] Trial 4615 finished with value: 0.9972908489493194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:24,700] Trial 4616 finished with value: 0.9894026535996391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:32,565] Trial 4617 finished with value: 0.9964328328066773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:52,530] Trial 4618 finished with value: 0.9956859833186847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:59,168] Trial 4619 finished with value: 0.9974331940038687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:01,539] Trial 4620 finished with value: 0.997357906482332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:04,967] Trial 4621 finished with value: 0.9970143897491442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:10,442] Trial 4622 finished with value: 0.9973747345556312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:15,787] Trial 4623 finished with value: 0.9973644042158664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:25,933] Trial 4624 finished with value: 0.9971838594158857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:29,961] Trial 4625 finished with value: 0.9974812186311505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:34,341] Trial 4626 finished with value: 0.997141548913203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:39,724] Trial 4627 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.182806527616522e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:43,534] Trial 4628 finished with value: 0.9974554498941034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:45,933] Trial 4629 finished with value: 0.9973802265466155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:48,724] Trial 4630 finished with value: 0.9973363246100385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:50,574] Trial 4631 finished with value: 0.9944863028575622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:55,895] Trial 4632 finished with value: 0.9973917671480058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:59,068] Trial 4633 finished with value: 0.9977014911346419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:00,687] Trial 4634 finished with value: 0.9971372131659256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:04,556] Trial 4635 finished with value: 0.9975620387681933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:08,699] Trial 4636 finished with value: 0.9974524254936868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:10,871] Trial 4637 finished with value: 0.9962642286326725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:13,895] Trial 4638 finished with value: 0.9970783643253011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:17,442] Trial 4639 finished with value: 0.9971940805455107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:33,029] Trial 4640 finished with value: 0.9968026010422228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:36,464] Trial 4641 finished with value: 0.997396904213971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:40,353] Trial 4642 finished with value: 0.9974703074876792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:47,469] Trial 4643 finished with value: 0.997296995693335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:49,523] Trial 4644 finished with value: 0.9954933111468806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 17}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:53,008] Trial 4645 finished with value: 0.9973425738357573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:59,076] Trial 4646 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.7963758227743625e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:03,754] Trial 4647 finished with value: 0.9973818903429389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:07,716] Trial 4648 finished with value: 0.9976117250336206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:12,910] Trial 4649 finished with value: 0.9974004185524653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:17,944] Trial 4650 finished with value: 0.9975342172232908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:20,856] Trial 4651 finished with value: 0.9974333244466687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:22,824] Trial 4652 finished with value: 0.9962258728002121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:26,228] Trial 4653 finished with value: 0.9972953063797342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:29,395] Trial 4654 finished with value: 0.9974883155446399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:32,542] Trial 4655 finished with value: 0.99721548760541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:35,172] Trial 4656 finished with value: 0.9976231621059566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:38,695] Trial 4657 finished with value: 0.9953325827346147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:51,056] Trial 4658 finished with value: 0.9964293268469907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:54,323] Trial 4659 finished with value: 0.9973906437530329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:57,383] Trial 4660 finished with value: 0.9968118110021159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:09:02,487] Trial 4661 finished with value: 0.9973298575670606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:09:06,090] Trial 4662 finished with value: 0.9958835646465408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:09:09,999] Trial 4663 finished with value: 0.9975255204970995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:09:28,877] Trial 4664 finished with value: 0.9961966040702049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:02,063] Trial 4665 finished with value: 0.9896040641377691 and parameters: {'classifier': 'SVC', 'svc_c': 2319161469.2880926, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:07,173] Trial 4666 finished with value: 0.9971590593197744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:10,963] Trial 4667 finished with value: 0.9974707839054081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:12,160] Trial 4668 finished with value: 0.9973257370662716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:16,222] Trial 4669 finished with value: 0.9974262927228409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:17,886] Trial 4670 finished with value: 0.9965050086168139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:32,494] Trial 4671 finished with value: 0.9964283510332876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 52, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:35,352] Trial 4672 finished with value: 0.9976157905960915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:41,858] Trial 4673 finished with value: 0.9970190603630834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:45,562] Trial 4674 finished with value: 0.997337235424507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:49,547] Trial 4675 finished with value: 0.9973811098760562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:53,599] Trial 4676 finished with value: 0.9975244379805517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:56,384] Trial 4677 finished with value: 0.9974417221700335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:57,873] Trial 4678 finished with value: 0.989124488550413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:00,562] Trial 4679 finished with value: 0.9968184389562845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:02,491] Trial 4680 finished with value: 0.9971080441564236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:04,938] Trial 4681 finished with value: 0.9973801294603567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:21,671] Trial 4682 finished with value: 0.9969787482060065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:28,832] Trial 4683 finished with value: 0.985389264439824 and parameters: {'classifier': 'SVC', 'svc_c': 0.01202599388715136, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:32,333] Trial 4684 finished with value: 0.9973575694892305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:36,331] Trial 4685 finished with value: 0.9975405854979007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:53,938] Trial 4686 finished with value: 0.9964615958248668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:04,532] Trial 4687 finished with value: 0.9973220965061195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:08,578] Trial 4688 finished with value: 0.9973197454888857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:14,480] Trial 4689 finished with value: 0.9972391113042428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:24,338] Trial 4690 finished with value: 0.9965113287132802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:32,510] Trial 4691 finished with value: 0.99712140806886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:36,286] Trial 4692 finished with value: 0.997440695734368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:39,354] Trial 4693 finished with value: 0.9968857952382201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:42,068] Trial 4694 finished with value: 0.9974904409688273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:45,866] Trial 4695 finished with value: 0.9976009687076619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:49,533] Trial 4696 finished with value: 0.9975069722292157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:16:06,659] Trial 4697 finished with value: 0.9967150372028627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:16:10,047] Trial 4698 finished with value: 0.9974779344559611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:16:13,722] Trial 4699 finished with value: 0.9974707710832935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:16:36,993] Trial 4700 finished with value: 0.9961009486195976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:16:39,585] Trial 4701 finished with value: 0.9973316317478261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:17:46,924] Trial 4702 finished with value: 0.9901037953910709 and parameters: {'classifier': 'SVC', 'svc_c': 63349909.80375836, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:17:48,730] Trial 4703 finished with value: 0.9965017676051788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 40}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:17:58,337] Trial 4704 finished with value: 0.9969184230448782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:00,240] Trial 4705 finished with value: 0.9970859202006702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 49}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:02,578] Trial 4706 finished with value: 0.9966014351398834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:18,268] Trial 4707 finished with value: 0.9960126975593271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 62, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:22,925] Trial 4708 finished with value: 0.9972109420388264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:30,104] Trial 4709 finished with value: 0.9972202126498605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:30,820] Trial 4710 finished with value: 0.9882226288054676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 4}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:33,542] Trial 4711 finished with value: 0.9972977944095144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:37,361] Trial 4712 finished with value: 0.9974005213198097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:55,760] Trial 4713 finished with value: 0.9964159477638344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:59,018] Trial 4714 finished with value: 0.997429147198501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:02,667] Trial 4715 finished with value: 0.9971713333207305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:21,042] Trial 4716 finished with value: 0.9961821533248653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:26,445] Trial 4717 finished with value: 0.9974485681318886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:30,654] Trial 4718 finished with value: 0.9975361940823335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:33,634] Trial 4719 finished with value: 0.9975268701516148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:35,293] Trial 4720 finished with value: 0.9968825298836101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:38,437] Trial 4721 finished with value: 0.9975555776284661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:44,537] Trial 4722 finished with value: 0.98564587380053 and parameters: {'classifier': 'SVC', 'svc_c': 0.4038033931349085, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:46,736] Trial 4723 finished with value: 0.9972407944924275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:54,030] Trial 4724 finished with value: 0.996945115608936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:59,263] Trial 4725 finished with value: 0.9975685594482346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:02,448] Trial 4726 finished with value: 0.9974716761532009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:06,858] Trial 4727 finished with value: 0.997242909665271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:12,265] Trial 4728 finished with value: 0.9974413955234898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:14,191] Trial 4729 finished with value: 0.9968677897202921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:17,057] Trial 4730 finished with value: 0.9972708330888561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:22,425] Trial 4731 finished with value: 0.9971513133026016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:24,105] Trial 4732 finished with value: 0.9954528019926121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:27,303] Trial 4733 finished with value: 0.9939407479056482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:29,619] Trial 4734 finished with value: 0.9964394706313352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:32,938] Trial 4735 finished with value: 0.9971674296533255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:41,403] Trial 4736 finished with value: 0.9967992252714325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:43,600] Trial 4737 finished with value: 0.9971154735562316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:46,113] Trial 4738 finished with value: 0.9973538765932689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:51,241] Trial 4739 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.07238774730802e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:56,394] Trial 4740 finished with value: 0.996755324953489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:00,521] Trial 4741 finished with value: 0.9975323907701918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:03,058] Trial 4742 finished with value: 0.997271164496086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:06,900] Trial 4743 finished with value: 0.997420928826051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:09,914] Trial 4744 finished with value: 0.9972244755586402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:14,020] Trial 4745 finished with value: 0.9972887287936247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:20,309] Trial 4746 finished with value: 0.9924498686840524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 60, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:23,210] Trial 4747 finished with value: 0.9972645266396903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:28,488] Trial 4748 finished with value: 0.9976445463463004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:47,108] Trial 4749 finished with value: 0.9962201188445395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:51,111] Trial 4750 finished with value: 0.9971832434783154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:54,838] Trial 4751 finished with value: 0.9976081466797669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:57,898] Trial 4752 finished with value: 0.9975270709573554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:59,481] Trial 4753 finished with value: 0.9897136968676129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:04,405] Trial 4754 finished with value: 0.9973939226597296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:20,324] Trial 4755 finished with value: 0.9970593744879105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:24,253] Trial 4756 finished with value: 0.9974335201108678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:27,803] Trial 4757 finished with value: 0.9972056275896962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:31,975] Trial 4758 finished with value: 0.9910398006811474 and parameters: {'classifier': 'SVC', 'svc_c': 9263.253556036167, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:34,900] Trial 4759 finished with value: 0.9973913271971323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:40,666] Trial 4760 finished with value: 0.9967525560114895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:43,763] Trial 4761 finished with value: 0.9972739648586139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:46,595] Trial 4762 finished with value: 0.9974990122350705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:50,386] Trial 4763 finished with value: 0.9974382193523997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:54,074] Trial 4764 finished with value: 0.9976925475510064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:56,848] Trial 4765 finished with value: 0.9968822395134946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:15,889] Trial 4766 finished with value: 0.9963863352488137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:21,333] Trial 4767 finished with value: 0.9974584673121804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:24,363] Trial 4768 finished with value: 0.9974390477117847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:26,615] Trial 4769 finished with value: 0.9972554909526471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:29,423] Trial 4770 finished with value: 0.9973050877489132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:32,014] Trial 4771 finished with value: 0.9974890423427211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:35,101] Trial 4772 finished with value: 0.9973008905693398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:37,660] Trial 4773 finished with value: 0.9960218178278937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:41,669] Trial 4774 finished with value: 0.9975386338387565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:48,717] Trial 4775 finished with value: 0.9975657286490535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:49,408] Trial 4776 finished with value: 0.9904103323839907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 35}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:53,760] Trial 4777 finished with value: 0.9962261038204406 and parameters: {'classifier': 'SVC', 'svc_c': 106585.26548921454, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:56,101] Trial 4778 finished with value: 0.9974021110081189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:00,110] Trial 4779 finished with value: 0.9969573930693238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:03,385] Trial 4780 finished with value: 0.9972454403825369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:07,151] Trial 4781 finished with value: 0.9970088196511696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:08,876] Trial 4782 finished with value: 0.9971519636123256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:24,404] Trial 4783 finished with value: 0.9965464218888526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:27,698] Trial 4784 finished with value: 0.9975014221895985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:43,778] Trial 4785 finished with value: 0.9967947148704503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:47,255] Trial 4786 finished with value: 0.9973834199196515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:52,388] Trial 4787 finished with value: 0.9974720880795019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:56,150] Trial 4788 finished with value: 0.9972567394584512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:59,330] Trial 4789 finished with value: 0.9970697074619214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:02,740] Trial 4790 finished with value: 0.9974540075648984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:07,255] Trial 4791 finished with value: 0.997008410962135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:10,222] Trial 4792 finished with value: 0.9966378523574796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:11,323] Trial 4793 finished with value: 0.9968881108359492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 29}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:14,583] Trial 4794 finished with value: 0.9970936369554927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:18,270] Trial 4795 finished with value: 0.9867566422277213 and parameters: {'classifier': 'SVC', 'svc_c': 2064941.9789872877, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:24,810] Trial 4796 finished with value: 0.9975634911900529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:27,965] Trial 4797 finished with value: 0.997435326061279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:31,957] Trial 4798 finished with value: 0.997299414248836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:35,679] Trial 4799 finished with value: 0.9972521386996465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:40,217] Trial 4800 finished with value: 0.9974580059382193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:43,955] Trial 4801 finished with value: 0.9974951892136882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:47,005] Trial 4802 finished with value: 0.9974562329634944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:48,648] Trial 4803 finished with value: 0.9909256335564635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:03,938] Trial 4804 finished with value: 0.9961980437969017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:07,498] Trial 4805 finished with value: 0.9975448457724342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:11,101] Trial 4806 finished with value: 0.9970880040164611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:13,380] Trial 4807 finished with value: 0.9968024883409133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:20,254] Trial 4808 finished with value: 0.9976702978179257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:23,155] Trial 4809 finished with value: 0.9975181269293888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:25,243] Trial 4810 finished with value: 0.9972831735172526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:28,671] Trial 4811 finished with value: 0.9972369238007083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:32,466] Trial 4812 finished with value: 0.997117097553219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:34,119] Trial 4813 finished with value: 0.9972767013962095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:39,143] Trial 4814 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.456479431497117e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:43,495] Trial 4815 finished with value: 0.9971972265338508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:46,376] Trial 4816 finished with value: 0.9973884972548749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:51,702] Trial 4817 finished with value: 0.9973737077073728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:55,103] Trial 4818 finished with value: 0.9976052104472574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:57,137] Trial 4819 finished with value: 0.9973342878298266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:07,059] Trial 4820 finished with value: 0.9972807275401996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:10,382] Trial 4821 finished with value: 0.9973915559639694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:15,102] Trial 4822 finished with value: 0.9968372905750879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:17,007] Trial 4823 finished with value: 0.9972069296690881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:21,695] Trial 4824 finished with value: 0.997551206810801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:44,484] Trial 4825 finished with value: 0.9962780921949864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:47,873] Trial 4826 finished with value: 0.9976287302679189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:51,797] Trial 4827 finished with value: 0.9973480564640592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:58,183] Trial 4828 finished with value: 0.9972674029192926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:01,010] Trial 4829 finished with value: 0.9976077383715873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:04,617] Trial 4830 finished with value: 0.9968833067323711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:07,213] Trial 4831 finished with value: 0.997181287502816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:10,008] Trial 4832 finished with value: 0.9975638862952628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:14,918] Trial 4833 finished with value: 0.9972382419712194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:18,670] Trial 4834 finished with value: 0.9867374680248263 and parameters: {'classifier': 'SVC', 'svc_c': 26679828.589046516, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:22,633] Trial 4835 finished with value: 0.997359112173699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:25,711] Trial 4836 finished with value: 0.9971196911432797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:42,347] Trial 4837 finished with value: 0.99622936054234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:46,434] Trial 4838 finished with value: 0.9971904045975917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:53,694] Trial 4839 finished with value: 0.9971443831718158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:56,593] Trial 4840 finished with value: 0.9969617469072087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:58,817] Trial 4841 finished with value: 0.9971891607889981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:05,350] Trial 4842 finished with value: 0.9971526129064365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:06,833] Trial 4843 finished with value: 0.9971548108834805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:09,879] Trial 4844 finished with value: 0.9973037938579016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:18,112] Trial 4845 finished with value: 0.9970304523675909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:20,651] Trial 4846 finished with value: 0.9972313306610127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:38,978] Trial 4847 finished with value: 0.9969781716869175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:42,680] Trial 4848 finished with value: 0.9974432562217911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:54,706] Trial 4849 finished with value: 0.9968229899183125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:57,754] Trial 4850 finished with value: 0.9954145676528615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:06,655] Trial 4851 finished with value: 0.99680545859646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:27,298] Trial 4852 finished with value: 0.9918009349252238 and parameters: {'classifier': 'SVC', 'svc_c': 5245062.292541077, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:31,284] Trial 4853 finished with value: 0.9974599987614295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:39,287] Trial 4854 finished with value: 0.9973962491752988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:42,747] Trial 4855 finished with value: 0.9976105523179394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:45,653] Trial 4856 finished with value: 0.997595644229353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:48,861] Trial 4857 finished with value: 0.9973142749209888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:52,113] Trial 4858 finished with value: 0.996346621890837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:54,993] Trial 4859 finished with value: 0.9973472550501575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:59,656] Trial 4860 finished with value: 0.9973545308702314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:04,418] Trial 4861 finished with value: 0.9973212727487311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:08,058] Trial 4862 finished with value: 0.9973304171698452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:09,950] Trial 4863 finished with value: 0.9943713758321596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:13,019] Trial 4864 finished with value: 0.997359794411758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:15,948] Trial 4865 finished with value: 0.9951291152944393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:19,401] Trial 4866 finished with value: 0.9975231189213792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:29,081] Trial 4867 finished with value: 0.9970354668300194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:31,866] Trial 4868 finished with value: 0.9971807272017975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:33,830] Trial 4869 finished with value: 0.9974471892150226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:38,846] Trial 4870 finished with value: 0.9863562310107752 and parameters: {'classifier': 'SVC', 'svc_c': 0.9990531370186645, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:43,571] Trial 4871 finished with value: 0.9973129828072999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:46,998] Trial 4872 finished with value: 0.9974958458392559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:50,122] Trial 4873 finished with value: 0.997346248165043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:51,797] Trial 4874 finished with value: 0.9893245195369191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:56,633] Trial 4875 finished with value: 0.997428082518657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:01,688] Trial 4876 finished with value: 0.9972710958469921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:03,961] Trial 4877 finished with value: 0.9973526327211992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:07,654] Trial 4878 finished with value: 0.9973872120917876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:11,890] Trial 4879 finished with value: 0.9976359913933416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:14,777] Trial 4880 finished with value: 0.9974015674647156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:18,771] Trial 4881 finished with value: 0.9974223370052675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:21,306] Trial 4882 finished with value: 0.9957006507069811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:26,960] Trial 4883 finished with value: 0.9974358903930116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:31,507] Trial 4884 finished with value: 0.9972142794067484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:34,248] Trial 4885 finished with value: 0.9973832513913629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:37,366] Trial 4886 finished with value: 0.9972140853611822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:39,887] Trial 4887 finished with value: 0.997465180990437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:42,091] Trial 4888 finished with value: 0.9971457342227988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:49,200] Trial 4889 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.0981057067819115e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:04,532] Trial 4890 finished with value: 0.9964235289025781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:08,413] Trial 4891 finished with value: 0.9971875373632928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:11,831] Trial 4892 finished with value: 0.9974064617356887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:14,679] Trial 4893 finished with value: 0.9974198937894126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:18,385] Trial 4894 finished with value: 0.9970502518707388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:21,581] Trial 4895 finished with value: 0.9973315268857799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:28,724] Trial 4896 finished with value: 0.9970753766456433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:31,881] Trial 4897 finished with value: 0.9974896576137953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:33,427] Trial 4898 finished with value: 0.9970806813829739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:38,796] Trial 4899 finished with value: 0.997512516429058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:43,034] Trial 4900 finished with value: 0.9971774104000394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:47,290] Trial 4901 finished with value: 0.9975826580932291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:06,533] Trial 4902 finished with value: 0.9960505417132431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:09,272] Trial 4903 finished with value: 0.9971340522607687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:19,119] Trial 4904 finished with value: 0.9973021762402335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:22,354] Trial 4905 finished with value: 0.9975881394202767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:27,245] Trial 4906 finished with value: 0.9972510631019622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:32,898] Trial 4907 finished with value: 0.9973170525591749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:36,034] Trial 4908 finished with value: 0.9976207743679639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:42,531] Trial 4909 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001692911626211761, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:44,234] Trial 4910 finished with value: 0.996857558244109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:48,576] Trial 4911 finished with value: 0.9973467794258762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:51,518] Trial 4912 finished with value: 0.9973093020034809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:58,039] Trial 4913 finished with value: 0.9973424161618331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:01,034] Trial 4914 finished with value: 0.9973100278176869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:07,666] Trial 4915 finished with value: 0.9971563805769083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:10,804] Trial 4916 finished with value: 0.9975271313863311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:15,290] Trial 4917 finished with value: 0.9975368042436047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:16,437] Trial 4918 finished with value: 0.9914252570913072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:37,025] Trial 4919 finished with value: 0.9963034898524193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:39,254] Trial 4920 finished with value: 0.9974215427323951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:42,394] Trial 4921 finished with value: 0.9975352275678372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:47,105] Trial 4922 finished with value: 0.9974088449668986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:50,896] Trial 4923 finished with value: 0.9975011646682171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:36:03,971] Trial 4924 finished with value: 0.9968080459024148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:36:08,144] Trial 4925 finished with value: 0.997051223209397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:36:16,943] Trial 4926 finished with value: 0.9969961170932488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:37:34,573] Trial 4927 finished with value: 0.9909930377309012 and parameters: {'classifier': 'SVC', 'svc_c': 222937880.21881968, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:37:42,462] Trial 4928 finished with value: 0.996652725946961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:37:45,287] Trial 4929 finished with value: 0.9968396477494759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:37:49,201] Trial 4930 finished with value: 0.9973590616786883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:37:58,717] Trial 4931 finished with value: 0.9967641816704718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:01,079] Trial 4932 finished with value: 0.9966061040082376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:04,125] Trial 4933 finished with value: 0.9976380466132779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:07,426] Trial 4934 finished with value: 0.9974771555759739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:09,025] Trial 4935 finished with value: 0.997133942764988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:13,225] Trial 4936 finished with value: 0.9971063082198367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:15,328] Trial 4937 finished with value: 0.9940571596303621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:17,825] Trial 4938 finished with value: 0.9881974934301022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:21,845] Trial 4939 finished with value: 0.9976703868110183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:25,981] Trial 4940 finished with value: 0.9972451728954527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:34,598] Trial 4941 finished with value: 0.9957000206777801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 43, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:37,599] Trial 4942 finished with value: 0.9976214434347912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:43,372] Trial 4943 finished with value: 0.9971663089560748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:51,621] Trial 4944 finished with value: 0.9958134627182299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:54,201] Trial 4945 finished with value: 0.9928269507616849 and parameters: {'classifier': 'SVC', 'svc_c': 3544.793568410667, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:01,177] Trial 4946 finished with value: 0.9969894412465777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:04,520] Trial 4947 finished with value: 0.9974565326962924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:07,117] Trial 4948 finished with value: 0.9973927065583289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:22,996] Trial 4949 finished with value: 0.996658760338784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:31,128] Trial 4950 finished with value: 0.9969482735942051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:33,992] Trial 4951 finished with value: 0.9973847911876815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:37,377] Trial 4952 finished with value: 0.9953492293940345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:42,744] Trial 4953 finished with value: 0.9973661528793544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:45,826] Trial 4954 finished with value: 0.9974347653159296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:50,309] Trial 4955 finished with value: 0.9970917196367646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:05,954] Trial 4956 finished with value: 0.996904460841148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:09,853] Trial 4957 finished with value: 0.9973293663277287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:12,381] Trial 4958 finished with value: 0.9973550592111771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:22,067] Trial 4959 finished with value: 0.9964625619902461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:23,925] Trial 4960 finished with value: 0.9944061624512838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:36,047] Trial 4961 finished with value: 0.9970818699358706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:41,887] Trial 4962 finished with value: 0.997427763489211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:44,895] Trial 4963 finished with value: 0.9971148154707202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:50,846] Trial 4964 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.545028727352358e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:55,053] Trial 4965 finished with value: 0.9975641038903564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:59,392] Trial 4966 finished with value: 0.9975350482169221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:04,512] Trial 4967 finished with value: 0.9972548401985923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:19,118] Trial 4968 finished with value: 0.9962177412626771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:22,023] Trial 4969 finished with value: 0.9971463022043908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:25,899] Trial 4970 finished with value: 0.997504384542406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:28,886] Trial 4971 finished with value: 0.9972161548314388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:32,170] Trial 4972 finished with value: 0.9974347397669142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:33,961] Trial 4973 finished with value: 0.9966100356050015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:37,719] Trial 4974 finished with value: 0.9971747716786742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:41,572] Trial 4975 finished with value: 0.9973362045455346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:46,661] Trial 4976 finished with value: 0.9973373197838652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:50,748] Trial 4977 finished with value: 0.9968863067580749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:54,598] Trial 4978 finished with value: 0.9962619961565231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:03,601] Trial 4979 finished with value: 0.9971558135791913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:12,878] Trial 4980 finished with value: 0.9971055004266156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:16,344] Trial 4981 finished with value: 0.9971727107141769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:24,434] Trial 4982 finished with value: 0.985267177723351 and parameters: {'classifier': 'SVC', 'svc_c': 0.001143888669640478, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:28,885] Trial 4983 finished with value: 0.9972292939442765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:31,833] Trial 4984 finished with value: 0.9973680399518567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:49,325] Trial 4985 finished with value: 0.9969550406238844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:53,037] Trial 4986 finished with value: 0.9974241999886981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:57,184] Trial 4987 finished with value: 0.9975062642517138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:01,284] Trial 4988 finished with value: 0.9973964839088625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:03,898] Trial 4989 finished with value: 0.9976089255914921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:18,200] Trial 4990 finished with value: 0.9967735605077704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:22,696] Trial 4991 finished with value: 0.9975328160581519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:25,698] Trial 4992 finished with value: 0.996415487564176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:27,697] Trial 4993 finished with value: 0.9889652614681218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:30,824] Trial 4994 finished with value: 0.9975021231847608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:38,259] Trial 4995 finished with value: 0.9965423513752678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:40,712] Trial 4996 finished with value: 0.9975355146372104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:43,317] Trial 4997 finished with value: 0.9974456839812852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:45,789] Trial 4998 finished with value: 0.9972377067748855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:50,600] Trial 4999 finished with value: 0.9972064474750598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:52,211] Trial 5000 finished with value: 0.9947024974842744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 10}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:55,641] Trial 5001 finished with value: 0.9940829903198046 and parameters: {'classifier': 'SVC', 'svc_c': 324.652717727162, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:13,998] Trial 5002 finished with value: 0.9967320130478591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:24,074] Trial 5003 finished with value: 0.9967266899342802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:28,838] Trial 5004 finished with value: 0.9972017591831062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:35,996] Trial 5005 finished with value: 0.9969794719255106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:38,549] Trial 5006 finished with value: 0.9974237291885787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:41,884] Trial 5007 finished with value: 0.9975916616932478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:46,973] Trial 5008 finished with value: 0.9972706495167993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:49,011] Trial 5009 finished with value: 0.9957084345557399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 24}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:56,922] Trial 5010 finished with value: 0.9962944203645048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:08,286] Trial 5011 finished with value: 0.9967588946428937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:11,186] Trial 5012 finished with value: 0.9973489810210415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:16,213] Trial 5013 finished with value: 0.9975200390431004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:19,787] Trial 5014 finished with value: 0.9971025538475482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:22,651] Trial 5015 finished with value: 0.9975854507117075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:26,115] Trial 5016 finished with value: 0.9974937117188819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:29,409] Trial 5017 finished with value: 0.9974556185176056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:31,901] Trial 5018 finished with value: 0.9966567675473118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:36,349] Trial 5019 finished with value: 0.9970553909679302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:40,922] Trial 5020 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.461700955142719e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:43,876] Trial 5021 finished with value: 0.9973475425638614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:47,768] Trial 5022 finished with value: 0.9971822511609005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:50,336] Trial 5023 finished with value: 0.9974421066430446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:54,623] Trial 5024 finished with value: 0.9973063484738116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:00,875] Trial 5025 finished with value: 0.9972570407781447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:10,674] Trial 5026 finished with value: 0.99613490303905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:16,020] Trial 5027 finished with value: 0.9975556405964746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:19,581] Trial 5028 finished with value: 0.9975376889695132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:22,941] Trial 5029 finished with value: 0.9972010193090073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:30,650] Trial 5030 finished with value: 0.9970054622566277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:33,239] Trial 5031 finished with value: 0.9976031590993458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:34,972] Trial 5032 finished with value: 0.9969778532604915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:41,142] Trial 5033 finished with value: 0.9972247561217422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:43,156] Trial 5034 finished with value: 0.9969845034629335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:45,066] Trial 5035 finished with value: 0.9946361516420988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:50,548] Trial 5036 finished with value: 0.9975369848322981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:51,655] Trial 5037 finished with value: 0.9962882176348202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:05,279] Trial 5038 finished with value: 0.997055514111011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:08,356] Trial 5039 finished with value: 0.9974285570638494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:13,316] Trial 5040 finished with value: 0.9853840203218969 and parameters: {'classifier': 'SVC', 'svc_c': 0.0920513620595461, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:18,078] Trial 5041 finished with value: 0.9975483869611982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:27,502] Trial 5042 finished with value: 0.9965978499941176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:31,144] Trial 5043 finished with value: 0.9973171564373459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:46,260] Trial 5044 finished with value: 0.9967363692660868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:50,561] Trial 5045 finished with value: 0.9974420323446033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:54,252] Trial 5046 finished with value: 0.9969835500244552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:57,267] Trial 5047 finished with value: 0.997746537317997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:02,141] Trial 5048 finished with value: 0.997329127563451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:05,394] Trial 5049 finished with value: 0.9973417309086727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:08,758] Trial 5050 finished with value: 0.9976638682256788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:12,755] Trial 5051 finished with value: 0.9969017256365443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:15,949] Trial 5052 finished with value: 0.9970303063097408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:18,840] Trial 5053 finished with value: 0.9966541458057273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:22,446] Trial 5054 finished with value: 0.9970044355035831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:24,165] Trial 5055 finished with value: 0.9901830936319747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:28,399] Trial 5056 finished with value: 0.9973526330385784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:31,768] Trial 5057 finished with value: 0.9974529111788848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:38,525] Trial 5058 finished with value: 0.9852063832220471 and parameters: {'classifier': 'SVC', 'svc_c': 4.3079250798939693e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:41,791] Trial 5059 finished with value: 0.9970046321833957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:44,429] Trial 5060 finished with value: 0.9968404448152842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:48,277] Trial 5061 finished with value: 0.9970386126596701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:52,167] Trial 5062 finished with value: 0.997248036162513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:55,968] Trial 5063 finished with value: 0.9973991912475834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:00,221] Trial 5064 finished with value: 0.9973432115455321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:05,016] Trial 5065 finished with value: 0.9973989126522316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:08,549] Trial 5066 finished with value: 0.9977283572733157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:11,265] Trial 5067 finished with value: 0.997460765136681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:14,276] Trial 5068 finished with value: 0.997390673554928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:17,066] Trial 5069 finished with value: 0.9973703637062279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:20,130] Trial 5070 finished with value: 0.9976895970681762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:23,517] Trial 5071 finished with value: 0.9973632751398082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:26,541] Trial 5072 finished with value: 0.9973990816248509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:30,882] Trial 5073 finished with value: 0.9974334733926682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:34,856] Trial 5074 finished with value: 0.997548860681205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:38,715] Trial 5075 finished with value: 0.9975914598401561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:41,937] Trial 5076 finished with value: 0.997396697060649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:45,909] Trial 5077 finished with value: 0.9893404715487583 and parameters: {'classifier': 'SVC', 'svc_c': 3.472010656978616, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:48,939] Trial 5078 finished with value: 0.997319071026614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:52,738] Trial 5079 finished with value: 0.9974236946894733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:56,341] Trial 5080 finished with value: 0.9974977341177986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:59,513] Trial 5081 finished with value: 0.9972643812165982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:02,718] Trial 5082 finished with value: 0.9975794001970271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:05,775] Trial 5083 finished with value: 0.9969251258687706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:09,091] Trial 5084 finished with value: 0.9973888849016768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:12,196] Trial 5085 finished with value: 0.9976054539404835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:15,698] Trial 5086 finished with value: 0.9973515674383351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:18,978] Trial 5087 finished with value: 0.9975876053982455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:23,320] Trial 5088 finished with value: 0.9975073256625532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:26,598] Trial 5089 finished with value: 0.9976610082910988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:29,586] Trial 5090 finished with value: 0.997496434672653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:39,438] Trial 5091 finished with value: 0.9965850083606865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:42,895] Trial 5092 finished with value: 0.9975373058612321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:45,733] Trial 5093 finished with value: 0.9975349103474521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:48,536] Trial 5094 finished with value: 0.9974114179590572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:54,783] Trial 5095 finished with value: 0.9853895922924082 and parameters: {'classifier': 'SVC', 'svc_c': 0.029769870685038252, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:59,497] Trial 5096 finished with value: 0.9974366914895342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:03,062] Trial 5097 finished with value: 0.9975405291313769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:06,167] Trial 5098 finished with value: 0.9975101693473247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:08,039] Trial 5099 finished with value: 0.997370962219687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:11,904] Trial 5100 finished with value: 0.9973856847049906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:14,601] Trial 5101 finished with value: 0.9974034755477127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:17,344] Trial 5102 finished with value: 0.9973622649856893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:20,753] Trial 5103 finished with value: 0.9975985442171722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:24,970] Trial 5104 finished with value: 0.9975640237838781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:39,481] Trial 5105 finished with value: 0.9963682905663075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:42,986] Trial 5106 finished with value: 0.9974444870495808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:46,828] Trial 5107 finished with value: 0.9974712075112592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:49,909] Trial 5108 finished with value: 0.9973168612430685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:53,286] Trial 5109 finished with value: 0.9976792839938332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:56,383] Trial 5110 finished with value: 0.997301439000381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:01,212] Trial 5111 finished with value: 0.9972350150512153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:04,850] Trial 5112 finished with value: 0.9972661879287189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:07,500] Trial 5113 finished with value: 0.9973647421293673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:12,793] Trial 5114 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.030755837879005e-07, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:16,048] Trial 5115 finished with value: 0.9974741353332233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:19,763] Trial 5116 finished with value: 0.9973763242122026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:25,937] Trial 5117 finished with value: 0.9975069542020841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:27,628] Trial 5118 finished with value: 0.9964707248530957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:32,188] Trial 5119 finished with value: 0.9975180599941421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:35,553] Trial 5120 finished with value: 0.9973958191901283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:37,177] Trial 5121 finished with value: 0.9966094926328802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:40,951] Trial 5122 finished with value: 0.9974362335115292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:44,327] Trial 5123 finished with value: 0.9973109759241967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:47,386] Trial 5124 finished with value: 0.997402680037062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:59,168] Trial 5125 finished with value: 0.9967885558121267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:09,299] Trial 5126 finished with value: 0.9970526428142601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:17,163] Trial 5127 finished with value: 0.9972001827929802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:33,657] Trial 5128 finished with value: 0.9956275041929445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 55, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:35,115] Trial 5129 finished with value: 0.9970749927756525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:42,116] Trial 5130 finished with value: 0.9966809831898568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:44,209] Trial 5131 finished with value: 0.9974368986745942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:47,230] Trial 5132 finished with value: 0.9971272338156796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:53,709] Trial 5133 finished with value: 0.9852053996642943 and parameters: {'classifier': 'SVC', 'svc_c': 7.583714061909413e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:59,237] Trial 5134 finished with value: 0.9968192647448989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:01,356] Trial 5135 finished with value: 0.9903533575715886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:04,618] Trial 5136 finished with value: 0.9975486906294968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:07,486] Trial 5137 finished with value: 0.9974942542149342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:11,429] Trial 5138 finished with value: 0.9975926208128114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:14,452] Trial 5139 finished with value: 0.9975920850451954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:18,065] Trial 5140 finished with value: 0.9975502707646959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:21,479] Trial 5141 finished with value: 0.9974724788683567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:25,627] Trial 5142 finished with value: 0.9976809178613099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:29,463] Trial 5143 finished with value: 0.9973034876823083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:32,107] Trial 5144 finished with value: 0.9964029187815354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:38,999] Trial 5145 finished with value: 0.9972418017583969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:40,860] Trial 5146 finished with value: 0.9955114913502515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:51,602] Trial 5147 finished with value: 0.9958794939425285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:01,593] Trial 5148 finished with value: 0.9972200083212122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:06,762] Trial 5149 finished with value: 0.9974167746830801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:10,590] Trial 5150 finished with value: 0.9974674989367712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:13,139] Trial 5151 finished with value: 0.9920104791273286 and parameters: {'classifier': 'SVC', 'svc_c': 31.506981755311248, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:16,760] Trial 5152 finished with value: 0.997321340699591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:31,262] Trial 5153 finished with value: 0.9967679791745764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:33,124] Trial 5154 finished with value: 0.9974659031230456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:36,820] Trial 5155 finished with value: 0.9974327188556561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:39,720] Trial 5156 finished with value: 0.9973130659923553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:44,296] Trial 5157 finished with value: 0.9974284714984508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:46,836] Trial 5158 finished with value: 0.9946973170325896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:50,027] Trial 5159 finished with value: 0.9974311962295452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:52,997] Trial 5160 finished with value: 0.997557598285821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:56,842] Trial 5161 finished with value: 0.9976826628114625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:59,649] Trial 5162 finished with value: 0.9969683172888132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:07,835] Trial 5163 finished with value: 0.9970373570445746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:12,209] Trial 5164 finished with value: 0.9972929616466061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:15,585] Trial 5165 finished with value: 0.9973129563696229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:18,350] Trial 5166 finished with value: 0.9972937042184271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:23,849] Trial 5167 finished with value: 0.997506127270905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:25,013] Trial 5168 finished with value: 0.997331273331637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 52}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:27,413] Trial 5169 finished with value: 0.9967606950074327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:29,717] Trial 5170 finished with value: 0.9910950859260451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:34,902] Trial 5171 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.0641132408779836e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:47,958] Trial 5172 finished with value: 0.9968995277229761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:51,957] Trial 5173 finished with value: 0.9974707178588226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:54,562] Trial 5174 finished with value: 0.9972869992680948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:58,951] Trial 5175 finished with value: 0.9972376998877598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:02,033] Trial 5176 finished with value: 0.9974713985734621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:07,600] Trial 5177 finished with value: 0.9974036824153937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:13,363] Trial 5178 finished with value: 0.9942007248805022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:16,968] Trial 5179 finished with value: 0.9974027758220667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:24,303] Trial 5180 finished with value: 0.995027153616831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 39, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:27,256] Trial 5181 finished with value: 0.997556781288607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:33,879] Trial 5182 finished with value: 0.9965994396506891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:37,552] Trial 5183 finished with value: 0.9974014360380408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:39,282] Trial 5184 finished with value: 0.9968490259520163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:46,170] Trial 5185 finished with value: 0.9972922358006623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:50,058] Trial 5186 finished with value: 0.9972386205092416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:54,042] Trial 5187 finished with value: 0.9971966681688448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:56,102] Trial 5188 finished with value: 0.9974242438187484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:58,944] Trial 5189 finished with value: 0.9975045485956495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:01,079] Trial 5190 finished with value: 0.993062931244245 and parameters: {'classifier': 'SVC', 'svc_c': 113.72151955156025, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:05,092] Trial 5191 finished with value: 0.996704139992333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:11,577] Trial 5192 finished with value: 0.9972665791936421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:14,803] Trial 5193 finished with value: 0.9972035909364357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:16,563] Trial 5194 finished with value: 0.9968066772686309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:20,873] Trial 5195 finished with value: 0.9975946860301885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:25,168] Trial 5196 finished with value: 0.9933457340269379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:29,777] Trial 5197 finished with value: 0.9975648704560357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:32,616] Trial 5198 finished with value: 0.9973472814243586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:37,682] Trial 5199 finished with value: 0.9975063594336983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:39,050] Trial 5200 finished with value: 0.9969537193430584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:45,280] Trial 5201 finished with value: 0.9946457851443672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:49,785] Trial 5202 finished with value: 0.9974763772037933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:52,886] Trial 5203 finished with value: 0.9969018418924992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:55,284] Trial 5204 finished with value: 0.9967830899731779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:56,853] Trial 5205 finished with value: 0.9968390115313827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 32}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:00,971] Trial 5206 finished with value: 0.9973798352182164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:08,669] Trial 5207 finished with value: 0.9852063832855228 and parameters: {'classifier': 'SVC', 'svc_c': 1.0635371630031194e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:12,489] Trial 5208 finished with value: 0.997460902371393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:15,115] Trial 5209 finished with value: 0.9973155752865336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:32,658] Trial 5210 finished with value: 0.9967837013722275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:41,136] Trial 5211 finished with value: 0.9970593299278884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:45,174] Trial 5212 finished with value: 0.9975504759185299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:49,322] Trial 5213 finished with value: 0.997163657412595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:52,386] Trial 5214 finished with value: 0.9973811342507691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:56,271] Trial 5215 finished with value: 0.9973935571025113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:01,404] Trial 5216 finished with value: 0.9973080879650443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:05,896] Trial 5217 finished with value: 0.997443825980706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:09,108] Trial 5218 finished with value: 0.9975113686593723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:11,504] Trial 5219 finished with value: 0.9969485135962612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:13,106] Trial 5220 finished with value: 0.9951759528287677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:16,619] Trial 5221 finished with value: 0.9974683531625508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:21,254] Trial 5222 finished with value: 0.9973212729708963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:27,546] Trial 5223 finished with value: 0.997260630208528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:33,498] Trial 5224 finished with value: 0.9976323561016821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:37,288] Trial 5225 finished with value: 0.9970622493710449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:04:55,005] Trial 5226 finished with value: 0.9896107857187649 and parameters: {'classifier': 'SVC', 'svc_c': 4528437374.002649, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:04:58,628] Trial 5227 finished with value: 0.9973554493652736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:01,487] Trial 5228 finished with value: 0.9972412658320914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:04,358] Trial 5229 finished with value: 0.9973317650470376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:05,936] Trial 5230 finished with value: 0.993832599176882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:11,469] Trial 5231 finished with value: 0.9961737933696101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:16,831] Trial 5232 finished with value: 0.9975083692049509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:21,738] Trial 5233 finished with value: 0.99718104051842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:25,688] Trial 5234 finished with value: 0.9972747278379094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:28,208] Trial 5235 finished with value: 0.997281989312449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:30,985] Trial 5236 finished with value: 0.997639224502238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:32,623] Trial 5237 finished with value: 0.9970876889859918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:35,710] Trial 5238 finished with value: 0.9974442042330872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:40,796] Trial 5239 finished with value: 0.9975964364709994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:45,132] Trial 5240 finished with value: 0.9974685227064525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:57,173] Trial 5241 finished with value: 0.9965582146796557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:01,743] Trial 5242 finished with value: 0.9963837140150357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:03,723] Trial 5243 finished with value: 0.9973060488997031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:05,590] Trial 5244 finished with value: 0.9968428039256843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:09,164] Trial 5245 finished with value: 0.9888855521895787 and parameters: {'classifier': 'SVC', 'svc_c': 23920.340342011863, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:12,531] Trial 5246 finished with value: 0.9977281419950893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:16,895] Trial 5247 finished with value: 0.9970541705501742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:21,247] Trial 5248 finished with value: 0.9888135608718982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 62, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:23,982] Trial 5249 finished with value: 0.9974836501674554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:40,641] Trial 5250 finished with value: 0.9964895836764042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:44,262] Trial 5251 finished with value: 0.9973986879161089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:58,257] Trial 5252 finished with value: 0.9969938020668021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:00,241] Trial 5253 finished with value: 0.9971052155154202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:06,111] Trial 5254 finished with value: 0.9964963133188284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:09,927] Trial 5255 finished with value: 0.9959961393851934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:28,049] Trial 5256 finished with value: 0.9966020915115479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:30,795] Trial 5257 finished with value: 0.9973924060320831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:33,845] Trial 5258 finished with value: 0.9975712374611291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:35,946] Trial 5259 finished with value: 0.9968433226817819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:39,856] Trial 5260 finished with value: 0.9974914058646903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:44,302] Trial 5261 finished with value: 0.9975549981260138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:47,408] Trial 5262 finished with value: 0.9973568268856715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:50,838] Trial 5263 finished with value: 0.9967698319066628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:57,450] Trial 5264 finished with value: 0.9852386664819814 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007441749801153316, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:00,747] Trial 5265 finished with value: 0.997631372734357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:04,009] Trial 5266 finished with value: 0.9972600026866214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:08,025] Trial 5267 finished with value: 0.9971735345033034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:11,591] Trial 5268 finished with value: 0.9972966178535466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:15,137] Trial 5269 finished with value: 0.9973191852513429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:17,847] Trial 5270 finished with value: 0.9975482626438144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:20,152] Trial 5271 finished with value: 0.9974738728607285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:37,882] Trial 5272 finished with value: 0.9962696782852886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:52,673] Trial 5273 finished with value: 0.9956238611572354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:57,837] Trial 5274 finished with value: 0.9972204637919223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:00,544] Trial 5275 finished with value: 0.9972721813786413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:04,659] Trial 5276 finished with value: 0.9975765203310413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:10,175] Trial 5277 finished with value: 0.9974464393117451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:13,778] Trial 5278 finished with value: 0.9972899505443727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:26,347] Trial 5279 finished with value: 0.9967083221281382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:28,678] Trial 5280 finished with value: 0.997325726275383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:32,531] Trial 5281 finished with value: 0.9976025482398407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:34,991] Trial 5282 finished with value: 0.9973945296154719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:38,666] Trial 5283 finished with value: 0.9872066490666311 and parameters: {'classifier': 'SVC', 'svc_c': 153477.5884590576, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:44,151] Trial 5284 finished with value: 0.9975232029316201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:47,809] Trial 5285 finished with value: 0.9971127303854134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:51,725] Trial 5286 finished with value: 0.9975207249310186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:00,431] Trial 5287 finished with value: 0.9972420950801378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:03,631] Trial 5288 finished with value: 0.994189955986332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:07,094] Trial 5289 finished with value: 0.9901150152491681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:09,964] Trial 5290 finished with value: 0.9972919805009347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:14,823] Trial 5291 finished with value: 0.9969801624789012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:19,678] Trial 5292 finished with value: 0.9958780794792063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:22,708] Trial 5293 finished with value: 0.9975729313449886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:25,810] Trial 5294 finished with value: 0.9973113090770115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:28,035] Trial 5295 finished with value: 0.9957878013187859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:30,119] Trial 5296 finished with value: 0.99689356709005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:45,258] Trial 5297 finished with value: 0.9966869490595377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:49,038] Trial 5298 finished with value: 0.9973654897792535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:55,584] Trial 5299 finished with value: 0.9972871132389206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:58,222] Trial 5300 finished with value: 0.9966322978745553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:00,775] Trial 5301 finished with value: 0.9950864420909498 and parameters: {'classifier': 'SVC', 'svc_c': 981.7950985109009, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:04,246] Trial 5302 finished with value: 0.9973593329425833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:07,744] Trial 5303 finished with value: 0.9972914140744997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:15,840] Trial 5304 finished with value: 0.9963419826022125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:20,563] Trial 5305 finished with value: 0.997392549074832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:24,851] Trial 5306 finished with value: 0.9973093543392902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:27,156] Trial 5307 finished with value: 0.9969985923009145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:29,602] Trial 5308 finished with value: 0.9972405773099268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:33,729] Trial 5309 finished with value: 0.9974880930301707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:36,806] Trial 5310 finished with value: 0.9977329457495503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:40,594] Trial 5311 finished with value: 0.9973867445924108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:44,363] Trial 5312 finished with value: 0.9974821896841676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:49,046] Trial 5313 finished with value: 0.9974932664360399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:52,837] Trial 5314 finished with value: 0.9975520871568784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:07,166] Trial 5315 finished with value: 0.9966052530197248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:10,916] Trial 5316 finished with value: 0.9972555098049641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:14,701] Trial 5317 finished with value: 0.9973387138079749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:19,357] Trial 5318 finished with value: 0.9971971144990374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:22,915] Trial 5319 finished with value: 0.9974968941423397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:27,710] Trial 5320 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 638023804.1589015, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:32,605] Trial 5321 finished with value: 0.9974209793845376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:36,809] Trial 5322 finished with value: 0.9973600748796464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:40,550] Trial 5323 finished with value: 0.9974328988730673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:44,780] Trial 5324 finished with value: 0.9971999991257096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:46,168] Trial 5325 finished with value: 0.9969515322203787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:49,858] Trial 5326 finished with value: 0.9973280487602381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:54,127] Trial 5327 finished with value: 0.9975936926654226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:01,313] Trial 5328 finished with value: 0.9967754000368875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:04,573] Trial 5329 finished with value: 0.9976984345202493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:07,961] Trial 5330 finished with value: 0.997670567336236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:11,912] Trial 5331 finished with value: 0.9971124651834584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:31,054] Trial 5332 finished with value: 0.9969016547657968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:35,583] Trial 5333 finished with value: 0.9973717861992407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:39,599] Trial 5334 finished with value: 0.9973680774025876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:44,481] Trial 5335 finished with value: 0.9973681946424177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:46,453] Trial 5336 finished with value: 0.9972686386347199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:48,570] Trial 5337 finished with value: 0.9972528876825247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:51,327] Trial 5338 finished with value: 0.9974529865246771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:57,388] Trial 5339 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4037118112454966e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:01,785] Trial 5340 finished with value: 0.9973151967485112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:05,499] Trial 5341 finished with value: 0.9972409176989844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:10,245] Trial 5342 finished with value: 0.9973493166176751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:15,838] Trial 5343 finished with value: 0.9973137404863648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:19,598] Trial 5344 finished with value: 0.9973774488766917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:23,280] Trial 5345 finished with value: 0.9972469789093393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:26,645] Trial 5346 finished with value: 0.9974546275649209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:42,538] Trial 5347 finished with value: 0.9967977405403833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:49,760] Trial 5348 finished with value: 0.9969001667022672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:52,404] Trial 5349 finished with value: 0.9969268941462853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:03,840] Trial 5350 finished with value: 0.9969239904768687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:08,355] Trial 5351 finished with value: 0.9974068033625247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:12,968] Trial 5352 finished with value: 0.9973319740411583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:17,794] Trial 5353 finished with value: 0.9974042653138021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:20,927] Trial 5354 finished with value: 0.9974707236351218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:24,539] Trial 5355 finished with value: 0.9972932215483303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:28,154] Trial 5356 finished with value: 0.9974599709272846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:36,091] Trial 5357 finished with value: 0.9974286011478029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:40,395] Trial 5358 finished with value: 0.9963356730109937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:46,040] Trial 5359 finished with value: 0.9852045801597856 and parameters: {'classifier': 'SVC', 'svc_c': 1.9108460647376161e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:52,293] Trial 5360 finished with value: 0.9971601449148997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:55,425] Trial 5361 finished with value: 0.9973520743561933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:12,130] Trial 5362 finished with value: 0.9962511660399297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:16,766] Trial 5363 finished with value: 0.9969539902578366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:30,561] Trial 5364 finished with value: 0.9947134089768627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:32,953] Trial 5365 finished with value: 0.997337314674062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:37,028] Trial 5366 finished with value: 0.9969262765900818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:45,436] Trial 5367 finished with value: 0.997053942862426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:46,797] Trial 5368 finished with value: 0.9967710395340421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 41}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:49,341] Trial 5369 finished with value: 0.995729461617673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:50,142] Trial 5370 finished with value: 0.9863827613306498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:59,637] Trial 5371 finished with value: 0.9971046172558644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:03,998] Trial 5372 finished with value: 0.9974161464312017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:06,876] Trial 5373 finished with value: 0.997333064873038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:09,297] Trial 5374 finished with value: 0.9962328251157951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:11,525] Trial 5375 finished with value: 0.9974278374702733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:14,966] Trial 5376 finished with value: 0.9913975941089905 and parameters: {'classifier': 'SVC', 'svc_c': 17.01319150318833, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:16,889] Trial 5377 finished with value: 0.9970634901327996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:20,459] Trial 5378 finished with value: 0.9974121491052316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:26,144] Trial 5379 finished with value: 0.9973568426911493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:29,437] Trial 5380 finished with value: 0.9936323385348773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:32,526] Trial 5381 finished with value: 0.9973133266240515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:35,520] Trial 5382 finished with value: 0.9971689584683284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:43,925] Trial 5383 finished with value: 0.9962598870456202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:47,656] Trial 5384 finished with value: 0.9976935412014134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:51,124] Trial 5385 finished with value: 0.997551896919861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:56,970] Trial 5386 finished with value: 0.9972317891785619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:09,849] Trial 5387 finished with value: 0.9965120009221605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:15,936] Trial 5388 finished with value: 0.9973500578565041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:19,960] Trial 5389 finished with value: 0.9975204421462632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:23,794] Trial 5390 finished with value: 0.9971628460012528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:27,640] Trial 5391 finished with value: 0.99761555932196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:32,029] Trial 5392 finished with value: 0.997369940068639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:36,912] Trial 5393 finished with value: 0.9975682144254425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:39,726] Trial 5394 finished with value: 0.9975876999772098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:44,198] Trial 5395 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 114157508.0162286, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:56,028] Trial 5396 finished with value: 0.996722239517943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:59,126] Trial 5397 finished with value: 0.9972711046701305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:02,494] Trial 5398 finished with value: 0.9973647877050024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:04,960] Trial 5399 finished with value: 0.9971433135408582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:08,602] Trial 5400 finished with value: 0.9975019531330526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:10,302] Trial 5401 finished with value: 0.991014485161419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:11,843] Trial 5402 finished with value: 0.9967578849965811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:15,457] Trial 5403 finished with value: 0.9975207792028405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:18,219] Trial 5404 finished with value: 0.9971525026172081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:20,623] Trial 5405 finished with value: 0.9956586356524791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:26,502] Trial 5406 finished with value: 0.9973566372516744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:31,608] Trial 5407 finished with value: 0.997560432925289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:34,748] Trial 5408 finished with value: 0.9974642766505015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:38,392] Trial 5409 finished with value: 0.9974123658434019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:39,978] Trial 5410 finished with value: 0.9962406165499139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:42,817] Trial 5411 finished with value: 0.9969700116804793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:47,337] Trial 5412 finished with value: 0.9973828718059895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:50,006] Trial 5413 finished with value: 0.9972339153327212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:55,698] Trial 5414 finished with value: 0.9951487691840676 and parameters: {'classifier': 'SVC', 'svc_c': 262607.91910209553, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:57,533] Trial 5415 finished with value: 0.996763451286007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:59,965] Trial 5416 finished with value: 0.9973922965363023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:04,236] Trial 5417 finished with value: 0.9973502221636513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:23,148] Trial 5418 finished with value: 0.9967074360692374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:24,544] Trial 5419 finished with value: 0.9954628979796679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 13}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:28,729] Trial 5420 finished with value: 0.9974874219321173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:33,216] Trial 5421 finished with value: 0.9972515965209731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:35,042] Trial 5422 finished with value: 0.9939363273546821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:39,453] Trial 5423 finished with value: 0.9971987046634155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:42,374] Trial 5424 finished with value: 0.9973141415900395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:46,913] Trial 5425 finished with value: 0.9974689204141711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:49,418] Trial 5426 finished with value: 0.9975586917836851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:53,055] Trial 5427 finished with value: 0.9974352479860267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:57,053] Trial 5428 finished with value: 0.9974828482140095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:01,613] Trial 5429 finished with value: 0.9970021299350328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:04,337] Trial 5430 finished with value: 0.9973510004723561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:08,991] Trial 5431 finished with value: 0.9969717234645187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:15,823] Trial 5432 finished with value: 0.9971258605164234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:21,652] Trial 5433 finished with value: 0.9853705826823015 and parameters: {'classifier': 'SVC', 'svc_c': 0.0052492781457433866, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:25,446] Trial 5434 finished with value: 0.9975339622092044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:29,246] Trial 5435 finished with value: 0.9968022800132887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:37,888] Trial 5436 finished with value: 0.9965369240978766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:39,894] Trial 5437 finished with value: 0.9974052858779551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:43,101] Trial 5438 finished with value: 0.9974191862245035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:46,003] Trial 5439 finished with value: 0.9969187102729408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:49,331] Trial 5440 finished with value: 0.9972420084991263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:58,116] Trial 5441 finished with value: 0.9967568552601733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:02,056] Trial 5442 finished with value: 0.9973141335603488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:05,683] Trial 5443 finished with value: 0.9975142916571745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:09,108] Trial 5444 finished with value: 0.99735337545171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:12,026] Trial 5445 finished with value: 0.9973703770044112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:14,744] Trial 5446 finished with value: 0.9967486906834765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:15,535] Trial 5447 finished with value: 0.9782613973817976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:19,733] Trial 5448 finished with value: 0.997121764485561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:23,896] Trial 5449 finished with value: 0.9975920431511577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:25,740] Trial 5450 finished with value: 0.9971330518501874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:29,846] Trial 5451 finished with value: 0.9862007231986469 and parameters: {'classifier': 'SVC', 'svc_c': 0.40946262784380416, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:33,398] Trial 5452 finished with value: 0.9974972543041135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:44,546] Trial 5453 finished with value: 0.9969721527831931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:46,955] Trial 5454 finished with value: 0.997429649006556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:48,718] Trial 5455 finished with value: 0.9967381673454967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:52,287] Trial 5456 finished with value: 0.9976097069787739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:57,613] Trial 5457 finished with value: 0.9974245039109001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:04,542] Trial 5458 finished with value: 0.9969123338099508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:12,929] Trial 5459 finished with value: 0.9967836360556138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:15,577] Trial 5460 finished with value: 0.9972510434879354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:20,143] Trial 5461 finished with value: 0.9973826594793885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:24,231] Trial 5462 finished with value: 0.9974926751905616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:28,118] Trial 5463 finished with value: 0.99704047383404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:32,917] Trial 5464 finished with value: 0.9958567438930747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:36,457] Trial 5465 finished with value: 0.9972959371071694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:39,717] Trial 5466 finished with value: 0.9975574979940336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:42,258] Trial 5467 finished with value: 0.9973094526633277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:47,619] Trial 5468 finished with value: 0.9972371858923482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:50,504] Trial 5469 finished with value: 0.9976570748852742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:54,872] Trial 5470 finished with value: 0.9868067850112096 and parameters: {'classifier': 'SVC', 'svc_c': 986366.4645878101, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:01,794] Trial 5471 finished with value: 0.9974455823247674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:18,590] Trial 5472 finished with value: 0.9968116427912062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:20,386] Trial 5473 finished with value: 0.997221504255743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:31,540] Trial 5474 finished with value: 0.9970463999043849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:33,490] Trial 5475 finished with value: 0.9969343979397486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:37,180] Trial 5476 finished with value: 0.9974713443016404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:42,932] Trial 5477 finished with value: 0.9970217734146276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:47,028] Trial 5478 finished with value: 0.9975595126529239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:51,375] Trial 5479 finished with value: 0.9973161113715286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:00,592] Trial 5480 finished with value: 0.9954109938375287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:04,124] Trial 5481 finished with value: 0.9975969392629294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:09,405] Trial 5482 finished with value: 0.9972176012548338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:13,247] Trial 5483 finished with value: 0.9973179857806059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:15,634] Trial 5484 finished with value: 0.9975939483142673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:18,874] Trial 5485 finished with value: 0.9975436232282385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:20,379] Trial 5486 finished with value: 0.9898034435767729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:24,173] Trial 5487 finished with value: 0.9972396467544797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:27,681] Trial 5488 finished with value: 0.9975447530025305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:30,336] Trial 5489 finished with value: 0.9952062240640581 and parameters: {'classifier': 'SVC', 'svc_c': 2147.629993622287, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:42,053] Trial 5490 finished with value: 0.9968514617412009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:45,334] Trial 5491 finished with value: 0.9974615309723883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:52,293] Trial 5492 finished with value: 0.9919963677554332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 58, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:55,304] Trial 5493 finished with value: 0.9976161272400761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:58,216] Trial 5494 finished with value: 0.9967864756461952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:00,112] Trial 5495 finished with value: 0.9960095609654077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:02,311] Trial 5496 finished with value: 0.9972450876791713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:05,689] Trial 5497 finished with value: 0.9973688626618942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:08,317] Trial 5498 finished with value: 0.9974692189091908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:13,196] Trial 5499 finished with value: 0.9974391686649501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:16,331] Trial 5500 finished with value: 0.9972967720363011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:19,256] Trial 5501 finished with value: 0.9969846637076284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:20,502] Trial 5502 finished with value: 0.9973466124527449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 28}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:24,801] Trial 5503 finished with value: 0.9971580228549303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:27,763] Trial 5504 finished with value: 0.9974291920124263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:31,709] Trial 5505 finished with value: 0.9973158543262161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:38,435] Trial 5506 finished with value: 0.9972054363688035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:45,212] Trial 5507 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.356314189384917e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:47,875] Trial 5508 finished with value: 0.9969003905179906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:52,615] Trial 5509 finished with value: 0.9973085326766039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:55,701] Trial 5510 finished with value: 0.9973527963618501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:57,923] Trial 5511 finished with value: 0.9971803898913167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:04,619] Trial 5512 finished with value: 0.9969610146819455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:06,944] Trial 5513 finished with value: 0.9956026416683694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 16}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:11,275] Trial 5514 finished with value: 0.9972591420815226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:14,855] Trial 5515 finished with value: 0.9976479111675124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:19,214] Trial 5516 finished with value: 0.9972607636029531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:21,910] Trial 5517 finished with value: 0.9975081067324562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:34,334] Trial 5518 finished with value: 0.9967453546802844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:37,343] Trial 5519 finished with value: 0.9974755295477605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:41,500] Trial 5520 finished with value: 0.9976660871180038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:43,650] Trial 5521 finished with value: 0.996832716634815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:44,681] Trial 5522 finished with value: 0.9954516472723247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:50,761] Trial 5523 finished with value: 0.9971728095142828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:54,920] Trial 5524 finished with value: 0.9975743637084907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:56,614] Trial 5525 finished with value: 0.989529223041639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:28:01,452] Trial 5526 finished with value: 0.9973887082167457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:28:04,694] Trial 5527 finished with value: 0.9970579237798979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:28:09,132] Trial 5528 finished with value: 0.9975483676645504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:28:12,579] Trial 5529 finished with value: 0.9976487120101316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:12,698] Trial 5530 finished with value: 0.9896096392820711 and parameters: {'classifier': 'SVC', 'svc_c': 9494122625.791851, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:15,760] Trial 5531 finished with value: 0.9976377480230442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:18,642] Trial 5532 finished with value: 0.9972685797609017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:22,814] Trial 5533 finished with value: 0.9970116543541131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:26,918] Trial 5534 finished with value: 0.9973557409414296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:30,073] Trial 5535 finished with value: 0.9970566420762426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:35,949] Trial 5536 finished with value: 0.9973803789520472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:39,617] Trial 5537 finished with value: 0.9974108814932072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:44,161] Trial 5538 finished with value: 0.9973560794262127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:47,770] Trial 5539 finished with value: 0.997134737513929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:51,521] Trial 5540 finished with value: 0.9974225965896127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:58,679] Trial 5541 finished with value: 0.9975593477744947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:14,593] Trial 5542 finished with value: 0.9965905584320417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:18,274] Trial 5543 finished with value: 0.9973436121414002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:25,584] Trial 5544 finished with value: 0.9966987792693338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:28,988] Trial 5545 finished with value: 0.9974302355548238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:35,851] Trial 5546 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.252139163552502e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:40,095] Trial 5547 finished with value: 0.9975080870232157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:42,904] Trial 5548 finished with value: 0.9970358358149318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:47,048] Trial 5549 finished with value: 0.9975252549460278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:49,272] Trial 5550 finished with value: 0.9972588049932073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:50,544] Trial 5551 finished with value: 0.9968475049128008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:54,791] Trial 5552 finished with value: 0.9974407362954136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:57,977] Trial 5553 finished with value: 0.997506874698626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:17,748] Trial 5554 finished with value: 0.9964515901956336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:23,972] Trial 5555 finished with value: 0.9969437596068392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:28,577] Trial 5556 finished with value: 0.9972998079258403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:29,334] Trial 5557 finished with value: 0.9960202465793085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 8}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:31,237] Trial 5558 finished with value: 0.995686837988795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:35,351] Trial 5559 finished with value: 0.9975676264807066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:42,142] Trial 5560 finished with value: 0.9971741697057833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:46,683] Trial 5561 finished with value: 0.9973010759821953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:49,949] Trial 5562 finished with value: 0.9973513838662783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:58,069] Trial 5563 finished with value: 0.9850939635230724 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003333572797928035, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:00,716] Trial 5564 finished with value: 0.9971700669782226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:04,151] Trial 5565 finished with value: 0.9969012032623251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:07,797] Trial 5566 finished with value: 0.9972422031794506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:11,212] Trial 5567 finished with value: 0.9964381416699357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:13,029] Trial 5568 finished with value: 0.9963882018503657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:19,362] Trial 5569 finished with value: 0.9970153374747991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:22,962] Trial 5570 finished with value: 0.9973417096442748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:25,124] Trial 5571 finished with value: 0.9962826825754955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:27,857] Trial 5572 finished with value: 0.997570614255578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:31,705] Trial 5573 finished with value: 0.9975324195247359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:36,270] Trial 5574 finished with value: 0.9971315970479848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:39,588] Trial 5575 finished with value: 0.99741917505276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:43,014] Trial 5576 finished with value: 0.9940151162339085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:48,474] Trial 5577 finished with value: 0.997048005144269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:51,837] Trial 5578 finished with value: 0.9975987858061238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:55,772] Trial 5579 finished with value: 0.9969741492880003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:59,330] Trial 5580 finished with value: 0.9975251846783006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:02,534] Trial 5581 finished with value: 0.9971993912178299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:06,446] Trial 5582 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1658313075.524156, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:11,457] Trial 5583 finished with value: 0.9967766278178378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:15,140] Trial 5584 finished with value: 0.9972896357995443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:18,126] Trial 5585 finished with value: 0.9977463764385441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:22,250] Trial 5586 finished with value: 0.9974910851848732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:25,379] Trial 5587 finished with value: 0.9974015578481296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:26,928] Trial 5588 finished with value: 0.9967927475327801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:31,545] Trial 5589 finished with value: 0.9975787803874322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:34,693] Trial 5590 finished with value: 0.9973417180548202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:37,869] Trial 5591 finished with value: 0.9973837717978317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:41,974] Trial 5592 finished with value: 0.99748020758837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:44,709] Trial 5593 finished with value: 0.997545173371115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:56,181] Trial 5594 finished with value: 0.9969385331669264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:59,325] Trial 5595 finished with value: 0.9975228001140986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:03,083] Trial 5596 finished with value: 0.9972586741378148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:07,557] Trial 5597 finished with value: 0.9973250168696753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:09,769] Trial 5598 finished with value: 0.997192305063491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:12,876] Trial 5599 finished with value: 0.9975115215091347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:17,535] Trial 5600 finished with value: 0.9973134080000463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:21,583] Trial 5601 finished with value: 0.9974728158931959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:27,156] Trial 5602 finished with value: 0.9972786356947182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:32,604] Trial 5603 finished with value: 0.9857302661660103 and parameters: {'classifier': 'SVC', 'svc_c': 0.2304880253684461, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:37,733] Trial 5604 finished with value: 0.9974665303275732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:46,082] Trial 5605 finished with value: 0.9970997238418149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:48,760] Trial 5606 finished with value: 0.9974097341995901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:52,392] Trial 5607 finished with value: 0.9975843375998165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:56,752] Trial 5608 finished with value: 0.9976677494543834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:59,850] Trial 5609 finished with value: 0.9975562403159741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:05,069] Trial 5610 finished with value: 0.9971969091865142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:09,648] Trial 5611 finished with value: 0.9974657338330473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:12,487] Trial 5612 finished with value: 0.9975831613612279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:13,976] Trial 5613 finished with value: 0.9968660161108088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:24,736] Trial 5614 finished with value: 0.9969657057668347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:28,519] Trial 5615 finished with value: 0.9974452055005921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:32,474] Trial 5616 finished with value: 0.9972960380337151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:35,277] Trial 5617 finished with value: 0.997499599989379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:42,013] Trial 5618 finished with value: 0.9974712878716409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:46,337] Trial 5619 finished with value: 0.9972500964287766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:52,468] Trial 5620 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1077528530293333e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:01,326] Trial 5621 finished with value: 0.9969962604851147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:04,355] Trial 5622 finished with value: 0.997470064978328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:08,529] Trial 5623 finished with value: 0.9977612146402585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:13,719] Trial 5624 finished with value: 0.9969165051866055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:19,445] Trial 5625 finished with value: 0.9974082382967974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:24,334] Trial 5626 finished with value: 0.997483750110126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:28,799] Trial 5627 finished with value: 0.9974324535584875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:32,889] Trial 5628 finished with value: 0.9974100929331584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:37,134] Trial 5629 finished with value: 0.9975213517229533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:41,943] Trial 5630 finished with value: 0.9970537927421237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:47,751] Trial 5631 finished with value: 0.9972860656975467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:52,186] Trial 5632 finished with value: 0.9971774208100729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:56,780] Trial 5633 finished with value: 0.9970747217973984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:01,348] Trial 5634 finished with value: 0.9973400105236605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:05,970] Trial 5635 finished with value: 0.9973811162236378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:11,199] Trial 5636 finished with value: 0.9973711332552703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:16,375] Trial 5637 finished with value: 0.997246361987894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:22,736] Trial 5638 finished with value: 0.9970374674924928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:28,262] Trial 5639 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.567969107268211e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:31,679] Trial 5640 finished with value: 0.9970407963546557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:35,810] Trial 5641 finished with value: 0.997099770083946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:51,722] Trial 5642 finished with value: 0.996531302171899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:55,725] Trial 5643 finished with value: 0.9974620450630135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:00,188] Trial 5644 finished with value: 0.9972410867350795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:05,522] Trial 5645 finished with value: 0.9949560826349914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 23}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:09,671] Trial 5646 finished with value: 0.9973248714465833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:15,259] Trial 5647 finished with value: 0.9973469702024381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:19,994] Trial 5648 finished with value: 0.997039351518156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:22,209] Trial 5649 finished with value: 0.9943926065562451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:26,617] Trial 5650 finished with value: 0.9972892142566573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:31,427] Trial 5651 finished with value: 0.9974677808646032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:38,201] Trial 5652 finished with value: 0.9973365079916677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:42,085] Trial 5653 finished with value: 0.9973374080152478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:46,754] Trial 5654 finished with value: 0.997157591441554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:50,557] Trial 5655 finished with value: 0.9971487663037891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:53,362] Trial 5656 finished with value: 0.9972911157699076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:57,431] Trial 5657 finished with value: 0.9973823784719559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:02,251] Trial 5658 finished with value: 0.986276263290451 and parameters: {'classifier': 'SVC', 'svc_c': 0.8711807947737849, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:07,713] Trial 5659 finished with value: 0.9956792917617495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:19,723] Trial 5660 finished with value: 0.9969691899860548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:24,780] Trial 5661 finished with value: 0.9973982820517481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:28,954] Trial 5662 finished with value: 0.9972883815809169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:34,203] Trial 5663 finished with value: 0.9976412791826293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:38,838] Trial 5664 finished with value: 0.9974950595325983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:44,435] Trial 5665 finished with value: 0.9976420136295463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:50,624] Trial 5666 finished with value: 0.9973541504279345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:54,092] Trial 5667 finished with value: 0.997114523323282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:59,237] Trial 5668 finished with value: 0.9976402269757831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:02,831] Trial 5669 finished with value: 0.9973662667232284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:09,425] Trial 5670 finished with value: 0.9968015395361697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:14,163] Trial 5671 finished with value: 0.9972365040034061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:17,917] Trial 5672 finished with value: 0.990680429149331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:21,813] Trial 5673 finished with value: 0.9975362461959776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:28,868] Trial 5674 finished with value: 0.9949426487087311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:33,098] Trial 5675 finished with value: 0.9974732338179617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:36,780] Trial 5676 finished with value: 0.9963533143681715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:44:27,987] Trial 5677 finished with value: 0.9899663537480121 and parameters: {'classifier': 'SVC', 'svc_c': 16751692.945216084, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:44:31,832] Trial 5678 finished with value: 0.9974865420621084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:44:35,591] Trial 5679 finished with value: 0.995723914275778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:44:39,456] Trial 5680 finished with value: 0.9968359903047569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:44:43,467] Trial 5681 finished with value: 0.9973908215805286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:44:47,888] Trial 5682 finished with value: 0.9974482845854231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:06,726] Trial 5683 finished with value: 0.9965108740994936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:10,271] Trial 5684 finished with value: 0.9971463848816399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:14,497] Trial 5685 finished with value: 0.9969617629983277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:22,974] Trial 5686 finished with value: 0.9973606406078469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:28,138] Trial 5687 finished with value: 0.9972714908887265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:33,747] Trial 5688 finished with value: 0.9965649589849931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:39,234] Trial 5689 finished with value: 0.9972133861433425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:44,920] Trial 5690 finished with value: 0.9970064919930355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:48,291] Trial 5691 finished with value: 0.997470169269092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:05,660] Trial 5692 finished with value: 0.9967878238090288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:10,321] Trial 5693 finished with value: 0.9969581372597783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:13,823] Trial 5694 finished with value: 0.9976275929400047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:18,291] Trial 5695 finished with value: 0.9972016071902674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:20,046] Trial 5696 finished with value: 0.9902823466696077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:24,026] Trial 5697 finished with value: 0.9872593112052143 and parameters: {'classifier': 'SVC', 'svc_c': 2.107714684972627, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:33,090] Trial 5698 finished with value: 0.9963886495770263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:36,253] Trial 5699 finished with value: 0.994049318304253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:37,689] Trial 5700 finished with value: 0.9949231872460356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 19}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:41,730] Trial 5701 finished with value: 0.9972315337201447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:45,653] Trial 5702 finished with value: 0.9973633035452353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:53,741] Trial 5703 finished with value: 0.9968231678410219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:55,563] Trial 5704 finished with value: 0.9971134771783761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:00,058] Trial 5705 finished with value: 0.9963649826829014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:05,169] Trial 5706 finished with value: 0.9975081524667808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:07,757] Trial 5707 finished with value: 0.9971183211765036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:11,313] Trial 5708 finished with value: 0.9977059642753208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:33,794] Trial 5709 finished with value: 0.9955361729687541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:38,977] Trial 5710 finished with value: 0.9969717395238998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:43,727] Trial 5711 finished with value: 0.9976420934503837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:45,814] Trial 5712 finished with value: 0.9970157323895817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:50,892] Trial 5713 finished with value: 0.9972057527005275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:53,240] Trial 5714 finished with value: 0.9972837080788283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:56,072] Trial 5715 finished with value: 0.9958046047952065 and parameters: {'classifier': 'SVC', 'svc_c': 7213.108199123204, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:14,164] Trial 5716 finished with value: 0.9967705733041813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:18,572] Trial 5717 finished with value: 0.9975525134604514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:22,577] Trial 5718 finished with value: 0.997011584721144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:24,368] Trial 5719 finished with value: 0.9953465477947566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:41,878] Trial 5720 finished with value: 0.9966872021693498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:44,243] Trial 5721 finished with value: 0.9966210709706426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 43}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:47,827] Trial 5722 finished with value: 0.9974205060136477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:51,328] Trial 5723 finished with value: 0.9973275426040898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:56,100] Trial 5724 finished with value: 0.9973268559861997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:14,679] Trial 5725 finished with value: 0.9965722704784747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:19,524] Trial 5726 finished with value: 0.9973918390661041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:23,498] Trial 5727 finished with value: 0.9973414363491536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:27,118] Trial 5728 finished with value: 0.9975107559908064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:31,014] Trial 5729 finished with value: 0.9967058944955958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:34,888] Trial 5730 finished with value: 0.9975803424002864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:38,606] Trial 5731 finished with value: 0.9966458271732276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:42,157] Trial 5732 finished with value: 0.997519612136507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:49,544] Trial 5733 finished with value: 0.9852065471166012 and parameters: {'classifier': 'SVC', 'svc_c': 3.604169380140425e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:51,157] Trial 5734 finished with value: 0.9961651087990372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:54,930] Trial 5735 finished with value: 0.9966262060053818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:57,515] Trial 5736 finished with value: 0.9973330878195451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:00,576] Trial 5737 finished with value: 0.9971264274506645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:04,010] Trial 5738 finished with value: 0.9972918951894392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:10,043] Trial 5739 finished with value: 0.9964751699374644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:15,481] Trial 5740 finished with value: 0.9974274571549281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:19,839] Trial 5741 finished with value: 0.9972142362114562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:22,916] Trial 5742 finished with value: 0.9973934331342447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:24,756] Trial 5743 finished with value: 0.99720421379287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:27,130] Trial 5744 finished with value: 0.9973667525036402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:28,639] Trial 5745 finished with value: 0.9973428545892867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:33,011] Trial 5746 finished with value: 0.9973666597972124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:36,758] Trial 5747 finished with value: 0.9973709227377302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:40,824] Trial 5748 finished with value: 0.9974763890102949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:44,786] Trial 5749 finished with value: 0.9974777364114186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:47,728] Trial 5750 finished with value: 0.9952807566677278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:54,011] Trial 5751 finished with value: 0.9948633256487835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:56,230] Trial 5752 finished with value: 0.9946261645478036 and parameters: {'classifier': 'SVC', 'svc_c': 515.6296773946093, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:01,202] Trial 5753 finished with value: 0.99698968464459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:04,407] Trial 5754 finished with value: 0.9971896141650062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:11,360] Trial 5755 finished with value: 0.9956344137575662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:13,337] Trial 5756 finished with value: 0.9971243526484393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:17,649] Trial 5757 finished with value: 0.9974691781577176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:21,472] Trial 5758 finished with value: 0.9972450303287723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:24,963] Trial 5759 finished with value: 0.9972047974529884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:30,273] Trial 5760 finished with value: 0.9974657006034583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:35,107] Trial 5761 finished with value: 0.9970920019771894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:37,117] Trial 5762 finished with value: 0.9966850558933572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:40,712] Trial 5763 finished with value: 0.9976414027383033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:44,580] Trial 5764 finished with value: 0.9971905720467915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:46,502] Trial 5765 finished with value: 0.9911653590486291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:49,108] Trial 5766 finished with value: 0.9974569557943371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:57,087] Trial 5767 finished with value: 0.9895706306960679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 71, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:59,517] Trial 5768 finished with value: 0.9974628904339169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:02,825] Trial 5769 finished with value: 0.9968571619011205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:10,187] Trial 5770 finished with value: 0.9853941803243121 and parameters: {'classifier': 'SVC', 'svc_c': 0.05379930083582621, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:12,381] Trial 5771 finished with value: 0.9958835775003934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:17,277] Trial 5772 finished with value: 0.9974160078000218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:25,785] Trial 5773 finished with value: 0.9972450006855668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:44,039] Trial 5774 finished with value: 0.9965325990145363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:50,378] Trial 5775 finished with value: 0.997069450321395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:51,924] Trial 5776 finished with value: 0.996854823483836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 37}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:02,854] Trial 5777 finished with value: 0.9964594609110451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:08,024] Trial 5778 finished with value: 0.9973454902955506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:11,655] Trial 5779 finished with value: 0.997587886151775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:16,902] Trial 5780 finished with value: 0.9970418351046293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:28,810] Trial 5781 finished with value: 0.9965086218506277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:32,710] Trial 5782 finished with value: 0.9974565981398577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:41,090] Trial 5783 finished with value: 0.9966375763328984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:43,313] Trial 5784 finished with value: 0.997166344566007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:55,436] Trial 5785 finished with value: 0.9971504871331321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:59,007] Trial 5786 finished with value: 0.9975135494027324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:02,093] Trial 5787 finished with value: 0.9971080525034933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 39}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:05,547] Trial 5788 finished with value: 0.9973660074245242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:10,485] Trial 5789 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 9.23668786145056e-10, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:15,705] Trial 5790 finished with value: 0.9971596980769002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:20,267] Trial 5791 finished with value: 0.9972289267049491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:23,741] Trial 5792 finished with value: 0.9973319403672384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:26,905] Trial 5793 finished with value: 0.9967284168255635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:29,061] Trial 5794 finished with value: 0.9957908874494324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:35,280] Trial 5795 finished with value: 0.9968759132598745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:39,522] Trial 5796 finished with value: 0.9972715663932084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:43,590] Trial 5797 finished with value: 0.9975175618359464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:53,972] Trial 5798 finished with value: 0.9971180789210559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:56,060] Trial 5799 finished with value: 0.9971219518026908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:19,276] Trial 5800 finished with value: 0.9966797404603519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:26,007] Trial 5801 finished with value: 0.997292040009511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:28,279] Trial 5802 finished with value: 0.997364679764379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:31,447] Trial 5803 finished with value: 0.9970865266803441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:34,203] Trial 5804 finished with value: 0.9965283462936246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:36,756] Trial 5805 finished with value: 0.9971146720788543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:41,817] Trial 5806 finished with value: 0.9973991495439729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:58,793] Trial 5807 finished with value: 0.9967627403886178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:04,522] Trial 5808 finished with value: 0.996991627797975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:08,307] Trial 5809 finished with value: 0.9975464788464629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:15,489] Trial 5810 finished with value: 0.985383855665633 and parameters: {'classifier': 'SVC', 'svc_c': 0.009411559163111573, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:31,502] Trial 5811 finished with value: 0.9966482899713714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:35,528] Trial 5812 finished with value: 0.9974186857811785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:41,339] Trial 5813 finished with value: 0.9973546162769406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:44,683] Trial 5814 finished with value: 0.997614292217742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:47,924] Trial 5815 finished with value: 0.9976128840702634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:50,338] Trial 5816 finished with value: 0.9913833671158985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:54,579] Trial 5817 finished with value: 0.9974021218624833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:56,662] Trial 5818 finished with value: 0.9972240217700393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:00,865] Trial 5819 finished with value: 0.997361390384173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:06,110] Trial 5820 finished with value: 0.9970980664248108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:09,819] Trial 5821 finished with value: 0.9974607710716699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:12,194] Trial 5822 finished with value: 0.9973570370223569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:16,470] Trial 5823 finished with value: 0.9973361100617839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:32,773] Trial 5824 finished with value: 0.997121997060947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:39,107] Trial 5825 finished with value: 0.9965241467654461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 23, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:18,079] Trial 5826 finished with value: 0.9922849106560715 and parameters: {'classifier': 'SVC', 'svc_c': 4551680.845924707, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:21,607] Trial 5827 finished with value: 0.9974410108283133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:25,215] Trial 5828 finished with value: 0.9971065730726743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:28,267] Trial 5829 finished with value: 0.9942407723116927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:31,985] Trial 5830 finished with value: 0.9973808784114971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:33,989] Trial 5831 finished with value: 0.997391485791456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:36,937] Trial 5832 finished with value: 0.9973525328102667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:42,514] Trial 5833 finished with value: 0.9968574991798634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:56,773] Trial 5834 finished with value: 0.9969939184497089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:01,438] Trial 5835 finished with value: 0.9975604788183032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:04,270] Trial 5836 finished with value: 0.9966785585089398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:06,905] Trial 5837 finished with value: 0.9971385029944849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:10,234] Trial 5838 finished with value: 0.9972855941991933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:15,171] Trial 5839 finished with value: 0.99731192488763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:18,692] Trial 5840 finished with value: 0.9975934999211105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:23,577] Trial 5841 finished with value: 0.9973684941213126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:27,287] Trial 5842 finished with value: 0.996983569257627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:29,859] Trial 5843 finished with value: 0.9975235085994072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:32,268] Trial 5844 finished with value: 0.9961109598981785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:34,509] Trial 5845 finished with value: 0.9891194030585474 and parameters: {'classifier': 'SVC', 'svc_c': 6.504408638635897, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:45,142] Trial 5846 finished with value: 0.997112686206246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:48,867] Trial 5847 finished with value: 0.9975604152790124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:52,512] Trial 5848 finished with value: 0.9975355182235939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:57,302] Trial 5849 finished with value: 0.9972565592188746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:21,746] Trial 5850 finished with value: 0.996780008444528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:25,004] Trial 5851 finished with value: 0.9972122261228247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:38,682] Trial 5852 finished with value: 0.9969994788358839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:46,626] Trial 5853 finished with value: 0.9964231592829077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:49,402] Trial 5854 finished with value: 0.9973777178554575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:52,274] Trial 5855 finished with value: 0.9972220133317787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:53,245] Trial 5856 finished with value: 0.9968043813801425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:55,881] Trial 5857 finished with value: 0.9971845087417345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:58,833] Trial 5858 finished with value: 0.9968722026224225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:01,446] Trial 5859 finished with value: 0.9973503984677272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:02,166] Trial 5860 finished with value: 0.9964879441595803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 26}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:04,488] Trial 5861 finished with value: 0.9974412028743916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:06,593] Trial 5862 finished with value: 0.9971355229001874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:10,638] Trial 5863 finished with value: 0.9974399138392797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:11,446] Trial 5864 finished with value: 0.9926935268838086 and parameters: {'classifier': 'SVC', 'svc_c': 65.27601831183244, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:12,783] Trial 5865 finished with value: 0.993907901202642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:18,230] Trial 5866 finished with value: 0.9964828194079228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:21,033] Trial 5867 finished with value: 0.9968415319338287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:30,689] Trial 5868 finished with value: 0.9969101952145318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:33,382] Trial 5869 finished with value: 0.997535210524581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:36,315] Trial 5870 finished with value: 0.9975635583792029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:37,792] Trial 5871 finished with value: 0.9974398527755456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:41,909] Trial 5872 finished with value: 0.9971921579265519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:44,088] Trial 5873 finished with value: 0.9972779065162941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:45,392] Trial 5874 finished with value: 0.9971432546987778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:47,989] Trial 5875 finished with value: 0.9973753733127569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:48,458] Trial 5876 finished with value: 0.9905922028446285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:52,048] Trial 5877 finished with value: 0.9969945103299452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:09,903] Trial 5878 finished with value: 0.9963639112111453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:12,968] Trial 5879 finished with value: 0.9969959719240601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:16,108] Trial 5880 finished with value: 0.9969023341474442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:19,644] Trial 5881 finished with value: 0.9972327327148132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:23,112] Trial 5882 finished with value: 0.9972994192951633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:26,412] Trial 5883 finished with value: 0.9883401508491367 and parameters: {'classifier': 'SVC', 'svc_c': 36869.852997953276, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:28,775] Trial 5884 finished with value: 0.997213870654238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:33,449] Trial 5885 finished with value: 0.9973333090644981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:37,160] Trial 5886 finished with value: 0.9974221970093576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:43,372] Trial 5887 finished with value: 0.9968492943277619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:48,663] Trial 5888 finished with value: 0.9973025803272715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:59,712] Trial 5889 finished with value: 0.9967209876796588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:02,177] Trial 5890 finished with value: 0.9966303582440781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:11,504] Trial 5891 finished with value: 0.9969119533993919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:16,373] Trial 5892 finished with value: 0.99689972392672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:19,241] Trial 5893 finished with value: 0.9975004977595674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:20,954] Trial 5894 finished with value: 0.996104295858009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:26,062] Trial 5895 finished with value: 0.9972176406098391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:41,768] Trial 5896 finished with value: 0.9965465085333399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:45,656] Trial 5897 finished with value: 0.9975834697902126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:49,983] Trial 5898 finished with value: 0.9976509395669054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:54,239] Trial 5899 finished with value: 0.9971635887635012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:58,684] Trial 5900 finished with value: 0.9972070887077424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:05,353] Trial 5901 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1508122429950604e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:08,631] Trial 5902 finished with value: 0.9970192904629126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:11,903] Trial 5903 finished with value: 0.9974478390804161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:16,123] Trial 5904 finished with value: 0.9973460197155851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:20,374] Trial 5905 finished with value: 0.9907473851845155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:24,383] Trial 5906 finished with value: 0.9971908601952534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:36,425] Trial 5907 finished with value: 0.9969130687011983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:46,507] Trial 5908 finished with value: 0.9969106679189257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:49,415] Trial 5909 finished with value: 0.9971754071985336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:52,493] Trial 5910 finished with value: 0.9975775906284948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:55,236] Trial 5911 finished with value: 0.997348259174074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 31}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:57,867] Trial 5912 finished with value: 0.9972892994729389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:00,632] Trial 5913 finished with value: 0.9974308187071358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:11,885] Trial 5914 finished with value: 0.9966783079064223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:16,065] Trial 5915 finished with value: 0.9973082406561172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:19,176] Trial 5916 finished with value: 0.9976374956432043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:26,113] Trial 5917 finished with value: 0.9970403099394858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:33,451] Trial 5918 finished with value: 0.9972760963447417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:36,591] Trial 5919 finished with value: 0.9973304214227247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:45,121] Trial 5920 finished with value: 0.9972548856155381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:47,043] Trial 5921 finished with value: 0.9972280687975724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:50,658] Trial 5922 finished with value: 0.9866100072554329 and parameters: {'classifier': 'SVC', 'svc_c': 40665452.08339981, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:54,085] Trial 5923 finished with value: 0.9970382700489591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:58,865] Trial 5924 finished with value: 0.9975537448595234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:11,099] Trial 5925 finished with value: 0.9965151830282393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:11,800] Trial 5926 finished with value: 0.9967305389172707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:13,723] Trial 5927 finished with value: 0.9974975465785034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:16,160] Trial 5928 finished with value: 0.996534284233947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:18,414] Trial 5929 finished with value: 0.9973484760709338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:22,467] Trial 5930 finished with value: 0.9973946100710674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:24,979] Trial 5931 finished with value: 0.9944166254872395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:27,652] Trial 5932 finished with value: 0.9972123625323509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:28,795] Trial 5933 finished with value: 0.9951578387989338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:31,133] Trial 5934 finished with value: 0.997488635526223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:33,898] Trial 5935 finished with value: 0.997298910409555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:37,344] Trial 5936 finished with value: 0.9974954546378084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:39,654] Trial 5937 finished with value: 0.9973096290626174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:41,887] Trial 5938 finished with value: 0.9973662508225368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:42,739] Trial 5939 finished with value: 0.9935393239003366 and parameters: {'classifier': 'SVC', 'svc_c': 188.84088360594143, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:46,087] Trial 5940 finished with value: 0.9973334551223482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:48,400] Trial 5941 finished with value: 0.9969258073133819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:50,848] Trial 5942 finished with value: 0.9972338085029248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:54,178] Trial 5943 finished with value: 0.9973824423286256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:57,955] Trial 5944 finished with value: 0.9973420043624835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:01,200] Trial 5945 finished with value: 0.9974634077300708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:03,252] Trial 5946 finished with value: 0.9962075907498962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:12,810] Trial 5947 finished with value: 0.997172389653505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:15,611] Trial 5948 finished with value: 0.9971742112507043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:17,481] Trial 5949 finished with value: 0.9969945500658053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:22,629] Trial 5950 finished with value: 0.9975830133038895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:25,119] Trial 5951 finished with value: 0.9973968357553046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:27,724] Trial 5952 finished with value: 0.9971644671100904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:31,784] Trial 5953 finished with value: 0.9973565094431209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:34,242] Trial 5954 finished with value: 0.9972177691483642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:35,709] Trial 5955 finished with value: 0.9955749930315868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:40,221] Trial 5956 finished with value: 0.99710718650295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:42,097] Trial 5957 finished with value: 0.9852044160113281 and parameters: {'classifier': 'SVC', 'svc_c': 2.3732013122309726e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:45,870] Trial 5958 finished with value: 0.9972122727140728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:48,248] Trial 5959 finished with value: 0.9975327069114881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:50,955] Trial 5960 finished with value: 0.997360015275856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:53,922] Trial 5961 finished with value: 0.9973895371474132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:56,297] Trial 5962 finished with value: 0.9970959159911524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:58,793] Trial 5963 finished with value: 0.9972629865259924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:00,641] Trial 5964 finished with value: 0.9973013265212368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:02,870] Trial 5965 finished with value: 0.9972952807989808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:04,419] Trial 5966 finished with value: 0.9975008397037826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:06,892] Trial 5967 finished with value: 0.9975972668933482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:09,536] Trial 5968 finished with value: 0.9974208871541785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:12,295] Trial 5969 finished with value: 0.9974618630778522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:16,266] Trial 5970 finished with value: 0.996341666143537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:21,113] Trial 5971 finished with value: 0.9973619116475653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:25,537] Trial 5972 finished with value: 0.9974413032613928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:27,341] Trial 5973 finished with value: 0.9974970959954311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 49}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:30,314] Trial 5974 finished with value: 0.9974218198360653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:34,175] Trial 5975 finished with value: 0.9974426069911558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:41,143] Trial 5976 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3144690726419578e-07, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:44,473] Trial 5977 finished with value: 0.9972987012567446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:48,298] Trial 5978 finished with value: 0.9976252437000938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:52,820] Trial 5979 finished with value: 0.9974703584587585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:54,212] Trial 5980 finished with value: 0.9968676537550963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:56,710] Trial 5981 finished with value: 0.9971013049291512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:59,542] Trial 5982 finished with value: 0.9905509241413175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:02,390] Trial 5983 finished with value: 0.9975260559155985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:05,994] Trial 5984 finished with value: 0.9972341210895754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:16,727] Trial 5985 finished with value: 0.997138919744948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:19,798] Trial 5986 finished with value: 0.9974363911854537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:21,983] Trial 5987 finished with value: 0.9971728197021511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:26,305] Trial 5988 finished with value: 0.9974886650107391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:30,463] Trial 5989 finished with value: 0.9975901484615575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:35,782] Trial 5990 finished with value: 0.997403156835646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:38,797] Trial 5991 finished with value: 0.9967438428133241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:41,381] Trial 5992 finished with value: 0.9975547138495764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:44,716] Trial 5993 finished with value: 0.9973992433294895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:51,067] Trial 5994 finished with value: 0.9972107580859145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:58,570] Trial 5995 finished with value: 0.9853884445861983 and parameters: {'classifier': 'SVC', 'svc_c': 0.018339299279522252, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:00,010] Trial 5996 finished with value: 0.995975440271058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:03,665] Trial 5997 finished with value: 0.9973229613323603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:05,561] Trial 5998 finished with value: 0.9938846574382998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:10,638] Trial 5999 finished with value: 0.997431405128452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:14,660] Trial 6000 finished with value: 0.9972914620939539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:17,028] Trial 6001 finished with value: 0.9965026552509749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:28,842] Trial 6002 finished with value: 0.9967584404734376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:32,477] Trial 6003 finished with value: 0.997013485663112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:34,388] Trial 6004 finished with value: 0.9969844639175007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:37,529] Trial 6005 finished with value: 0.9974337529084193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:44,452] Trial 6006 finished with value: 0.9971147707837466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:47,488] Trial 6007 finished with value: 0.9970884066435554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:51,921] Trial 6008 finished with value: 0.9974161321174054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:09,002] Trial 6009 finished with value: 0.9968049996980556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:11,590] Trial 6010 finished with value: 0.9974839931272834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:14,660] Trial 6011 finished with value: 0.9974116837322944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:17,673] Trial 6012 finished with value: 0.9973868105437824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:19,952] Trial 6013 finished with value: 0.9975099638443737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:24,478] Trial 6014 finished with value: 0.9971959219789022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:28,269] Trial 6015 finished with value: 0.9974458663790392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:34,093] Trial 6016 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00012162258532697142, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:36,720] Trial 6017 finished with value: 0.9954629983984072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:40,702] Trial 6018 finished with value: 0.997516341925997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:44,184] Trial 6019 finished with value: 0.9973930276507389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:46,905] Trial 6020 finished with value: 0.9973192395866407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:50,412] Trial 6021 finished with value: 0.997456508512007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:04,203] Trial 6022 finished with value: 0.9968001470037414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:07,742] Trial 6023 finished with value: 0.997677079986587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:11,298] Trial 6024 finished with value: 0.9966709870819958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:16,882] Trial 6025 finished with value: 0.9968704683044688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:19,432] Trial 6026 finished with value: 0.9975592513547317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:24,205] Trial 6027 finished with value: 0.9973400393099424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:26,087] Trial 6028 finished with value: 0.9973024582632792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:27,198] Trial 6029 finished with value: 0.996761619024871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:29,465] Trial 6030 finished with value: 0.9973674016073236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:32,202] Trial 6031 finished with value: 0.9973949034245462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:36,025] Trial 6032 finished with value: 0.9973754239029814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:37,705] Trial 6033 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 409206653.7971431, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:39,969] Trial 6034 finished with value: 0.9972730541710968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:42,267] Trial 6035 finished with value: 0.997039257129619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:48,970] Trial 6036 finished with value: 0.9971404211066609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:51,270] Trial 6037 finished with value: 0.9971432373381424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:54,384] Trial 6038 finished with value: 0.9975773469448413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:56,536] Trial 6039 finished with value: 0.9972776442659649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:05,151] Trial 6040 finished with value: 0.9971268718131069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:09,914] Trial 6041 finished with value: 0.9971006430668289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:14,474] Trial 6042 finished with value: 0.9965741675801559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:18,438] Trial 6043 finished with value: 0.9973721443297886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:22,383] Trial 6044 finished with value: 0.9970501600212346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:34,282] Trial 6045 finished with value: 0.9970364276951681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:39,088] Trial 6046 finished with value: 0.9975196932585985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:41,437] Trial 6047 finished with value: 0.9966051132777181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:44,067] Trial 6048 finished with value: 0.9974459012589997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:45,302] Trial 6049 finished with value: 0.9887167728540626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:48,520] Trial 6050 finished with value: 0.9969726597010511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:54,008] Trial 6051 finished with value: 0.9853523921641106 and parameters: {'classifier': 'SVC', 'svc_c': 0.0034524117992402953, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:04,359] Trial 6052 finished with value: 0.9967095676505789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:07,351] Trial 6053 finished with value: 0.9971430992782447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:11,018] Trial 6054 finished with value: 0.9977105077154645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:18,686] Trial 6055 finished with value: 0.997089732431164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:28,118] Trial 6056 finished with value: 0.9965142115626294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:38,093] Trial 6057 finished with value: 0.9970020801699939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:42,408] Trial 6058 finished with value: 0.9974788265768023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:47,168] Trial 6059 finished with value: 0.9972993750207824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:49,859] Trial 6060 finished with value: 0.997658725510366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:10,907] Trial 6061 finished with value: 0.99586367630899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:13,966] Trial 6062 finished with value: 0.9975522061740314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:19,934] Trial 6063 finished with value: 0.9974097094122842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:24,637] Trial 6064 finished with value: 0.9973667560265479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:28,396] Trial 6065 finished with value: 0.997098857682582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:31,757] Trial 6066 finished with value: 0.9970747670873924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:34,216] Trial 6067 finished with value: 0.9974425964541705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:39,036] Trial 6068 finished with value: 0.9973498369289303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:42,301] Trial 6069 finished with value: 0.9903218947365621 and parameters: {'classifier': 'SVC', 'svc_c': 12820.442218320568, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:45,312] Trial 6070 finished with value: 0.9973903384026251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:48,047] Trial 6071 finished with value: 0.9974083267503454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:53,096] Trial 6072 finished with value: 0.997426222105997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:57,548] Trial 6073 finished with value: 0.9971236438774898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:04,765] Trial 6074 finished with value: 0.9969773360278137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:08,509] Trial 6075 finished with value: 0.9973910504425793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:12,236] Trial 6076 finished with value: 0.9973142031615801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:15,278] Trial 6077 finished with value: 0.9973009349071966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:19,153] Trial 6078 finished with value: 0.9974154367081148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:21,835] Trial 6079 finished with value: 0.9965014330558963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:25,821] Trial 6080 finished with value: 0.9974871111227893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:27,362] Trial 6081 finished with value: 0.994153273249402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:32,528] Trial 6082 finished with value: 0.9968438011942128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:35,967] Trial 6083 finished with value: 0.9973693266066256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:41,348] Trial 6084 finished with value: 0.9968806231018673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:43,103] Trial 6085 finished with value: 0.9968842791818561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:46,253] Trial 6086 finished with value: 0.9974336872744267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:50,531] Trial 6087 finished with value: 0.9973003853335908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:01,412] Trial 6088 finished with value: 0.9926152516191383 and parameters: {'classifier': 'SVC', 'svc_c': 2216789.4271208723, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:03,760] Trial 6089 finished with value: 0.9972638447190102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:06,201] Trial 6090 finished with value: 0.9973803965348479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:10,543] Trial 6091 finished with value: 0.9971398140874427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:14,032] Trial 6092 finished with value: 0.9972787986688733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:16,661] Trial 6093 finished with value: 0.9975393507980863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:18,190] Trial 6094 finished with value: 0.9973943218908675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:19,017] Trial 6095 finished with value: 0.9875594948086027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:21,588] Trial 6096 finished with value: 0.9971650213174308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:23,841] Trial 6097 finished with value: 0.9946587941635223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:26,664] Trial 6098 finished with value: 0.997369255767616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:31,333] Trial 6099 finished with value: 0.9974505112535356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:33,462] Trial 6100 finished with value: 0.9965480621039107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:35,254] Trial 6101 finished with value: 0.9971224783663136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:39,030] Trial 6102 finished with value: 0.9976544326410015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:44,668] Trial 6103 finished with value: 0.9972559873017821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:51,438] Trial 6104 finished with value: 0.9967911736182106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:54,237] Trial 6105 finished with value: 0.9972960536805034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:55,985] Trial 6106 finished with value: 0.9966164034987562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:59,733] Trial 6107 finished with value: 0.9973530747032987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:05,848] Trial 6108 finished with value: 0.9854018819084147 and parameters: {'classifier': 'SVC', 'svc_c': 0.12302620633307254, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:09,743] Trial 6109 finished with value: 0.9975585228110657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:13,139] Trial 6110 finished with value: 0.9974760737259221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:16,257] Trial 6111 finished with value: 0.997093833444878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:19,841] Trial 6112 finished with value: 0.9974570989957755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:22,117] Trial 6113 finished with value: 0.9971903032267152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:25,741] Trial 6114 finished with value: 0.997431535476038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:31,040] Trial 6115 finished with value: 0.9975282944854262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:33,498] Trial 6116 finished with value: 0.9973982682457584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:38,419] Trial 6117 finished with value: 0.997175456773145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:40,779] Trial 6118 finished with value: 0.9960501263592482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:44,226] Trial 6119 finished with value: 0.9973110507304446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:49,337] Trial 6120 finished with value: 0.9973960827734499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:57,785] Trial 6121 finished with value: 0.9966837249642074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:09,778] Trial 6122 finished with value: 0.9970386091367623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:14,169] Trial 6123 finished with value: 0.9975127728078745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:16,871] Trial 6124 finished with value: 0.9974834652941444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:18,839] Trial 6125 finished with value: 0.9945765396952272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:24,179] Trial 6126 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.231448265822407e-07, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:31,162] Trial 6127 finished with value: 0.996146195037411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:35,738] Trial 6128 finished with value: 0.9973850070371904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:47,727] Trial 6129 finished with value: 0.9969479081956764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:49,821] Trial 6130 finished with value: 0.9973407078689633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:54,616] Trial 6131 finished with value: 0.9971473283544156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:59,319] Trial 6132 finished with value: 0.9972446499182134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:02,093] Trial 6133 finished with value: 0.9976594422157925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:06,714] Trial 6134 finished with value: 0.9975152404301805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:10,370] Trial 6135 finished with value: 0.9971488394279279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:14,600] Trial 6136 finished with value: 0.997449556894658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:34,446] Trial 6137 finished with value: 0.9965998123806745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:36,678] Trial 6138 finished with value: 0.9974162695742828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:39,818] Trial 6139 finished with value: 0.9975061879537841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:44,296] Trial 6140 finished with value: 0.9972651683484414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:47,240] Trial 6141 finished with value: 0.9968767760866268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:49,723] Trial 6142 finished with value: 0.9931691651933156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 63, 'rf_n_estimators': 11}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:52,394] Trial 6143 finished with value: 0.9973770751310932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:55,506] Trial 6144 finished with value: 0.9875184775621735 and parameters: {'classifier': 'SVC', 'svc_c': 69891.95355700757, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:00,004] Trial 6145 finished with value: 0.9970874613934572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:04,216] Trial 6146 finished with value: 0.9976513266424248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:07,383] Trial 6147 finished with value: 0.9954908556801932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:13,350] Trial 6148 finished with value: 0.9972234674040094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:17,679] Trial 6149 finished with value: 0.9976020324988445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:22,059] Trial 6150 finished with value: 0.9973034779705084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:23,103] Trial 6151 finished with value: 0.9969795402889633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:25,245] Trial 6152 finished with value: 0.9974283180139304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:29,039] Trial 6153 finished with value: 0.9972429643814236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:31,714] Trial 6154 finished with value: 0.9974343764948254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:34,066] Trial 6155 finished with value: 0.9974040615881742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:35,944] Trial 6156 finished with value: 0.9974586518046363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:37,182] Trial 6157 finished with value: 0.9962771889658777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:39,293] Trial 6158 finished with value: 0.9974968526291565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:53,389] Trial 6159 finished with value: 0.9968279988900832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:55,635] Trial 6160 finished with value: 0.9970364454683963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:57,946] Trial 6161 finished with value: 0.9975322370635059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:00,114] Trial 6162 finished with value: 0.997506154438554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:02,611] Trial 6163 finished with value: 0.9950543834401865 and parameters: {'classifier': 'SVC', 'svc_c': 335655.0924359457, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:04,456] Trial 6164 finished with value: 0.9965279179905634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:07,570] Trial 6165 finished with value: 0.9974664451747673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:09,236] Trial 6166 finished with value: 0.9975737292359824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:13,745] Trial 6167 finished with value: 0.9970714690427376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:17,248] Trial 6168 finished with value: 0.9975455043657521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:20,393] Trial 6169 finished with value: 0.9974390151486917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:22,529] Trial 6170 finished with value: 0.9974409269132861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:25,571] Trial 6171 finished with value: 0.9973786073737901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:40,151] Trial 6172 finished with value: 0.9966888221673608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:48,729] Trial 6173 finished with value: 0.9965971505223749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:50,585] Trial 6174 finished with value: 0.9974722561951976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:51,419] Trial 6175 finished with value: 0.9959315738491994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 21}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:53,927] Trial 6176 finished with value: 0.9974583041158601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:57,341] Trial 6177 finished with value: 0.9976791339687446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:58,474] Trial 6178 finished with value: 0.9904234807008215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:59,578] Trial 6179 finished with value: 0.9938283646735293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:01,022] Trial 6180 finished with value: 0.9973784939742467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:02,079] Trial 6181 finished with value: 0.996852854654484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:03,897] Trial 6182 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.2408026800814637e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:05,920] Trial 6183 finished with value: 0.9974439970797652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:08,831] Trial 6184 finished with value: 0.9972905558814819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:10,172] Trial 6185 finished with value: 0.9971176992404689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:16,753] Trial 6186 finished with value: 0.99656136120754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:21,965] Trial 6187 finished with value: 0.9969630916423483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:26,110] Trial 6188 finished with value: 0.9975946747314935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:29,244] Trial 6189 finished with value: 0.9972385653170205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:31,019] Trial 6190 finished with value: 0.9968302550744496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 45}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:33,097] Trial 6191 finished with value: 0.9975660261284603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:45,277] Trial 6192 finished with value: 0.9964932393120626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:55,081] Trial 6193 finished with value: 0.9970297752710727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:57,868] Trial 6194 finished with value: 0.9976089865282743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:00,285] Trial 6195 finished with value: 0.9974424378598469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:02,538] Trial 6196 finished with value: 0.9971453087761493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:03,765] Trial 6197 finished with value: 0.9972667847600688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:05,864] Trial 6198 finished with value: 0.9972347778103569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:07,814] Trial 6199 finished with value: 0.9976519200778188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:09,597] Trial 6200 finished with value: 0.985335512802353 and parameters: {'classifier': 'SVC', 'svc_c': 0.002144446804446541, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:13,320] Trial 6201 finished with value: 0.997200040480203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:16,009] Trial 6202 finished with value: 0.9975120668933366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:19,388] Trial 6203 finished with value: 0.9974717612742688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:20,433] Trial 6204 finished with value: 0.9964538343195949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:26,059] Trial 6205 finished with value: 0.9972230997838273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:28,296] Trial 6206 finished with value: 0.9974139530561544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:30,566] Trial 6207 finished with value: 0.9972375340571932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:33,107] Trial 6208 finished with value: 0.9974986644193425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:35,564] Trial 6209 finished with value: 0.9972591404946272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:38,372] Trial 6210 finished with value: 0.9973956201934486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:40,208] Trial 6211 finished with value: 0.9973804029141674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:44,858] Trial 6212 finished with value: 0.9965467061652898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:45,852] Trial 6213 finished with value: 0.9907765471482018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:47,110] Trial 6214 finished with value: 0.9969774284486003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 33}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:49,498] Trial 6215 finished with value: 0.9957222188050229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:52,434] Trial 6216 finished with value: 0.997211048138651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:54,754] Trial 6217 finished with value: 0.9976233543742001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:59,590] Trial 6218 finished with value: 0.9972440284265093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:01,343] Trial 6219 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 3731518608.0165925, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:02,604] Trial 6220 finished with value: 0.9971668683366938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:05,010] Trial 6221 finished with value: 0.9974629110635567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:07,391] Trial 6222 finished with value: 0.9975669068553926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:12,740] Trial 6223 finished with value: 0.9972518034521297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:14,928] Trial 6224 finished with value: 0.9971501508065267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:17,863] Trial 6225 finished with value: 0.9970740002678102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:21,378] Trial 6226 finished with value: 0.9969224780703639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:24,343] Trial 6227 finished with value: 0.9973934045066523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:27,489] Trial 6228 finished with value: 0.9973858222888197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:28,798] Trial 6229 finished with value: 0.9960930049704747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:30,157] Trial 6230 finished with value: 0.9967431205537638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:35,870] Trial 6231 finished with value: 0.9970548831931486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:38,103] Trial 6232 finished with value: 0.9972278166398976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:41,592] Trial 6233 finished with value: 0.9970517195585319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:48,770] Trial 6234 finished with value: 0.9967805665873687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:50,905] Trial 6235 finished with value: 0.9974354060090679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:53,447] Trial 6236 finished with value: 0.9973451235322918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:56,235] Trial 6237 finished with value: 0.9972483403068803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:58,541] Trial 6238 finished with value: 0.9974319128714958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:00,775] Trial 6239 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.675630041793951e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:01,644] Trial 6240 finished with value: 0.9968453510514483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:03,039] Trial 6241 finished with value: 0.9974768050942617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:04,820] Trial 6242 finished with value: 0.9969418566336453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:05,868] Trial 6243 finished with value: 0.9967868930314164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:07,872] Trial 6244 finished with value: 0.997360400796218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:11,080] Trial 6245 finished with value: 0.9975987429916867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:13,455] Trial 6246 finished with value: 0.9975783817275765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:17,151] Trial 6247 finished with value: 0.9974120706491244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:18,754] Trial 6248 finished with value: 0.997384673440045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:21,025] Trial 6249 finished with value: 0.9974682902897563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:23,832] Trial 6250 finished with value: 0.9975060561462544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:27,294] Trial 6251 finished with value: 0.9973564779273789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:29,594] Trial 6252 finished with value: 0.9974944465783914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:31,406] Trial 6253 finished with value: 0.9973635798237198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:34,495] Trial 6254 finished with value: 0.9975476558784995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:39,441] Trial 6255 finished with value: 0.9971888801306822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:41,277] Trial 6256 finished with value: 0.9852061372850018 and parameters: {'classifier': 'SVC', 'svc_c': 4.671217198873698e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:54,003] Trial 6257 finished with value: 0.9961296805981137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:06,969] Trial 6258 finished with value: 0.9969310639677825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:11,601] Trial 6259 finished with value: 0.9970144944207631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:16,154] Trial 6260 finished with value: 0.9973668021099895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:18,893] Trial 6261 finished with value: 0.9970383761805216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:24,203] Trial 6262 finished with value: 0.9970036139361103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:26,879] Trial 6263 finished with value: 0.9969727803368374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:28,923] Trial 6264 finished with value: 0.9972740264618922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:31,216] Trial 6265 finished with value: 0.9974703958777513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:33,272] Trial 6266 finished with value: 0.9967085142059542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:35,583] Trial 6267 finished with value: 0.997472644095903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:45,940] Trial 6268 finished with value: 0.9965339973232634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:47,617] Trial 6269 finished with value: 0.994315371247589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:51,289] Trial 6270 finished with value: 0.9971610527777428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:53,327] Trial 6271 finished with value: 0.997492768404796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:55,637] Trial 6272 finished with value: 0.9974006017119291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:57,776] Trial 6273 finished with value: 0.9974505952320388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:00,063] Trial 6274 finished with value: 0.9973173068115515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:01,957] Trial 6275 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.5640684051431628e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:04,537] Trial 6276 finished with value: 0.9969192420733183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:07,866] Trial 6277 finished with value: 0.9971521765102089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:09,675] Trial 6278 finished with value: 0.997520334142164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:11,351] Trial 6279 finished with value: 0.997516301174524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:25,546] Trial 6280 finished with value: 0.9970107878140254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:27,976] Trial 6281 finished with value: 0.9968887582257858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:38,330] Trial 6282 finished with value: 0.9967211271042862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:40,637] Trial 6283 finished with value: 0.9974713717549304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:42,581] Trial 6284 finished with value: 0.9951690265700068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:44,377] Trial 6285 finished with value: 0.9974406725656956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:47,575] Trial 6286 finished with value: 0.9974933316257019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:50,217] Trial 6287 finished with value: 0.99725334686657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:52,757] Trial 6288 finished with value: 0.9973859898014951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:55,811] Trial 6289 finished with value: 0.9970453395726343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:57,867] Trial 6290 finished with value: 0.9953631952476241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:00,698] Trial 6291 finished with value: 0.9974393429060621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:12,551] Trial 6292 finished with value: 0.9967570020479953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:13,824] Trial 6293 finished with value: 0.9972971162021698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:15,798] Trial 6294 finished with value: 0.9867336991483141 and parameters: {'classifier': 'SVC', 'svc_c': 154734281.14991403, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:24,480] Trial 6295 finished with value: 0.9970985603301271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:25,582] Trial 6296 finished with value: 0.9971080583432682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:26,652] Trial 6297 finished with value: 0.9969455624151973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:28,370] Trial 6298 finished with value: 0.9974353820152099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:31,153] Trial 6299 finished with value: 0.9973801713226566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:33,662] Trial 6300 finished with value: 0.9910013291957522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:36,378] Trial 6301 finished with value: 0.9974719027935981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:49,424] Trial 6302 finished with value: 0.9964022447001187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:50,958] Trial 6303 finished with value: 0.9973302252507187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:53,065] Trial 6304 finished with value: 0.9973739115282146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:01,949] Trial 6305 finished with value: 0.9969239554382189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:04,307] Trial 6306 finished with value: 0.9973617142060429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:06,116] Trial 6307 finished with value: 0.9970259057853941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 56}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:17,155] Trial 6308 finished with value: 0.9967818304225821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:19,967] Trial 6309 finished with value: 0.9972596241485991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:22,089] Trial 6310 finished with value: 0.9975612944190493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:24,758] Trial 6311 finished with value: 0.9971838844570947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:26,690] Trial 6312 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.8673894305264518e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:30,021] Trial 6313 finished with value: 0.9973276977072437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:32,100] Trial 6314 finished with value: 0.9974692786716705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:34,493] Trial 6315 finished with value: 0.9975108969388535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:47,944] Trial 6316 finished with value: 0.9969290876800222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:50,830] Trial 6317 finished with value: 0.9972088377520851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:55,761] Trial 6318 finished with value: 0.9973535729567082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:01,723] Trial 6319 finished with value: 0.9973586063984055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:04,206] Trial 6320 finished with value: 0.9956529347625875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:07,897] Trial 6321 finished with value: 0.9970885085857142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:10,716] Trial 6322 finished with value: 0.9973883378988414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:12,128] Trial 6323 finished with value: 0.9900903180473533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:16,857] Trial 6324 finished with value: 0.9976745503484098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:20,961] Trial 6325 finished with value: 0.9973780608787614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:23,892] Trial 6326 finished with value: 0.9971785175134656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:28,111] Trial 6327 finished with value: 0.9970100519706406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:32,563] Trial 6328 finished with value: 0.9964735219148811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:36,169] Trial 6329 finished with value: 0.9974334142649465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:38,809] Trial 6330 finished with value: 0.9975079808916529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:42,290] Trial 6331 finished with value: 0.9909657666165285 and parameters: {'classifier': 'SVC', 'svc_c': 23.576799985998896, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:58,880] Trial 6332 finished with value: 0.9958762545812648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:02,283] Trial 6333 finished with value: 0.9968903622596293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:05,330] Trial 6334 finished with value: 0.9969948429432155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:11,585] Trial 6335 finished with value: 0.9973505576333331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:15,071] Trial 6336 finished with value: 0.9970824016092966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:22,086] Trial 6337 finished with value: 0.9961398960149154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:24,841] Trial 6338 finished with value: 0.9975925638432676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:43,825] Trial 6339 finished with value: 0.9961593287548046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:47,815] Trial 6340 finished with value: 0.997337021034942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:50,526] Trial 6341 finished with value: 0.9972199571914432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:01,799] Trial 6342 finished with value: 0.9964596344221852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:06,267] Trial 6343 finished with value: 0.997211532459119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:09,004] Trial 6344 finished with value: 0.9973627080786155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:29,989] Trial 6345 finished with value: 0.996158209739663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:32,097] Trial 6346 finished with value: 0.9973520518857547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:34,876] Trial 6347 finished with value: 0.9958873463769055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:44,729] Trial 6348 finished with value: 0.9969623797293456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:47,755] Trial 6349 finished with value: 0.9972860504316131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:51,713] Trial 6350 finished with value: 0.997346336364688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:16,985] Trial 6351 finished with value: 0.9907667539407834 and parameters: {'classifier': 'SVC', 'svc_c': 7764759.055798358, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:20,702] Trial 6352 finished with value: 0.9974157861107383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:23,896] Trial 6353 finished with value: 0.9974602669784854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:31,156] Trial 6354 finished with value: 0.9973190616004555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:38,909] Trial 6355 finished with value: 0.997292441684468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:41,623] Trial 6356 finished with value: 0.9974807061274206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:45,117] Trial 6357 finished with value: 0.9973624867384486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:50,626] Trial 6358 finished with value: 0.9972598980150026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:53,310] Trial 6359 finished with value: 0.9973461280053253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:58,247] Trial 6360 finished with value: 0.9969569300767298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:00,523] Trial 6361 finished with value: 0.9977226980235588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:02,884] Trial 6362 finished with value: 0.9974012382474013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:04,931] Trial 6363 finished with value: 0.9975070782338267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:07,984] Trial 6364 finished with value: 0.997478192104294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:09,279] Trial 6365 finished with value: 0.9972618161906545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 52}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:11,294] Trial 6366 finished with value: 0.9971978024181819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:12,533] Trial 6367 finished with value: 0.9940636765970684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 14}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:13,807] Trial 6368 finished with value: 0.997240218830262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:15,737] Trial 6369 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 932022618.9290468, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:18,191] Trial 6370 finished with value: 0.9974115242493093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:31,374] Trial 6371 finished with value: 0.9967870254102283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:42,687] Trial 6372 finished with value: 0.9965959126487699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:46,581] Trial 6373 finished with value: 0.9973782999921563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:48,948] Trial 6374 finished with value: 0.9972224580433382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:53,027] Trial 6375 finished with value: 0.9971211737161513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:55,712] Trial 6376 finished with value: 0.9972213386790796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:02,930] Trial 6377 finished with value: 0.9972095698503969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:06,124] Trial 6378 finished with value: 0.9975168964507163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:10,039] Trial 6379 finished with value: 0.9976442468991434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:13,085] Trial 6380 finished with value: 0.9975995083513253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:16,509] Trial 6381 finished with value: 0.9975959508810149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:19,488] Trial 6382 finished with value: 0.9975147639489755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:23,022] Trial 6383 finished with value: 0.9976120292732015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:29,074] Trial 6384 finished with value: 0.9972380999123455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:30,527] Trial 6385 finished with value: 0.9894979305122241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:37,232] Trial 6386 finished with value: 0.9971732978654652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:39,970] Trial 6387 finished with value: 0.9974580066364535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:42,930] Trial 6388 finished with value: 0.98936407160285 and parameters: {'classifier': 'SVC', 'svc_c': 3.511581784527074, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:46,264] Trial 6389 finished with value: 0.9975620239783284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:48,114] Trial 6390 finished with value: 0.9972446306533036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:52,387] Trial 6391 finished with value: 0.9972367309294446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:54,281] Trial 6392 finished with value: 0.9971873770551222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 42}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:58,842] Trial 6393 finished with value: 0.9973970462411069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:00,998] Trial 6394 finished with value: 0.9955708532024125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:05,966] Trial 6395 finished with value: 0.9972633929616354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:08,079] Trial 6396 finished with value: 0.9973055123069013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:15,358] Trial 6397 finished with value: 0.997419832281348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:16,388] Trial 6398 finished with value: 0.9869385084037416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:34,390] Trial 6399 finished with value: 0.9964551673117086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:37,331] Trial 6400 finished with value: 0.9962093467448406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:41,273] Trial 6401 finished with value: 0.9972057571120966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:50,336] Trial 6402 finished with value: 0.997073782450551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:54,543] Trial 6403 finished with value: 0.9974312347593647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:05,812] Trial 6404 finished with value: 0.9968815194755879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:09,398] Trial 6405 finished with value: 0.9968962353594067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:13,761] Trial 6406 finished with value: 0.9965135940699016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:17,495] Trial 6407 finished with value: 0.9975369764852284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:20,874] Trial 6408 finished with value: 0.9931219268726915 and parameters: {'classifier': 'SVC', 'svc_c': 1539.158244785325, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:38,293] Trial 6409 finished with value: 0.9960956241095508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 64, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:41,074] Trial 6410 finished with value: 0.9972893997329887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:44,013] Trial 6411 finished with value: 0.9974001458921022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:46,687] Trial 6412 finished with value: 0.9974209518042961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:50,649] Trial 6413 finished with value: 0.9974598688899121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:54,858] Trial 6414 finished with value: 0.9969148469126781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:59,862] Trial 6415 finished with value: 0.997286370191031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:07,142] Trial 6416 finished with value: 0.9971184018542645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:12,705] Trial 6417 finished with value: 0.9972358755293625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:26,835] Trial 6418 finished with value: 0.9967773892419759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:28,691] Trial 6419 finished with value: 0.9966864332868034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:31,421] Trial 6420 finished with value: 0.9975467910205209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:33,845] Trial 6421 finished with value: 0.9969335031211853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:36,475] Trial 6422 finished with value: 0.9973170268514697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:38,612] Trial 6423 finished with value: 0.9974146630014067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:40,920] Trial 6424 finished with value: 0.997505727722388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:42,490] Trial 6425 finished with value: 0.9973905479045523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:46,183] Trial 6426 finished with value: 0.9939752233663275 and parameters: {'classifier': 'SVC', 'svc_c': 686639.6878601435, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:49,894] Trial 6427 finished with value: 0.9967197171477468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:54,045] Trial 6428 finished with value: 0.9970882510008571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:58,121] Trial 6429 finished with value: 0.9971425554174626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:01,372] Trial 6430 finished with value: 0.9974230173073142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:10,309] Trial 6431 finished with value: 0.9971224039091829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:13,080] Trial 6432 finished with value: 0.9968441860163408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:15,152] Trial 6433 finished with value: 0.9974302205427937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:18,335] Trial 6434 finished with value: 0.9975325170553256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:20,950] Trial 6435 finished with value: 0.9966870144396273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:22,946] Trial 6436 finished with value: 0.9975646428635012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:24,529] Trial 6437 finished with value: 0.9970093415810578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:27,531] Trial 6438 finished with value: 0.9973125148318541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:29,196] Trial 6439 finished with value: 0.997268705887346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:30,385] Trial 6440 finished with value: 0.9973110104867778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:33,372] Trial 6441 finished with value: 0.9975514204703941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:35,790] Trial 6442 finished with value: 0.9973526585875939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:38,178] Trial 6443 finished with value: 0.9852111340376783 and parameters: {'classifier': 'SVC', 'svc_c': 0.00039017562409722305, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:49,533] Trial 6444 finished with value: 0.9963588716440318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:52,303] Trial 6445 finished with value: 0.9974828705574964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:53,695] Trial 6446 finished with value: 0.9969856088942507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:02,835] Trial 6447 finished with value: 0.9968682711526103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:07,343] Trial 6448 finished with value: 0.9973137316632266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:10,561] Trial 6449 finished with value: 0.99751055375686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:14,009] Trial 6450 finished with value: 0.997298830080911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:16,307] Trial 6451 finished with value: 0.9972863740630556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:17,450] Trial 6452 finished with value: 0.9951928384428931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:19,392] Trial 6453 finished with value: 0.9972600355670936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:22,272] Trial 6454 finished with value: 0.9977315005956715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:25,427] Trial 6455 finished with value: 0.9974168660565157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:28,373] Trial 6456 finished with value: 0.9973963050657537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:29,737] Trial 6457 finished with value: 0.9907653027884402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:37,766] Trial 6458 finished with value: 0.9972044049502866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:39,391] Trial 6459 finished with value: 0.9974511040224333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:41,542] Trial 6460 finished with value: 0.9971709888057451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:43,662] Trial 6461 finished with value: 0.9965020558805925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:46,802] Trial 6462 finished with value: 0.9973586553065209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:47,569] Trial 6463 finished with value: 0.9955403124488118 and parameters: {'classifier': 'SVC', 'svc_c': 4922.077465153785, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:49,947] Trial 6464 finished with value: 0.9975101665861268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:52,496] Trial 6465 finished with value: 0.9971615350352468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 127}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:53,767] Trial 6466 finished with value: 0.9972270069424022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:56,075] Trial 6467 finished with value: 0.9974566243871074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:58,850] Trial 6468 finished with value: 0.9966100421430104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:02,929] Trial 6469 finished with value: 0.9971756500887393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:05,461] Trial 6470 finished with value: 0.997296248646469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:06,616] Trial 6471 finished with value: 0.9970585155014448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:09,420] Trial 6472 finished with value: 0.9972941479461115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:13,885] Trial 6473 finished with value: 0.9971070252109042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:29,823] Trial 6474 finished with value: 0.9964823395625001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:32,652] Trial 6475 finished with value: 0.9975030392359839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:34,770] Trial 6476 finished with value: 0.997447229617379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:39,771] Trial 6477 finished with value: 0.9951574496921882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:42,006] Trial 6478 finished with value: 0.9974924435990508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:43,521] Trial 6479 finished with value: 0.9974469762854016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:47,337] Trial 6480 finished with value: 0.9975239229060513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:49,199] Trial 6481 finished with value: 0.9971665316927094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:53,903] Trial 6482 finished with value: 0.9972754423534202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:55,788] Trial 6483 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 2.0871186583223978e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:58,230] Trial 6484 finished with value: 0.9973724807516078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:00,752] Trial 6485 finished with value: 0.997391712844446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:02,597] Trial 6486 finished with value: 0.9946063985916238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:06,097] Trial 6487 finished with value: 0.9973177365110809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:08,171] Trial 6488 finished with value: 0.9975434253741233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:10,467] Trial 6489 finished with value: 0.997103020394788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:12,907] Trial 6490 finished with value: 0.9972483904210362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:15,402] Trial 6491 finished with value: 0.9973985656616892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:20,734] Trial 6492 finished with value: 0.9973113440521854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:22,360] Trial 6493 finished with value: 0.9971102399752899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:25,535] Trial 6494 finished with value: 0.9973660477316667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:32,582] Trial 6495 finished with value: 0.9973782971357447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:34,614] Trial 6496 finished with value: 0.9974484091249721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:36,095] Trial 6497 finished with value: 0.9973845542324646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:38,691] Trial 6498 finished with value: 0.9968369272395233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:41,612] Trial 6499 finished with value: 0.9972072678682301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:42,504] Trial 6500 finished with value: 0.9909969106442742 and parameters: {'classifier': 'SVC', 'svc_c': 10.622283338737772, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:44,665] Trial 6501 finished with value: 0.9976383932864411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:54,003] Trial 6502 finished with value: 0.9970930191771239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:57,595] Trial 6503 finished with value: 0.9972288939196908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:00,475] Trial 6504 finished with value: 0.9972258713600729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:03,165] Trial 6505 finished with value: 0.9968754573130957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:13,894] Trial 6506 finished with value: 0.9966850123172102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:15,527] Trial 6507 finished with value: 0.9973366878503894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:17,483] Trial 6508 finished with value: 0.9956793817069793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:20,836] Trial 6509 finished with value: 0.9972717581853833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:23,124] Trial 6510 finished with value: 0.9975625523192738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:25,930] Trial 6511 finished with value: 0.9972783419286467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:30,442] Trial 6512 finished with value: 0.9968935323687792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:33,108] Trial 6513 finished with value: 0.9973198439081367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:36,622] Trial 6514 finished with value: 0.9971486653137674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:38,122] Trial 6515 finished with value: 0.9889256596688902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:50,482] Trial 6516 finished with value: 0.9964604935673403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:52,864] Trial 6517 finished with value: 0.9975145916756137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:54,851] Trial 6518 finished with value: 0.997507312745225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:56,805] Trial 6519 finished with value: 0.9852912681915891 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012746628631114432, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:59,648] Trial 6520 finished with value: 0.9974839049276388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:01,960] Trial 6521 finished with value: 0.9977236836125373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:02,996] Trial 6522 finished with value: 0.9970836946433849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:05,460] Trial 6523 finished with value: 0.9971501550594063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:06,690] Trial 6524 finished with value: 0.994230812067667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:19,194] Trial 6525 finished with value: 0.996788025408217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:22,314] Trial 6526 finished with value: 0.9976591561620326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:32,194] Trial 6527 finished with value: 0.9971014668559551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:39,129] Trial 6528 finished with value: 0.9969631847613686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:41,174] Trial 6529 finished with value: 0.9975579635573982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:42,867] Trial 6530 finished with value: 0.997309443300645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:56,970] Trial 6531 finished with value: 0.9967071407480083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:59,202] Trial 6532 finished with value: 0.9970447217307895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:03,003] Trial 6533 finished with value: 0.9973222853784068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:04,529] Trial 6534 finished with value: 0.9972356264820026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:07,517] Trial 6535 finished with value: 0.996459699294468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:11,306] Trial 6536 finished with value: 0.9976559779597163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:13,829] Trial 6537 finished with value: 0.9976984917436965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:14,552] Trial 6538 finished with value: 0.994609121291492 and parameters: {'classifier': 'SVC', 'svc_c': 492.84633897989573, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:18,079] Trial 6539 finished with value: 0.9971169300405434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:20,857] Trial 6540 finished with value: 0.9974534184775977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:23,696] Trial 6541 finished with value: 0.9974396255003901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:26,455] Trial 6542 finished with value: 0.9975549211298501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:32,422] Trial 6543 finished with value: 0.9971437954175073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:34,947] Trial 6544 finished with value: 0.9970688328604053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:44,489] Trial 6545 finished with value: 0.9966740147831548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:46,837] Trial 6546 finished with value: 0.9972269956119693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:50,283] Trial 6547 finished with value: 0.9973700251897069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:57,135] Trial 6548 finished with value: 0.9970786904323002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:58,676] Trial 6549 finished with value: 0.9974846777774236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 38}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:01,700] Trial 6550 finished with value: 0.9969085048535798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:21,789] Trial 6551 finished with value: 0.9954890665826114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:25,943] Trial 6552 finished with value: 0.997628846206495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:29,822] Trial 6553 finished with value: 0.9975446799418677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:37,025] Trial 6554 finished with value: 0.9973692126675376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:41,002] Trial 6555 finished with value: 0.9974955224617167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:44,414] Trial 6556 finished with value: 0.9917236775587219 and parameters: {'classifier': 'SVC', 'svc_c': 78.75562549597696, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:46,482] Trial 6557 finished with value: 0.9973768489350268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:51,500] Trial 6558 finished with value: 0.9973485573834525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:53,612] Trial 6559 finished with value: 0.9960129837717765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:57,259] Trial 6560 finished with value: 0.9974751622449575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:00,763] Trial 6561 finished with value: 0.9975754837392454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:05,301] Trial 6562 finished with value: 0.997389630837716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:09,049] Trial 6563 finished with value: 0.9974987087889372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:12,424] Trial 6564 finished with value: 0.9969037021464698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:17,387] Trial 6565 finished with value: 0.9948708133828656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:20,299] Trial 6566 finished with value: 0.9973172206431328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:23,230] Trial 6567 finished with value: 0.9974518459594962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:27,376] Trial 6568 finished with value: 0.9971946298334754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:30,022] Trial 6569 finished with value: 0.9972511455570457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:39,845] Trial 6570 finished with value: 0.9970361149815657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:41,194] Trial 6571 finished with value: 0.9861758783520861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:02,559] Trial 6572 finished with value: 0.9962089196795579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:08,166] Trial 6573 finished with value: 0.997449483484878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:14,053] Trial 6574 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 7.82323754215799e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:17,928] Trial 6575 finished with value: 0.9976592795907546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:22,002] Trial 6576 finished with value: 0.9974930016466779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:25,638] Trial 6577 finished with value: 0.9972717964612995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:28,766] Trial 6578 finished with value: 0.9973640825521742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:33,449] Trial 6579 finished with value: 0.9973527400588024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:37,019] Trial 6580 finished with value: 0.997469851667852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:41,383] Trial 6581 finished with value: 0.9971873485544814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:44,373] Trial 6582 finished with value: 0.9973357462501506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:05,082] Trial 6583 finished with value: 0.9966773747167291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:09,370] Trial 6584 finished with value: 0.9969356927194218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:13,204] Trial 6585 finished with value: 0.9970658053814118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:16,795] Trial 6586 finished with value: 0.9974973278091072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:21,019] Trial 6587 finished with value: 0.9969744657784138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:26,112] Trial 6588 finished with value: 0.9970500210726757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:30,482] Trial 6589 finished with value: 0.9973400498469278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:45,318] Trial 6590 finished with value: 0.9966304155627391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:47,516] Trial 6591 finished with value: 0.9970811233333353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:50,022] Trial 6592 finished with value: 0.9972274370227864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:51,504] Trial 6593 finished with value: 0.9863796627270056 and parameters: {'classifier': 'SVC', 'svc_c': 1.0388129785206828, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:53,707] Trial 6594 finished with value: 0.997530176257698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:56,402] Trial 6595 finished with value: 0.9973556723240735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:16,189] Trial 6596 finished with value: 0.9960465515917782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:20,589] Trial 6597 finished with value: 0.9964266163979548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:30,233] Trial 6598 finished with value: 0.9967984070047023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:33,646] Trial 6599 finished with value: 0.9973205655329389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:37,191] Trial 6600 finished with value: 0.9974302812574107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:45,636] Trial 6601 finished with value: 0.9973122079262889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:48,876] Trial 6602 finished with value: 0.996977213805132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:51,947] Trial 6603 finished with value: 0.9932579826800206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:54,974] Trial 6604 finished with value: 0.9971499974489578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:57,554] Trial 6605 finished with value: 0.9973845552798154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:14,097] Trial 6606 finished with value: 0.9965102135066873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:17,992] Trial 6607 finished with value: 0.9973537532914984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:20,849] Trial 6608 finished with value: 0.9969272838877891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 27}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:22,037] Trial 6609 finished with value: 0.996694460438361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 18}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:28,076] Trial 6610 finished with value: 0.997391053330729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:29,942] Trial 6611 finished with value: 0.9969859149746304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:35,585] Trial 6612 finished with value: 0.9853874614093007 and parameters: {'classifier': 'SVC', 'svc_c': 0.0358451982773004, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:39,882] Trial 6613 finished with value: 0.9972991415884729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:44,313] Trial 6614 finished with value: 0.9974292996356704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:50,577] Trial 6615 finished with value: 0.9974381661914048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:54,893] Trial 6616 finished with value: 0.9974168043580236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:58,118] Trial 6617 finished with value: 0.9973476364128536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:00,768] Trial 6618 finished with value: 0.9974677653765044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:03,502] Trial 6619 finished with value: 0.9972515961401182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:08,211] Trial 6620 finished with value: 0.9973034032594742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:11,817] Trial 6621 finished with value: 0.9972562085784729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:14,204] Trial 6622 finished with value: 0.9961761986586654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:20,197] Trial 6623 finished with value: 0.9974442258466022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:24,997] Trial 6624 finished with value: 0.9973339742275629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:27,499] Trial 6625 finished with value: 0.9974019020774741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:32,270] Trial 6626 finished with value: 0.9971238206576344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:33,757] Trial 6627 finished with value: 0.9966732628486509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:38,079] Trial 6628 finished with value: 0.9975995393909988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:42,735] Trial 6629 finished with value: 0.9972670067667315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:47,149] Trial 6630 finished with value: 0.9866106627066981 and parameters: {'classifier': 'SVC', 'svc_c': 28713821.430811852, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:51,243] Trial 6631 finished with value: 0.9974346163381922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:54,678] Trial 6632 finished with value: 0.9973191630030699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:01,526] Trial 6633 finished with value: 0.9972473610020073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:05,406] Trial 6634 finished with value: 0.9975593296204114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:09,063] Trial 6635 finished with value: 0.9975404323307592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:14,085] Trial 6636 finished with value: 0.9971157094323599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:17,732] Trial 6637 finished with value: 0.9972689633452513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:22,928] Trial 6638 finished with value: 0.9973797148045955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:26,293] Trial 6639 finished with value: 0.9966508509983392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 30}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:30,673] Trial 6640 finished with value: 0.9975540638572316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:34,119] Trial 6641 finished with value: 0.9973448602028737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:36,936] Trial 6642 finished with value: 0.9973683533636929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:42,253] Trial 6643 finished with value: 0.9974238437306869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:45,721] Trial 6644 finished with value: 0.9975057390528209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:49,203] Trial 6645 finished with value: 0.997741723661309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:52,318] Trial 6646 finished with value: 0.9976187647554006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:00,216] Trial 6647 finished with value: 0.9973112396662077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:04,634] Trial 6648 finished with value: 0.9976063568839509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:10,202] Trial 6649 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.5951559899957037e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:13,424] Trial 6650 finished with value: 0.9976672364428469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:15,817] Trial 6651 finished with value: 0.9974287833233918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:18,144] Trial 6652 finished with value: 0.9973705571487739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:20,222] Trial 6653 finished with value: 0.9972848406143182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:22,893] Trial 6654 finished with value: 0.9975193376670832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:24,218] Trial 6655 finished with value: 0.99695477177207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:26,423] Trial 6656 finished with value: 0.9975145142033818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:28,925] Trial 6657 finished with value: 0.9974538087269081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:44,958] Trial 6658 finished with value: 0.9964008584200582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:47,883] Trial 6659 finished with value: 0.9973616797386754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:51,890] Trial 6660 finished with value: 0.9972101806146881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:01,280] Trial 6661 finished with value: 0.9965914165933217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:04,532] Trial 6662 finished with value: 0.9974922883372074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:08,166] Trial 6663 finished with value: 0.9975332369980188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:10,951] Trial 6664 finished with value: 0.997382827023802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:13,983] Trial 6665 finished with value: 0.9972418783737056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:18,463] Trial 6666 finished with value: 0.9974140544270308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:22,305] Trial 6667 finished with value: 0.9973755199736273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:28,104] Trial 6668 finished with value: 0.9852053994421291 and parameters: {'classifier': 'SVC', 'svc_c': 7.675862344408852e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:31,533] Trial 6669 finished with value: 0.9974479493061686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:35,338] Trial 6670 finished with value: 0.9973919448168118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:39,107] Trial 6671 finished with value: 0.9974944820931099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:43,653] Trial 6672 finished with value: 0.9972547563787787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:46,209] Trial 6673 finished with value: 0.9974035356910473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:48,831] Trial 6674 finished with value: 0.9973740061389168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:52,160] Trial 6675 finished with value: 0.9973547645247063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:58,597] Trial 6676 finished with value: 0.9974743810163651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:03,029] Trial 6677 finished with value: 0.9973254183542047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:18,605] Trial 6678 finished with value: 0.9967885401336004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:22,074] Trial 6679 finished with value: 0.9974434663267386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:24,925] Trial 6680 finished with value: 0.9975233790770067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:28,589] Trial 6681 finished with value: 0.9973519740644057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:31,803] Trial 6682 finished with value: 0.9972835444381772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:38,299] Trial 6683 finished with value: 0.9973104603418897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:39,888] Trial 6684 finished with value: 0.9887920576461392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:43,579] Trial 6685 finished with value: 0.9969907412312677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:50,075] Trial 6686 finished with value: 0.9970877896268963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:59:58,143] Trial 6687 finished with value: 0.9899644457919666 and parameters: {'classifier': 'SVC', 'svc_c': 301617955.6308106, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:01,285] Trial 6688 finished with value: 0.9973581493090622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:04,895] Trial 6689 finished with value: 0.9975440935840271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:07,545] Trial 6690 finished with value: 0.9974061943438183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:15,441] Trial 6691 finished with value: 0.9969187952987949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:38,130] Trial 6692 finished with value: 0.9963367522267993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:41,806] Trial 6693 finished with value: 0.9976726976163234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:46,139] Trial 6694 finished with value: 0.9975177734643134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:49,099] Trial 6695 finished with value: 0.9976308643248172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:54,286] Trial 6696 finished with value: 0.9972048838118347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:57,120] Trial 6697 finished with value: 0.9971813818913526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:59,167] Trial 6698 finished with value: 0.9972888995118289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:01,591] Trial 6699 finished with value: 0.99694490775738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:10,673] Trial 6700 finished with value: 0.9970953675918492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:14,608] Trial 6701 finished with value: 0.9974807871225604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:21,708] Trial 6702 finished with value: 0.9953925358005158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:26,638] Trial 6703 finished with value: 0.997094582142115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:29,161] Trial 6704 finished with value: 0.9967363870710528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:32,979] Trial 6705 finished with value: 0.9973650709023508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:48,943] Trial 6706 finished with value: 0.997138419301623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:53,650] Trial 6707 finished with value: 0.9866083685003186 and parameters: {'classifier': 'SVC', 'svc_c': 79803922.84876128, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:57,342] Trial 6708 finished with value: 0.9975702833878927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:58,960] Trial 6709 finished with value: 0.9949107603318411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:01,934] Trial 6710 finished with value: 0.9975821110269179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:06,457] Trial 6711 finished with value: 0.9971274715960824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:08,976] Trial 6712 finished with value: 0.9955419331450566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:11,937] Trial 6713 finished with value: 0.9975938033037681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:13,658] Trial 6714 finished with value: 0.9943357712636841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:16,766] Trial 6715 finished with value: 0.9968097792364934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:20,466] Trial 6716 finished with value: 0.9972708580983273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:26,360] Trial 6717 finished with value: 0.9975336087758668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:30,251] Trial 6718 finished with value: 0.9970428062528599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:33,312] Trial 6719 finished with value: 0.997576533787914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:38,015] Trial 6720 finished with value: 0.9976267672466039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:39,926] Trial 6721 finished with value: 0.9972654265680566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:42,640] Trial 6722 finished with value: 0.9973678810718919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:49,561] Trial 6723 finished with value: 0.9973181139700142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:55,606] Trial 6724 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.92496213852071e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:59,223] Trial 6725 finished with value: 0.9974681537532781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:03,714] Trial 6726 finished with value: 0.9971073610297031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:08,395] Trial 6727 finished with value: 0.9971027063481936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:22,794] Trial 6728 finished with value: 0.9961188408649341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:28,146] Trial 6729 finished with value: 0.9974634912959811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:36,197] Trial 6730 finished with value: 0.9971707814619956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:38,690] Trial 6731 finished with value: 0.9973982012470356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:40,494] Trial 6732 finished with value: 0.9971788612032656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:43,614] Trial 6733 finished with value: 0.9968817836936675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:51,946] Trial 6734 finished with value: 0.9972164151457559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:55,404] Trial 6735 finished with value: 0.9975657537220005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:57,378] Trial 6736 finished with value: 0.9905834212830104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:00,866] Trial 6737 finished with value: 0.9972108383828204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:06,053] Trial 6738 finished with value: 0.9968466941996924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:08,375] Trial 6739 finished with value: 0.9959851129061662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:12,234] Trial 6740 finished with value: 0.9968407965665126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:13,656] Trial 6741 finished with value: 0.9930120845774447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:27,735] Trial 6742 finished with value: 0.9968520457186986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:32,659] Trial 6743 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.486980694180023e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:34,384] Trial 6744 finished with value: 0.9935002692626297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:37,681] Trial 6745 finished with value: 0.9974191427753082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:44,800] Trial 6746 finished with value: 0.9974443810767077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:48,656] Trial 6747 finished with value: 0.9971442489522051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:51,932] Trial 6748 finished with value: 0.9971851737461098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:56,279] Trial 6749 finished with value: 0.997444933824104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:59,486] Trial 6750 finished with value: 0.9973219530825156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:02,245] Trial 6751 finished with value: 0.9975248460348279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:04,679] Trial 6752 finished with value: 0.9971470873050081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:12,680] Trial 6753 finished with value: 0.9969229958108485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:16,091] Trial 6754 finished with value: 0.997354867165099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:17,898] Trial 6755 finished with value: 0.9976197349514941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:20,327] Trial 6756 finished with value: 0.9974243526480331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:23,018] Trial 6757 finished with value: 0.9973237307544509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:26,503] Trial 6758 finished with value: 0.9973064792022526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:29,547] Trial 6759 finished with value: 0.997360364424576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:33,970] Trial 6760 finished with value: 0.9975624422522108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:36,725] Trial 6761 finished with value: 0.9973765886524476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:42,844] Trial 6762 finished with value: 0.9850759360742503 and parameters: {'classifier': 'SVC', 'svc_c': 9.199279933436187e-10, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:47,211] Trial 6763 finished with value: 0.9973188907552997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:50,376] Trial 6764 finished with value: 0.9974976803537835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:51,155] Trial 6765 finished with value: 0.9918407417513379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:54,069] Trial 6766 finished with value: 0.9976084098187578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:59,091] Trial 6767 finished with value: 0.9965728288752188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:05,986] Trial 6768 finished with value: 0.9973688767217871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:09,786] Trial 6769 finished with value: 0.9975183539189031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:11,654] Trial 6770 finished with value: 0.9970038224224246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:15,391] Trial 6771 finished with value: 0.9975391037184768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:16,907] Trial 6772 finished with value: 0.9969087567890895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:28,701] Trial 6773 finished with value: 0.9955301028083091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:34,796] Trial 6774 finished with value: 0.9974231663802656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:37,842] Trial 6775 finished with value: 0.99432718257333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:48,427] Trial 6776 finished with value: 0.9967999189986142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:51,403] Trial 6777 finished with value: 0.9973763723903462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:00,235] Trial 6778 finished with value: 0.9967412196435338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:07,731] Trial 6779 finished with value: 0.9974093922871131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:11,837] Trial 6780 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1514501214.9330978, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:15,615] Trial 6781 finished with value: 0.9973445965243383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:20,580] Trial 6782 finished with value: 0.9975564736848077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:24,133] Trial 6783 finished with value: 0.9975209881969612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:26,257] Trial 6784 finished with value: 0.9970410026193163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:32,000] Trial 6785 finished with value: 0.9972771122116839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:33,819] Trial 6786 finished with value: 0.9972005128672178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:37,955] Trial 6787 finished with value: 0.9977240036575964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:39,454] Trial 6788 finished with value: 0.9897503276813264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:42,804] Trial 6789 finished with value: 0.997316815064413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:49,648] Trial 6790 finished with value: 0.9974778441616147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:55,681] Trial 6791 finished with value: 0.9969272219988695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:57,388] Trial 6792 finished with value: 0.9958065032616177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:07,993] Trial 6793 finished with value: 0.9969696344119731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:12,702] Trial 6794 finished with value: 0.9969142026331563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:16,812] Trial 6795 finished with value: 0.9974685339416717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:19,948] Trial 6796 finished with value: 0.9954246970281959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:24,045] Trial 6797 finished with value: 0.9975395497947662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:26,407] Trial 6798 finished with value: 0.9972204633158537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:29,287] Trial 6799 finished with value: 0.9963158601461867 and parameters: {'classifier': 'SVC', 'svc_c': 26573.62407204822, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:32,286] Trial 6800 finished with value: 0.9971662844861481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:33,788] Trial 6801 finished with value: 0.9973842333939581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 24}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:52,181] Trial 6802 finished with value: 0.9965362885462796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:54,502] Trial 6803 finished with value: 0.9972024792844888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:57,454] Trial 6804 finished with value: 0.9973550864423016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:01,265] Trial 6805 finished with value: 0.9969998528036476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:05,067] Trial 6806 finished with value: 0.9973195536014972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:11,025] Trial 6807 finished with value: 0.9976731201430855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:13,176] Trial 6808 finished with value: 0.9968328465063324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:18,585] Trial 6809 finished with value: 0.9974748912984414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:21,618] Trial 6810 finished with value: 0.9976841880718198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:33,465] Trial 6811 finished with value: 0.9972095919717182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:37,800] Trial 6812 finished with value: 0.996314886903254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:43,028] Trial 6813 finished with value: 0.9972070802971968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:46,726] Trial 6814 finished with value: 0.9971691085886306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:48,668] Trial 6815 finished with value: 0.996752167190385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:52,291] Trial 6816 finished with value: 0.9975553318501108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:55,407] Trial 6817 finished with value: 0.9974143055056167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:02,099] Trial 6818 finished with value: 0.985405649388459 and parameters: {'classifier': 'SVC', 'svc_c': 0.1961874793399829, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:05,835] Trial 6819 finished with value: 0.9973639211966526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:07,357] Trial 6820 finished with value: 0.9972441830535944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:10,990] Trial 6821 finished with value: 0.997400149034155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:12,794] Trial 6822 finished with value: 0.9951833887348469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:17,271] Trial 6823 finished with value: 0.9974480945388332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:28,235] Trial 6824 finished with value: 0.9969971047451914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:30,030] Trial 6825 finished with value: 0.9959679798633143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:33,721] Trial 6826 finished with value: 0.9972225117121397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:36,104] Trial 6827 finished with value: 0.9972337031013341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:37,712] Trial 6828 finished with value: 0.9966681405725505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:43,880] Trial 6829 finished with value: 0.9975372988788925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:47,695] Trial 6830 finished with value: 0.9972745467731473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:51,090] Trial 6831 finished with value: 0.9974358799195021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:54,192] Trial 6832 finished with value: 0.9972960099774048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:58,438] Trial 6833 finished with value: 0.996386996381164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:11:16,368] Trial 6834 finished with value: 0.9968369664993147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:11:22,628] Trial 6835 finished with value: 0.9971620918133576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:11:30,271] Trial 6836 finished with value: 0.9929054511115948 and parameters: {'classifier': 'SVC', 'svc_c': 1676399.040796169, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:11:34,074] Trial 6837 finished with value: 0.9975823038981817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:11:54,573] Trial 6838 finished with value: 0.9955305182575179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:11:58,825] Trial 6839 finished with value: 0.9974195350875824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:02,414] Trial 6840 finished with value: 0.9967736770493666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:07,340] Trial 6841 finished with value: 0.9972516319404777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:10,917] Trial 6842 finished with value: 0.9973624637284657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:13,444] Trial 6843 finished with value: 0.9974088104677933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:17,407] Trial 6844 finished with value: 0.9974911319348109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:20,073] Trial 6845 finished with value: 0.9975308195850824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:24,402] Trial 6846 finished with value: 0.9973482297530339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:27,305] Trial 6847 finished with value: 0.9973928859092441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:31,996] Trial 6848 finished with value: 0.9972088273103137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:41,565] Trial 6849 finished with value: 0.9970640226948869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:54,783] Trial 6850 finished with value: 0.9960696360000872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:58,119] Trial 6851 finished with value: 0.9974212885752322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:03,613] Trial 6852 finished with value: 0.9974226756170023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:07,347] Trial 6853 finished with value: 0.9971841447396739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:10,320] Trial 6854 finished with value: 0.9974317638937582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:15,837] Trial 6855 finished with value: 0.9975737560862523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:18,858] Trial 6856 finished with value: 0.9871945192192507 and parameters: {'classifier': 'SVC', 'svc_c': 160992.9505634872, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:23,791] Trial 6857 finished with value: 0.9974551081403157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:26,946] Trial 6858 finished with value: 0.9973409204177298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:29,669] Trial 6859 finished with value: 0.9972902988679072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:33,013] Trial 6860 finished with value: 0.9974254474471512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:34,794] Trial 6861 finished with value: 0.9908788593075224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:38,506] Trial 6862 finished with value: 0.997350097687578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:43,664] Trial 6863 finished with value: 0.9974651317649424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:48,514] Trial 6864 finished with value: 0.9967949232615507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:51,304] Trial 6865 finished with value: 0.9976214536543972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:55,800] Trial 6866 finished with value: 0.9974126581495296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:58,264] Trial 6867 finished with value: 0.9973662145143706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:03,323] Trial 6868 finished with value: 0.9975518871445855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:06,787] Trial 6869 finished with value: 0.9975457682347147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:11,598] Trial 6870 finished with value: 0.9974454879997064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:17,237] Trial 6871 finished with value: 0.9973440473950633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:20,746] Trial 6872 finished with value: 0.9974478728812874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:23,059] Trial 6873 finished with value: 0.9960800459702616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:27,047] Trial 6874 finished with value: 0.9967667879556953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:32,280] Trial 6875 finished with value: 0.9853809054367062 and parameters: {'classifier': 'SVC', 'svc_c': 0.007132161572336875, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:33,754] Trial 6876 finished with value: 0.9970066789293105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:38,269] Trial 6877 finished with value: 0.9970593368150142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:40,983] Trial 6878 finished with value: 0.9944015977467419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:03,305] Trial 6879 finished with value: 0.9957166376939942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:12,362] Trial 6880 finished with value: 0.9970631727219871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:15,357] Trial 6881 finished with value: 0.9974831535961552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:17,304] Trial 6882 finished with value: 0.9970238186053851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:21,258] Trial 6883 finished with value: 0.9969604478429179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:23,447] Trial 6884 finished with value: 0.9965809210894867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:36,473] Trial 6885 finished with value: 0.9961669681960843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:42,067] Trial 6886 finished with value: 0.9967528635835508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:43,872] Trial 6887 finished with value: 0.9970095330875915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:47,343] Trial 6888 finished with value: 0.9972091992785891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:51,488] Trial 6889 finished with value: 0.997242968253448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:56,956] Trial 6890 finished with value: 0.9975138326318187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:00,455] Trial 6891 finished with value: 0.9972599317523981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:06,650] Trial 6892 finished with value: 0.9852073662085171 and parameters: {'classifier': 'SVC', 'svc_c': 1.2606468257437202e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:08,787] Trial 6893 finished with value: 0.9971955587068133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:10,423] Trial 6894 finished with value: 0.9971009210274225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:16,649] Trial 6895 finished with value: 0.9975513420460246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:21,302] Trial 6896 finished with value: 0.9968880922375355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:39,891] Trial 6897 finished with value: 0.996452634499741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:42,103] Trial 6898 finished with value: 0.996922840580743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:46,547] Trial 6899 finished with value: 0.9975722278742696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:49,031] Trial 6900 finished with value: 0.9973405852019511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:53,062] Trial 6901 finished with value: 0.9973271534338682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:58,288] Trial 6902 finished with value: 0.9971385969386911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:01,402] Trial 6903 finished with value: 0.9973133729613964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:06,001] Trial 6904 finished with value: 0.9972482644850192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:09,085] Trial 6905 finished with value: 0.9972449554273108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:11,314] Trial 6906 finished with value: 0.9969815104830454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:16,580] Trial 6907 finished with value: 0.9974662935945213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:23,213] Trial 6908 finished with value: 0.997473752351894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:27,324] Trial 6909 finished with value: 0.9974238115167107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:30,270] Trial 6910 finished with value: 0.9974712814288456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:38,858] Trial 6911 finished with value: 0.9968527854975836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:44,833] Trial 6912 finished with value: 0.9850783943656113 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002649263677916985, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:49,224] Trial 6913 finished with value: 0.9972732538025348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:53,468] Trial 6914 finished with value: 0.9973810643638971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:57,145] Trial 6915 finished with value: 0.9975447418625252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:00,699] Trial 6916 finished with value: 0.9972127611287308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:04,191] Trial 6917 finished with value: 0.9975589076966696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:07,351] Trial 6918 finished with value: 0.9910294513621141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:09,223] Trial 6919 finished with value: 0.997252349121973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:13,508] Trial 6920 finished with value: 0.9971281850325043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:15,913] Trial 6921 finished with value: 0.9947036556005181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:17,756] Trial 6922 finished with value: 0.9971060097565547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:19,675] Trial 6923 finished with value: 0.9961429364747131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:22,709] Trial 6924 finished with value: 0.99652791227774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:24,466] Trial 6925 finished with value: 0.9940288527493788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:31,155] Trial 6926 finished with value: 0.9973945082241223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:34,932] Trial 6927 finished with value: 0.9973932173164739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:38,021] Trial 6928 finished with value: 0.997365689981974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:42,045] Trial 6929 finished with value: 0.9975885784824886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:45,341] Trial 6930 finished with value: 0.9975200876338365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:54,566] Trial 6931 finished with value: 0.9970693127375663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:56,751] Trial 6932 finished with value: 0.9925240296368255 and parameters: {'classifier': 'SVC', 'svc_c': 262.1215044205388, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:01,632] Trial 6933 finished with value: 0.9970806832555104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:03,857] Trial 6934 finished with value: 0.9964384172501862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 45}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:16,420] Trial 6935 finished with value: 0.9970808449918868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:19,165] Trial 6936 finished with value: 0.9972016454979217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:34,281] Trial 6937 finished with value: 0.9966082200697425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:37,222] Trial 6938 finished with value: 0.9967285203863555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:40,064] Trial 6939 finished with value: 0.997273309661252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:44,371] Trial 6940 finished with value: 0.9975788402768636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:47,681] Trial 6941 finished with value: 0.9974582150592918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:51,671] Trial 6942 finished with value: 0.9975443239694974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:54,376] Trial 6943 finished with value: 0.9974627396153807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:58,611] Trial 6944 finished with value: 0.9973694586045827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:00,960] Trial 6945 finished with value: 0.9962444811479548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:10,559] Trial 6946 finished with value: 0.9971889881030434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:14,194] Trial 6947 finished with value: 0.9966016542901345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:15,399] Trial 6948 finished with value: 0.9923675762254821 and parameters: {'classifier': 'SVC', 'svc_c': 47.33269241331949, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:18,237] Trial 6949 finished with value: 0.9975437016526078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:22,740] Trial 6950 finished with value: 0.9970081522664511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:28,720] Trial 6951 finished with value: 0.997011171430113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:32,532] Trial 6952 finished with value: 0.997002394311802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:35,336] Trial 6953 finished with value: 0.9973637628244943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:37,591] Trial 6954 finished with value: 0.9973608361133569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:39,682] Trial 6955 finished with value: 0.997655996907247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:42,238] Trial 6956 finished with value: 0.9974189964318168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:45,143] Trial 6957 finished with value: 0.9975727855727796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:48,134] Trial 6958 finished with value: 0.997295557204417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:52,740] Trial 6959 finished with value: 0.9975381607852457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:55,005] Trial 6960 finished with value: 0.9956174048734083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:59,131] Trial 6961 finished with value: 0.9966240605228368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:02,980] Trial 6962 finished with value: 0.9973995975245368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:04,661] Trial 6963 finished with value: 0.9966833460135921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:07,125] Trial 6964 finished with value: 0.9944439365596379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:10,848] Trial 6965 finished with value: 0.9974700042954491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:13,181] Trial 6966 finished with value: 0.9971147030550519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:17,513] Trial 6967 finished with value: 0.9976687821741547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:24,871] Trial 6968 finished with value: 0.9853866426982396 and parameters: {'classifier': 'SVC', 'svc_c': 0.015883478266901067, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:27,960] Trial 6969 finished with value: 0.9975224114199458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:31,602] Trial 6970 finished with value: 0.9971882001777524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:34,504] Trial 6971 finished with value: 0.9976591182352331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:37,540] Trial 6972 finished with value: 0.9972411141883696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:42,749] Trial 6973 finished with value: 0.9972807873661553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:47,874] Trial 6974 finished with value: 0.9974438923446706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:49,764] Trial 6975 finished with value: 0.9968993143490241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:57,629] Trial 6976 finished with value: 0.9971404667775098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:59,369] Trial 6977 finished with value: 0.9892195821448446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 40}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:02,799] Trial 6978 finished with value: 0.9969105570584148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:07,653] Trial 6979 finished with value: 0.9973805789643402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:13,566] Trial 6980 finished with value: 0.9972845897578977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:16,813] Trial 6981 finished with value: 0.9975757951515934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:35,988] Trial 6982 finished with value: 0.9963871425977038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:38,838] Trial 6983 finished with value: 0.9970105277218737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:43,486] Trial 6984 finished with value: 0.9973568848073526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:53,730] Trial 6985 finished with value: 0.9967939293255026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:58,524] Trial 6986 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.725631016233696e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:02,242] Trial 6987 finished with value: 0.9962724359285927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:06,609] Trial 6988 finished with value: 0.9973826344064415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:11,121] Trial 6989 finished with value: 0.9974537280808852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:15,012] Trial 6990 finished with value: 0.9973450804639515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:17,915] Trial 6991 finished with value: 0.9972053657836973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:25,094] Trial 6992 finished with value: 0.9972352540376584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:31,849] Trial 6993 finished with value: 0.9972089185885356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:34,721] Trial 6994 finished with value: 0.9972488371320839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:37,177] Trial 6995 finished with value: 0.9961053421298667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:40,352] Trial 6996 finished with value: 0.9974163984936628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:52,277] Trial 6997 finished with value: 0.9968561191521706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:56,004] Trial 6998 finished with value: 0.9974347782649958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:57,906] Trial 6999 finished with value: 0.9970659170036322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:59,882] Trial 7000 finished with value: 0.9824522324205699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 2}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:02,667] Trial 7001 finished with value: 0.9963967554068563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:05,154] Trial 7002 finished with value: 0.9975727499628476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:06,902] Trial 7003 finished with value: 0.9964907305891665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:10,529] Trial 7004 finished with value: 0.9867400897664108 and parameters: {'classifier': 'SVC', 'svc_c': 15944544.852345578, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:20,945] Trial 7005 finished with value: 0.9969195783364481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:25,304] Trial 7006 finished with value: 0.9969494981696269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:37,904] Trial 7007 finished with value: 0.9970050927639088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:41,902] Trial 7008 finished with value: 0.997694648219626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:44,036] Trial 7009 finished with value: 0.9951841847533043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:46,927] Trial 7010 finished with value: 0.9973490543990837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:51,024] Trial 7011 finished with value: 0.9975486438160832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:59,788] Trial 7012 finished with value: 0.997287066108128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:01,993] Trial 7013 finished with value: 0.9972234003735488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:12,766] Trial 7014 finished with value: 0.9971228801364843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:19,797] Trial 7015 finished with value: 0.9969182600707232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:24,911] Trial 7016 finished with value: 0.9971191903508377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:29,361] Trial 7017 finished with value: 0.9974553477615172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:35,959] Trial 7018 finished with value: 0.9971703663301659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:39,081] Trial 7019 finished with value: 0.9973558057184988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:44,109] Trial 7020 finished with value: 0.9975740683237859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:47,779] Trial 7021 finished with value: 0.9974924831127456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:53,153] Trial 7022 finished with value: 0.9972993743860242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:55,735] Trial 7023 finished with value: 0.9952440721534748 and parameters: {'classifier': 'SVC', 'svc_c': 3220.2981974553873, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:00,732] Trial 7024 finished with value: 0.992394678938518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:03,571] Trial 7025 finished with value: 0.997382718321469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:06,123] Trial 7026 finished with value: 0.997500411178556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:10,231] Trial 7027 finished with value: 0.9973137941551663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:22,422] Trial 7028 finished with value: 0.9972604258481419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:25,095] Trial 7029 finished with value: 0.9976389386389052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:28,279] Trial 7030 finished with value: 0.9973529565113314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:33,850] Trial 7031 finished with value: 0.9973658147754261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:37,578] Trial 7032 finished with value: 0.9974272392741934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:42,468] Trial 7033 finished with value: 0.9973565037620356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:55,193] Trial 7034 finished with value: 0.996638916592993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:58,782] Trial 7035 finished with value: 0.9971533008573189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:00,469] Trial 7036 finished with value: 0.9902078182870797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:20,385] Trial 7037 finished with value: 0.9967029701013255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:29,049] Trial 7038 finished with value: 0.9963149008996712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:34,033] Trial 7039 finished with value: 0.9971322810951045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:39,242] Trial 7040 finished with value: 0.9969838830185805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:43,160] Trial 7041 finished with value: 0.9973093889018716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:48,610] Trial 7042 finished with value: 0.9852049898009573 and parameters: {'classifier': 'SVC', 'svc_c': 3.6640843745384656e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:50,985] Trial 7043 finished with value: 0.9972490570440448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:12,519] Trial 7044 finished with value: 0.9958378827528991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:15,639] Trial 7045 finished with value: 0.997739230680415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:18,452] Trial 7046 finished with value: 0.9975473605255325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:21,515] Trial 7047 finished with value: 0.997276001226233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:24,605] Trial 7048 finished with value: 0.9971839646587869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:28,674] Trial 7049 finished with value: 0.9976462567973478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:31,505] Trial 7050 finished with value: 0.9972216189565405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:34,167] Trial 7051 finished with value: 0.9974494272453058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:37,167] Trial 7052 finished with value: 0.9974107367366113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:40,425] Trial 7053 finished with value: 0.9972009812552564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:46,727] Trial 7054 finished with value: 0.9943646043909112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:49,779] Trial 7055 finished with value: 0.997519694432901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:52,365] Trial 7056 finished with value: 0.9967872883905299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:55,172] Trial 7057 finished with value: 0.9973491148915352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:57,911] Trial 7058 finished with value: 0.9974448129978906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:00,781] Trial 7059 finished with value: 0.9973674946628684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:05,350] Trial 7060 finished with value: 0.9974022065709583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:10,291] Trial 7061 finished with value: 0.9865397635221514 and parameters: {'classifier': 'SVC', 'svc_c': 0.6028872435357753, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:13,263] Trial 7062 finished with value: 0.9973882088842476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:16,017] Trial 7063 finished with value: 0.9974343690046791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:18,618] Trial 7064 finished with value: 0.9975375338980973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:22,843] Trial 7065 finished with value: 0.9974508274900457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:25,487] Trial 7066 finished with value: 0.9973077254864031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:27,643] Trial 7067 finished with value: 0.9961542875055819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:30,653] Trial 7068 finished with value: 0.9971692137045801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:33,879] Trial 7069 finished with value: 0.9976986059684254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:37,017] Trial 7070 finished with value: 0.9975061814792511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:41,285] Trial 7071 finished with value: 0.997374707134079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:44,680] Trial 7072 finished with value: 0.9974828225380424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:47,381] Trial 7073 finished with value: 0.9970567852142054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:49,583] Trial 7074 finished with value: 0.9975350522793743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:52,277] Trial 7075 finished with value: 0.9973235236011289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:55,675] Trial 7076 finished with value: 0.9969592775710557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:58,494] Trial 7077 finished with value: 0.9974982205012307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:01,422] Trial 7078 finished with value: 0.9973283514446617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:04,484] Trial 7079 finished with value: 0.9976287886339308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:10,215] Trial 7080 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.7841951042155612e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:26,498] Trial 7081 finished with value: 0.9969133465665783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:29,570] Trial 7082 finished with value: 0.9970283831512375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:32,454] Trial 7083 finished with value: 0.9973971935367354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:35,014] Trial 7084 finished with value: 0.9974212027876684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:38,310] Trial 7085 finished with value: 0.9974206325844227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:42,664] Trial 7086 finished with value: 0.9975284850715606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:45,990] Trial 7087 finished with value: 0.9970919029231803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:49,213] Trial 7088 finished with value: 0.9975069863208467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:51,777] Trial 7089 finished with value: 0.9973075941232041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:55,423] Trial 7090 finished with value: 0.9972524422092556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:58,452] Trial 7091 finished with value: 0.9971951398616484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:03,013] Trial 7092 finished with value: 0.9974874611601708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:06,498] Trial 7093 finished with value: 0.9974010764475493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:09,488] Trial 7094 finished with value: 0.9971750572563657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:20,156] Trial 7095 finished with value: 0.9968132091204157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:21,590] Trial 7096 finished with value: 0.9932723303088992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:25,476] Trial 7097 finished with value: 0.9971819862128489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:28,760] Trial 7098 finished with value: 0.9972561436427142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:34,684] Trial 7099 finished with value: 0.9850770832726535 and parameters: {'classifier': 'SVC', 'svc_c': 1.1074010705421414e-10, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:38,048] Trial 7100 finished with value: 0.9974956269111702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:40,833] Trial 7101 finished with value: 0.9972040445346094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:43,297] Trial 7102 finished with value: 0.9974379228251303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:52,274] Trial 7103 finished with value: 0.9966702435897754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:54,842] Trial 7104 finished with value: 0.9974544695418794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:56,379] Trial 7105 finished with value: 0.9975582016869179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:59,903] Trial 7106 finished with value: 0.997427554971159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:03,277] Trial 7107 finished with value: 0.9969838578186819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:09,861] Trial 7108 finished with value: 0.9972079843832292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:22,977] Trial 7109 finished with value: 0.9965589463018985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:24,774] Trial 7110 finished with value: 0.9955028087156911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:28,048] Trial 7111 finished with value: 0.9975201642174074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:29,969] Trial 7112 finished with value: 0.9966505113709913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:38,624] Trial 7113 finished with value: 0.9972984741720167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:41,859] Trial 7114 finished with value: 0.9973665335755545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:47,457] Trial 7115 finished with value: 0.9967831792201737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:50,667] Trial 7116 finished with value: 0.9975154115927154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:54,264] Trial 7117 finished with value: 0.9974891046759713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:57,877] Trial 7118 finished with value: 0.9871291951155303 and parameters: {'classifier': 'SVC', 'svc_c': 1.9166998570237783, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:01,686] Trial 7119 finished with value: 0.9972860465913264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:05,478] Trial 7120 finished with value: 0.9973069894208532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:07,569] Trial 7121 finished with value: 0.9971555390462917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:15,030] Trial 7122 finished with value: 0.9971655489601425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:24,081] Trial 7123 finished with value: 0.9969846255586635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:28,548] Trial 7124 finished with value: 0.997518910347897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:32,025] Trial 7125 finished with value: 0.9976581732390382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:34,797] Trial 7126 finished with value: 0.997444216007851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:40,334] Trial 7127 finished with value: 0.9972170565688657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:42,696] Trial 7128 finished with value: 0.9974346280812179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:56,351] Trial 7129 finished with value: 0.9972640657417978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:59,706] Trial 7130 finished with value: 0.9975432044148115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:06,544] Trial 7131 finished with value: 0.9972595512783635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:10,949] Trial 7132 finished with value: 0.9971019845012261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:26,526] Trial 7133 finished with value: 0.996585790922271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:28,825] Trial 7134 finished with value: 0.9973375498519563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:32,603] Trial 7135 finished with value: 0.9972143158418662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:34,722] Trial 7136 finished with value: 0.9852347334570121 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007092145671982118, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:36,246] Trial 7137 finished with value: 0.9962170997760914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:39,522] Trial 7138 finished with value: 0.9974029586006758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:44,102] Trial 7139 finished with value: 0.9972767467814173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:47,862] Trial 7140 finished with value: 0.9974673657962495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:49,452] Trial 7141 finished with value: 0.9886088371818692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:56,893] Trial 7142 finished with value: 0.9971590654769287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:03,725] Trial 7143 finished with value: 0.9971475599459261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:07,234] Trial 7144 finished with value: 0.9976277981255764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:29,979] Trial 7145 finished with value: 0.9965339815812615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:33,081] Trial 7146 finished with value: 0.9971289116084202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:35,097] Trial 7147 finished with value: 0.9964313113866069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:37,256] Trial 7148 finished with value: 0.9972863100476963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:39,403] Trial 7149 finished with value: 0.9966731339610088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:42,867] Trial 7150 finished with value: 0.9970561647698521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:46,431] Trial 7151 finished with value: 0.9973713066394588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:51,316] Trial 7152 finished with value: 0.9969609711057984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:54,896] Trial 7153 finished with value: 0.9973643974239542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:58,111] Trial 7154 finished with value: 0.9974471756946741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:02,047] Trial 7155 finished with value: 0.9868222023345217 and parameters: {'classifier': 'SVC', 'svc_c': 544240.8559281654, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:06,268] Trial 7156 finished with value: 0.9977023794151961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:19,827] Trial 7157 finished with value: 0.9968698571593224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:23,066] Trial 7158 finished with value: 0.9974578987910437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:36,785] Trial 7159 finished with value: 0.9966623157143926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:38,555] Trial 7160 finished with value: 0.9965167079077416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:41,929] Trial 7161 finished with value: 0.9960082024242783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:47,410] Trial 7162 finished with value: 0.9973521513206188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:51,178] Trial 7163 finished with value: 0.997396622952635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:53,726] Trial 7164 finished with value: 0.9972535034931435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:59,553] Trial 7165 finished with value: 0.9974279646440686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:04,234] Trial 7166 finished with value: 0.9973895159782288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:13,039] Trial 7167 finished with value: 0.9972473583042852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:16,340] Trial 7168 finished with value: 0.9970435521254234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:33,932] Trial 7169 finished with value: 0.9958047110537208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:38,471] Trial 7170 finished with value: 0.9975697096617394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:41,922] Trial 7171 finished with value: 0.9974216904723545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:47,967] Trial 7172 finished with value: 0.9965508868094134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:51,601] Trial 7173 finished with value: 0.997173722582143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:54,218] Trial 7174 finished with value: 0.9962134516305792 and parameters: {'classifier': 'SVC', 'svc_c': 13783.890644185201, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:58,978] Trial 7175 finished with value: 0.997482463550571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:02,002] Trial 7176 finished with value: 0.9974753789196518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:06,603] Trial 7177 finished with value: 0.9972497974259502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:12,018] Trial 7178 finished with value: 0.9974591250803125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:21,810] Trial 7179 finished with value: 0.9971257104913347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:27,166] Trial 7180 finished with value: 0.9973899947128251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:32,485] Trial 7181 finished with value: 0.9975921265583784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:36,859] Trial 7182 finished with value: 0.9973641726243555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:41,773] Trial 7183 finished with value: 0.9972484941722558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:44,165] Trial 7184 finished with value: 0.995645317791746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:45,793] Trial 7185 finished with value: 0.9933161789257916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:47,899] Trial 7186 finished with value: 0.9971214223191806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:50,304] Trial 7187 finished with value: 0.9967297833963832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:54,991] Trial 7188 finished with value: 0.9974191474725185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:59,047] Trial 7189 finished with value: 0.9976378207663283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:02,518] Trial 7190 finished with value: 0.997036214765547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:14,528] Trial 7191 finished with value: 0.9970035584899858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:21,061] Trial 7192 finished with value: 0.9853961476302446 and parameters: {'classifier': 'SVC', 'svc_c': 0.07530232311147478, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:25,485] Trial 7193 finished with value: 0.9976396191631172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:27,892] Trial 7194 finished with value: 0.9973663958647739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:30,278] Trial 7195 finished with value: 0.9971704252991979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:31,950] Trial 7196 finished with value: 0.9967462683194267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:35,432] Trial 7197 finished with value: 0.9975456031341201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:39,689] Trial 7198 finished with value: 0.9974556099483708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:41,587] Trial 7199 finished with value: 0.9899143288113971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:46,635] Trial 7200 finished with value: 0.9973737643277998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:49,469] Trial 7201 finished with value: 0.9956793531746007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 16}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:55,630] Trial 7202 finished with value: 0.9965127863084188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:58,861] Trial 7203 finished with value: 0.9975552380963321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:06,437] Trial 7204 finished with value: 0.9972827698110697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:09,302] Trial 7205 finished with value: 0.997376059962385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:14,684] Trial 7206 finished with value: 0.9971542337613709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:18,856] Trial 7207 finished with value: 0.9974793154357912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:22,356] Trial 7208 finished with value: 0.9972480478738008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:25,852] Trial 7209 finished with value: 0.9972041659003676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:27,767] Trial 7210 finished with value: 0.9951871252069554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:30,000] Trial 7211 finished with value: 0.9906406367004891 and parameters: {'classifier': 'SVC', 'svc_c': 7.635390424498727, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:34,619] Trial 7212 finished with value: 0.9975898002014988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:38,322] Trial 7213 finished with value: 0.9973960610647211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:41,977] Trial 7214 finished with value: 0.997554379649411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:56,346] Trial 7215 finished with value: 0.9970751687306115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:08,855] Trial 7216 finished with value: 0.9966641815542348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:11,173] Trial 7217 finished with value: 0.996654209027639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:15,177] Trial 7218 finished with value: 0.9973521331030599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:21,758] Trial 7219 finished with value: 0.9972497559762431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:26,037] Trial 7220 finished with value: 0.9973465808100513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:28,944] Trial 7221 finished with value: 0.9974320331264271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:33,861] Trial 7222 finished with value: 0.9974171136439319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:36,790] Trial 7223 finished with value: 0.9973970973074001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:46,313] Trial 7224 finished with value: 0.9968989339702032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:49,133] Trial 7225 finished with value: 0.9969485159766043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:54,971] Trial 7226 finished with value: 0.9972672518468532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:58,477] Trial 7227 finished with value: 0.9973718981388404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:01,938] Trial 7228 finished with value: 0.9974692923824467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:07,119] Trial 7229 finished with value: 0.9974125437343732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:11,748] Trial 7230 finished with value: 0.9879625365267959 and parameters: {'classifier': 'SVC', 'svc_c': 49298.82364148158, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:15,946] Trial 7231 finished with value: 0.9971989106741729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:20,280] Trial 7232 finished with value: 0.9974820570514521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:23,361] Trial 7233 finished with value: 0.9962054980157533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:40,149] Trial 7234 finished with value: 0.9968999981105027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:44,081] Trial 7235 finished with value: 0.9974483853215416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:53,645] Trial 7236 finished with value: 0.996397617789278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:57,478] Trial 7237 finished with value: 0.9974534950294306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:00,648] Trial 7238 finished with value: 0.9975800214030901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:12,416] Trial 7239 finished with value: 0.996352237532709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:15,665] Trial 7240 finished with value: 0.9952554057284947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:17,720] Trial 7241 finished with value: 0.9942616202131381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:22,172] Trial 7242 finished with value: 0.9892391922044229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:24,578] Trial 7243 finished with value: 0.9968527390015492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:32,473] Trial 7244 finished with value: 0.9970092705198829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:36,890] Trial 7245 finished with value: 0.9973905622818244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:46,763] Trial 7246 finished with value: 0.9971851289639223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:47,947] Trial 7247 finished with value: 0.9969256522419659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 11}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:50,999] Trial 7248 finished with value: 0.997397367619158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:18,297] Trial 7249 finished with value: 0.9896104580566082 and parameters: {'classifier': 'SVC', 'svc_c': 4581755000.438417, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:22,275] Trial 7250 finished with value: 0.9972652996799024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:31,704] Trial 7251 finished with value: 0.9959244478320488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:35,164] Trial 7252 finished with value: 0.9977260611309239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:39,761] Trial 7253 finished with value: 0.9976396667382406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:42,130] Trial 7254 finished with value: 0.9973379903106361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:44,520] Trial 7255 finished with value: 0.997073262488413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 42}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:51,379] Trial 7256 finished with value: 0.9974197394479685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:04,390] Trial 7257 finished with value: 0.9970040497610556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:18,184] Trial 7258 finished with value: 0.9964155456128089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:22,398] Trial 7259 finished with value: 0.9972692919912832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:26,404] Trial 7260 finished with value: 0.9974326063130361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:31,553] Trial 7261 finished with value: 0.9973883658916759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:35,960] Trial 7262 finished with value: 0.9976425970357615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:37,437] Trial 7263 finished with value: 0.9969476407720682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:39,619] Trial 7264 finished with value: 0.9971140254507276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:48,470] Trial 7265 finished with value: 0.9968524126406466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:51,456] Trial 7266 finished with value: 0.997218654509031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:54,647] Trial 7267 finished with value: 0.993099321738523 and parameters: {'classifier': 'SVC', 'svc_c': 1418.833746675305, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:59,305] Trial 7268 finished with value: 0.9974357862291994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:01,995] Trial 7269 finished with value: 0.9970776872287829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:07,107] Trial 7270 finished with value: 0.9972036040759296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:10,293] Trial 7271 finished with value: 0.9976309453199571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:15,370] Trial 7272 finished with value: 0.9974349364149889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:18,678] Trial 7273 finished with value: 0.9973012659653094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:20,583] Trial 7274 finished with value: 0.9971660862829159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:25,197] Trial 7275 finished with value: 0.9970180987997007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:28,727] Trial 7276 finished with value: 0.997504074812167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:33,648] Trial 7277 finished with value: 0.9975495274311651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:39,069] Trial 7278 finished with value: 0.9973585508570674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:00,256] Trial 7279 finished with value: 0.9958964905441162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 71, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:02,784] Trial 7280 finished with value: 0.997514212947164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:05,852] Trial 7281 finished with value: 0.9973915592964498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:08,390] Trial 7282 finished with value: 0.9913428453299428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:12,390] Trial 7283 finished with value: 0.9976108163138537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:17,033] Trial 7284 finished with value: 0.9975675990274167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:20,384] Trial 7285 finished with value: 0.9972495733563235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:25,299] Trial 7286 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.8048682740210678e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:28,284] Trial 7287 finished with value: 0.9973124066373277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:32,851] Trial 7288 finished with value: 0.997554209756392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:34,891] Trial 7289 finished with value: 0.9929748586462283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:39,256] Trial 7290 finished with value: 0.997233457513406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:48,436] Trial 7291 finished with value: 0.9972813821662792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:51,166] Trial 7292 finished with value: 0.9973349787323343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:57,154] Trial 7293 finished with value: 0.9975347590528473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:58,395] Trial 7294 finished with value: 0.9866401455723669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:02,826] Trial 7295 finished with value: 0.9972664757280638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:06,889] Trial 7296 finished with value: 0.9972353822270666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:12,815] Trial 7297 finished with value: 0.9975900734014064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:21,315] Trial 7298 finished with value: 0.9971562453734224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:24,909] Trial 7299 finished with value: 0.99739315215855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:31,379] Trial 7300 finished with value: 0.9970934006032959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:34,706] Trial 7301 finished with value: 0.9969679103453636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:36,109] Trial 7302 finished with value: 0.9967637465120225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 33}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:40,976] Trial 7303 finished with value: 0.9963594449575922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:44,986] Trial 7304 finished with value: 0.9867022474532933 and parameters: {'classifier': 'SVC', 'svc_c': 4408253.6659211535, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:48,205] Trial 7305 finished with value: 0.9976276557493237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:51,208] Trial 7306 finished with value: 0.9975817594978548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:53,976] Trial 7307 finished with value: 0.9973999587336618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:01,149] Trial 7308 finished with value: 0.9968992261493793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:04,322] Trial 7309 finished with value: 0.9967748457343335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:07,885] Trial 7310 finished with value: 0.9974008979535576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:14,341] Trial 7311 finished with value: 0.9953704586899139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:17,072] Trial 7312 finished with value: 0.996725269885086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:20,329] Trial 7313 finished with value: 0.9973252437322381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:23,188] Trial 7314 finished with value: 0.9974306126963784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:27,290] Trial 7315 finished with value: 0.9976243111451586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:40,186] Trial 7316 finished with value: 0.9969835689085099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:45,015] Trial 7317 finished with value: 0.9970577272905129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:49,344] Trial 7318 finished with value: 0.9972971775198071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:59,109] Trial 7319 finished with value: 0.9970369440391847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:06,129] Trial 7320 finished with value: 0.9970520970809412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:08,838] Trial 7321 finished with value: 0.9972019162222723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:12,568] Trial 7322 finished with value: 0.9973003422969883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:15,802] Trial 7323 finished with value: 0.9974767485690487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:23,064] Trial 7324 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.645435540123751e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:37,566] Trial 7325 finished with value: 0.9965025001478213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:41,684] Trial 7326 finished with value: 0.9971942303801719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:45,789] Trial 7327 finished with value: 0.997338940162731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:47,697] Trial 7328 finished with value: 0.997141988641911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:51,709] Trial 7329 finished with value: 0.9974633897346773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:54,172] Trial 7330 finished with value: 0.9954246479931291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:57,065] Trial 7331 finished with value: 0.9975488282450634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:01,913] Trial 7332 finished with value: 0.9974706313730248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:15,422] Trial 7333 finished with value: 0.9964625453913204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:31,246] Trial 7334 finished with value: 0.9963567883677853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:34,496] Trial 7335 finished with value: 0.9975336466391903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:36,456] Trial 7336 finished with value: 0.9972548123961854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:55,673] Trial 7337 finished with value: 0.9957994742355124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 64, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:59,356] Trial 7338 finished with value: 0.9974592159459417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:11,549] Trial 7339 finished with value: 0.9967462072874308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:16,508] Trial 7340 finished with value: 0.9973697105400924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:25,515] Trial 7341 finished with value: 0.9968737831702145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:30,752] Trial 7342 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014622111868319192, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:34,835] Trial 7343 finished with value: 0.9974693842954266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:38,083] Trial 7344 finished with value: 0.9974487581467407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:44,858] Trial 7345 finished with value: 0.9972946406771249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:53,279] Trial 7346 finished with value: 0.997205345027106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:56,070] Trial 7347 finished with value: 0.996464203950889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:02,763] Trial 7348 finished with value: 0.9971355475605415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:07,695] Trial 7349 finished with value: 0.9973195377325433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:11,882] Trial 7350 finished with value: 0.9976219958648086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:14,517] Trial 7351 finished with value: 0.9972838834307668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:18,191] Trial 7352 finished with value: 0.9975501559369467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:33,488] Trial 7353 finished with value: 0.9965321560168237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:36,984] Trial 7354 finished with value: 0.9976939153913423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:53,645] Trial 7355 finished with value: 0.996115240389759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 53, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:57,392] Trial 7356 finished with value: 0.9974247659708021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:00,728] Trial 7357 finished with value: 0.9967497537129494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:14,552] Trial 7358 finished with value: 0.9969436450012554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:20,192] Trial 7359 finished with value: 0.9972676015351176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:23,710] Trial 7360 finished with value: 0.9940929056864292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:29,640] Trial 7361 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.92605017077431e-07, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:34,280] Trial 7362 finished with value: 0.9969310530816803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:37,889] Trial 7363 finished with value: 0.9971104197705355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:39,675] Trial 7364 finished with value: 0.9971083781344238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:46,739] Trial 7365 finished with value: 0.9966174999165075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:48,693] Trial 7366 finished with value: 0.9974576413331384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:51,017] Trial 7367 finished with value: 0.9974259269434573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:58,400] Trial 7368 finished with value: 0.9970926241036516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:00,964] Trial 7369 finished with value: 0.9974794082691706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:06,251] Trial 7370 finished with value: 0.9971348852538883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:08,502] Trial 7371 finished with value: 0.9974425213305436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:09,989] Trial 7372 finished with value: 0.9957042390900135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 26}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:13,287] Trial 7373 finished with value: 0.9968925502074946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:17,610] Trial 7374 finished with value: 0.9973049439127166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:20,261] Trial 7375 finished with value: 0.9973482952600751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:24,757] Trial 7376 finished with value: 0.9973220837792187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:27,741] Trial 7377 finished with value: 0.9972828771486727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:32,345] Trial 7378 finished with value: 0.9976640183142433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:38,834] Trial 7379 finished with value: 0.9853433806296149 and parameters: {'classifier': 'SVC', 'svc_c': 0.0030417964130542755, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:42,626] Trial 7380 finished with value: 0.9974464356301477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:49,026] Trial 7381 finished with value: 0.9961728534514803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 71, 'rf_n_estimators': 29}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:52,205] Trial 7382 finished with value: 0.9976329036123239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:56,540] Trial 7383 finished with value: 0.9973601712359333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:00,706] Trial 7384 finished with value: 0.9973667310488148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:22,046] Trial 7385 finished with value: 0.9959127896099735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:31,405] Trial 7386 finished with value: 0.9970654063089631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:34,568] Trial 7387 finished with value: 0.9974587925622561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:41,655] Trial 7388 finished with value: 0.9971998114912005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:45,342] Trial 7389 finished with value: 0.9971231456875561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:48,349] Trial 7390 finished with value: 0.9974069431045315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:51,491] Trial 7391 finished with value: 0.9896805090773156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:56,091] Trial 7392 finished with value: 0.9974317082572064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:00,991] Trial 7393 finished with value: 0.9969023774379501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:06,341] Trial 7394 finished with value: 0.9971796430031402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:24,840] Trial 7395 finished with value: 0.9965977736009743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:27,722] Trial 7396 finished with value: 0.9956332126047199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:31,178] Trial 7397 finished with value: 0.9971203570363162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:37,602] Trial 7398 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.727375741109972e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:39,571] Trial 7399 finished with value: 0.9969336991662398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:42,890] Trial 7400 finished with value: 0.9975446346201357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:44,402] Trial 7401 finished with value: 0.9971181865125623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:49,806] Trial 7402 finished with value: 0.9972624922080836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:02,652] Trial 7403 finished with value: 0.9963461627067917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:09,296] Trial 7404 finished with value: 0.9975931378233241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:12,157] Trial 7405 finished with value: 0.9973629246898339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:15,980] Trial 7406 finished with value: 0.9976834001147911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:20,532] Trial 7407 finished with value: 0.997557401479057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:23,536] Trial 7408 finished with value: 0.9972661967518572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:27,944] Trial 7409 finished with value: 0.9974498986484456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:34,876] Trial 7410 finished with value: 0.9969508266232198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:37,088] Trial 7411 finished with value: 0.9969731450053944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:43,388] Trial 7412 finished with value: 0.9973361977536223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:46,883] Trial 7413 finished with value: 0.997663869209554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:50,301] Trial 7414 finished with value: 0.9971455865463156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:51,692] Trial 7415 finished with value: 0.9931370975289865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:56,736] Trial 7416 finished with value: 0.9973153499791284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:00,581] Trial 7417 finished with value: 0.9909662604583686 and parameters: {'classifier': 'SVC', 'svc_c': 23.972072261167337, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:04,536] Trial 7418 finished with value: 0.9974438995809134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:07,890] Trial 7419 finished with value: 0.9972248744089235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:14,575] Trial 7420 finished with value: 0.9973719259412474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:16,479] Trial 7421 finished with value: 0.9971807713492268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:20,381] Trial 7422 finished with value: 0.9970086949529309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:22,580] Trial 7423 finished with value: 0.9971346842577202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:24,653] Trial 7424 finished with value: 0.9970731867935037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:28,469] Trial 7425 finished with value: 0.9973124893463146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:32,739] Trial 7426 finished with value: 0.9973667673887188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:37,618] Trial 7427 finished with value: 0.9974990153453853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:38,505] Trial 7428 finished with value: 0.9946512044555437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 9}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:42,916] Trial 7429 finished with value: 0.9972079554382575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:46,901] Trial 7430 finished with value: 0.9974583497867089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:51,992] Trial 7431 finished with value: 0.997354745418486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:56,481] Trial 7432 finished with value: 0.997304297221114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:58,831] Trial 7433 finished with value: 0.9975308106984683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:03,412] Trial 7434 finished with value: 0.9970641522490253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:05,825] Trial 7435 finished with value: 0.9932766319061882 and parameters: {'classifier': 'SVC', 'svc_c': 149.09838483169383, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:12,173] Trial 7436 finished with value: 0.9970004065983952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:16,527] Trial 7437 finished with value: 0.9973021699561279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:21,900] Trial 7438 finished with value: 0.9974908955191383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:24,816] Trial 7439 finished with value: 0.9967466632659475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:27,994] Trial 7440 finished with value: 0.9975787404611447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:31,580] Trial 7441 finished with value: 0.9976944960046216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:35,869] Trial 7442 finished with value: 0.9976047343151694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:38,445] Trial 7443 finished with value: 0.9975607026657646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:53,401] Trial 7444 finished with value: 0.9968899850228613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:11,401] Trial 7445 finished with value: 0.9962021334484445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:14,962] Trial 7446 finished with value: 0.9975578399382486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:19,780] Trial 7447 finished with value: 0.9974998469737747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:22,517] Trial 7448 finished with value: 0.9973878144137956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:25,857] Trial 7449 finished with value: 0.9973789257684779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:30,069] Trial 7450 finished with value: 0.9977077846030037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:34,037] Trial 7451 finished with value: 0.9971646570614667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:42,925] Trial 7452 finished with value: 0.9972427863952383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:47,089] Trial 7453 finished with value: 0.9971483930977351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:53,665] Trial 7454 finished with value: 0.9940186407285333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:00,118] Trial 7455 finished with value: 0.9854043378511707 and parameters: {'classifier': 'SVC', 'svc_c': 0.27509354643142453, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:03,708] Trial 7456 finished with value: 0.9973372405025721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:06,253] Trial 7457 finished with value: 0.9969627179602255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:13,543] Trial 7458 finished with value: 0.9974409125677518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:16,123] Trial 7459 finished with value: 0.9943156066793866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:21,303] Trial 7460 finished with value: 0.9974113330601547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:25,936] Trial 7461 finished with value: 0.9971961594101879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:39,793] Trial 7462 finished with value: 0.9965443427067964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:44,029] Trial 7463 finished with value: 0.997566283840269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:45,659] Trial 7464 finished with value: 0.9890711242106268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:48,275] Trial 7465 finished with value: 0.9963273232753448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:51,210] Trial 7466 finished with value: 0.9976722331003097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:55,208] Trial 7467 finished with value: 0.9972795982419761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:00,238] Trial 7468 finished with value: 0.9974540719928505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:02,776] Trial 7469 finished with value: 0.9972810245435378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:06,178] Trial 7470 finished with value: 0.9973635503709417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:09,917] Trial 7471 finished with value: 0.9968414575401735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:21,982] Trial 7472 finished with value: 0.9969642978097836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:29,315] Trial 7473 finished with value: 0.9850764277579126 and parameters: {'classifier': 'SVC', 'svc_c': 4.937606039860028e-10, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:32,246] Trial 7474 finished with value: 0.9973575566988538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:36,905] Trial 7475 finished with value: 0.9973792542875581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:38,444] Trial 7476 finished with value: 0.996970952963339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 37}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:42,753] Trial 7477 finished with value: 0.9976181960755746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:46,387] Trial 7478 finished with value: 0.9960489296814471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:48,189] Trial 7479 finished with value: 0.9968847151337531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:59,375] Trial 7480 finished with value: 0.9969046323527998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:04,243] Trial 7481 finished with value: 0.9971289415690047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:07,726] Trial 7482 finished with value: 0.9974917867830558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:11,450] Trial 7483 finished with value: 0.9972216480284638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:15,198] Trial 7484 finished with value: 0.9973747858123517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:20,135] Trial 7485 finished with value: 0.9971178686574188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:24,283] Trial 7486 finished with value: 0.9976320243453355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:27,213] Trial 7487 finished with value: 0.9973100011578446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:31,091] Trial 7488 finished with value: 0.996596608914984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:43,037] Trial 7489 finished with value: 0.9961068683423612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:47,204] Trial 7490 finished with value: 0.9975464266376052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:51,404] Trial 7491 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 630998535.6535605, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:57,425] Trial 7492 finished with value: 0.9972435834293086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:02,818] Trial 7493 finished with value: 0.997402472534623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:06,220] Trial 7494 finished with value: 0.9976556745135831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:08,742] Trial 7495 finished with value: 0.9972846132122113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:13,429] Trial 7496 finished with value: 0.9971749716909671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:16,005] Trial 7497 finished with value: 0.9970113724580189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:26,275] Trial 7498 finished with value: 0.9965696236004677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:29,579] Trial 7499 finished with value: 0.9972932656957596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:33,480] Trial 7500 finished with value: 0.9970617726041989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:35,363] Trial 7501 finished with value: 0.996904972265789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:40,166] Trial 7502 finished with value: 0.9975747619557535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:43,493] Trial 7503 finished with value: 0.9931200184088395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:48,300] Trial 7504 finished with value: 0.9974303442888948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:49,731] Trial 7505 finished with value: 0.9970533598053278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:53,493] Trial 7506 finished with value: 0.9973807904657553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:55,710] Trial 7507 finished with value: 0.9973546715643753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:00,551] Trial 7508 finished with value: 0.9974131318060607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:06,238] Trial 7509 finished with value: 0.997261000336005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:10,207] Trial 7510 finished with value: 0.9974366281724087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:15,478] Trial 7511 finished with value: 0.9974669351763209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:18,933] Trial 7512 finished with value: 0.9962836186216003 and parameters: {'classifier': 'SVC', 'svc_c': 92892.22391360378, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:24,397] Trial 7513 finished with value: 0.9976003777478247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:27,498] Trial 7514 finished with value: 0.9974896404118493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:31,679] Trial 7515 finished with value: 0.9973075915841716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:33,464] Trial 7516 finished with value: 0.996377855356006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:36,770] Trial 7517 finished with value: 0.9973442384890041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:41,702] Trial 7518 finished with value: 0.997104056954846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:44,380] Trial 7519 finished with value: 0.9973106081453249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:47,012] Trial 7520 finished with value: 0.9975360478657939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:48,999] Trial 7521 finished with value: 0.9910007311900996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:51,260] Trial 7522 finished with value: 0.9959665745087717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:56,672] Trial 7523 finished with value: 0.997388771629085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:59,433] Trial 7524 finished with value: 0.9965120152359567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:04,458] Trial 7525 finished with value: 0.9973821471026102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:07,141] Trial 7526 finished with value: 0.9956434421131526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:10,517] Trial 7527 finished with value: 0.9974041734008222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:15,432] Trial 7528 finished with value: 0.9974870582156976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:18,587] Trial 7529 finished with value: 0.9973408919488267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:24,461] Trial 7530 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.057587780644729e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:27,597] Trial 7531 finished with value: 0.9974467091474343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:31,695] Trial 7532 finished with value: 0.997249057678803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:47,283] Trial 7533 finished with value: 0.9964423002244756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:52,639] Trial 7534 finished with value: 0.9974819911635562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:55,525] Trial 7535 finished with value: 0.9974578111309432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:58,792] Trial 7536 finished with value: 0.9972234015161136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:02,306] Trial 7537 finished with value: 0.9973239064237687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:06,851] Trial 7538 finished with value: 0.9976244081362039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:13,876] Trial 7539 finished with value: 0.9972052773936252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:17,676] Trial 7540 finished with value: 0.9972011752373465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:21,707] Trial 7541 finished with value: 0.9976444913127688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:33,286] Trial 7542 finished with value: 0.9967035235152183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:38,404] Trial 7543 finished with value: 0.9971486006953879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:43,435] Trial 7544 finished with value: 0.9974292530126844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:47,212] Trial 7545 finished with value: 0.997343785779492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:01,464] Trial 7546 finished with value: 0.9964842944271727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:07,814] Trial 7547 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5440442294533616e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:10,774] Trial 7548 finished with value: 0.997675782699619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:23,242] Trial 7549 finished with value: 0.9969181925641942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:29,087] Trial 7550 finished with value: 0.9973692941070084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:30,875] Trial 7551 finished with value: 0.9970036342166332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:47,585] Trial 7552 finished with value: 0.9967438135509733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:50,220] Trial 7553 finished with value: 0.9973541042175412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:59,454] Trial 7554 finished with value: 0.9967465012121918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:03,338] Trial 7555 finished with value: 0.997089733478515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:05,357] Trial 7556 finished with value: 0.9972607515108104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:10,552] Trial 7557 finished with value: 0.9973378437449796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:14,301] Trial 7558 finished with value: 0.9969169264438514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:18,145] Trial 7559 finished with value: 0.9973578631918262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:35,901] Trial 7560 finished with value: 0.9962445182813067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 67, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:38,741] Trial 7561 finished with value: 0.9974838224090794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:47,729] Trial 7562 finished with value: 0.9948418866288115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:53,833] Trial 7563 finished with value: 0.9972947809904138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:57,488] Trial 7564 finished with value: 0.9974874522735567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:02,917] Trial 7565 finished with value: 0.9971376512442623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:05,898] Trial 7566 finished with value: 0.9973628667046769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:08,908] Trial 7567 finished with value: 0.9928203307419933 and parameters: {'classifier': 'SVC', 'svc_c': 514.5501904144534, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:12,091] Trial 7568 finished with value: 0.9969228401998883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:33,824] Trial 7569 finished with value: 0.995924860710487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:37,643] Trial 7570 finished with value: 0.9974517639170055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:41,609] Trial 7571 finished with value: 0.9951369578265888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:45,641] Trial 7572 finished with value: 0.997552735911445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:02,261] Trial 7573 finished with value: 0.9960563620328807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:07,014] Trial 7574 finished with value: 0.997171272161783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:17,032] Trial 7575 finished with value: 0.9968885876027954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:29,981] Trial 7576 finished with value: 0.9971772278435956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:49,105] Trial 7577 finished with value: 0.9960680843337909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:50,712] Trial 7578 finished with value: 0.9931993098260931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:53,915] Trial 7579 finished with value: 0.9970316034062812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:58,662] Trial 7580 finished with value: 0.9974598651131009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:02,476] Trial 7581 finished with value: 0.9974691412782691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:07,733] Trial 7582 finished with value: 0.9970361181236186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:11,434] Trial 7583 finished with value: 0.9973106019881709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:16,058] Trial 7584 finished with value: 0.9973137961229166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:20,435] Trial 7585 finished with value: 0.9951967807035936 and parameters: {'classifier': 'SVC', 'svc_c': 236118.49832069877, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:23,421] Trial 7586 finished with value: 0.9974843856617231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:31,633] Trial 7587 finished with value: 0.997005355490307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:35,738] Trial 7588 finished with value: 0.9973493463878325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:39,956] Trial 7589 finished with value: 0.9975273095312058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:41,564] Trial 7590 finished with value: 0.9971027042534918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:45,148] Trial 7591 finished with value: 0.9974550669127739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:47,569] Trial 7592 finished with value: 0.9974021062791708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:50,476] Trial 7593 finished with value: 0.9974508984560068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:54,013] Trial 7594 finished with value: 0.9968432447652189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:55,729] Trial 7595 finished with value: 0.9964026743679101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:56,681] Trial 7596 finished with value: 0.9891919994594339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:58,067] Trial 7597 finished with value: 0.9971409765200416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:05,874] Trial 7598 finished with value: 0.9970803889816322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:08,546] Trial 7599 finished with value: 0.9970357141000564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:10,271] Trial 7600 finished with value: 0.9975695010484734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:14,077] Trial 7601 finished with value: 0.9972996252424449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:20,866] Trial 7602 finished with value: 0.9969033598531377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:25,685] Trial 7603 finished with value: 0.9866175447545539 and parameters: {'classifier': 'SVC', 'svc_c': 11677667.90705122, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:43,845] Trial 7604 finished with value: 0.9968715902394978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:45,465] Trial 7605 finished with value: 0.9969910485811636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:49,119] Trial 7606 finished with value: 0.9973415223906207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:52,003] Trial 7607 finished with value: 0.9970022446993062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:57,053] Trial 7608 finished with value: 0.9973934341181199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:01,785] Trial 7609 finished with value: 0.9974418365851899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:05,833] Trial 7610 finished with value: 0.9973520686116318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:08,902] Trial 7611 finished with value: 0.9973942439108289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:11,813] Trial 7612 finished with value: 0.9973541950196946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:15,447] Trial 7613 finished with value: 0.997403358530048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:20,250] Trial 7614 finished with value: 0.9974050951331309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:22,703] Trial 7615 finished with value: 0.9972283659278621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:30,005] Trial 7616 finished with value: 0.9968140960045021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:36,497] Trial 7617 finished with value: 0.9969500596132099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:42,192] Trial 7618 finished with value: 0.997324000685354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:06,685] Trial 7619 finished with value: 0.9960277827771753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 69, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:11,098] Trial 7620 finished with value: 0.9971720852869722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:14,718] Trial 7621 finished with value: 0.9975984668401537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:21,871] Trial 7622 finished with value: 0.9853840203853728 and parameters: {'classifier': 'SVC', 'svc_c': 0.04493529981335755, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:25,682] Trial 7623 finished with value: 0.997488856390321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:30,543] Trial 7624 finished with value: 0.9976237002856535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:37,104] Trial 7625 finished with value: 0.9973386534424749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:41,174] Trial 7626 finished with value: 0.9972059980028142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:44,930] Trial 7627 finished with value: 0.9973233633246962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:48,257] Trial 7628 finished with value: 0.9975943282170197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:53,109] Trial 7629 finished with value: 0.9974919078314349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:55,909] Trial 7630 finished with value: 0.994981647106866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:58,495] Trial 7631 finished with value: 0.9975296356341822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:02,287] Trial 7632 finished with value: 0.9963722461886673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:05,889] Trial 7633 finished with value: 0.9969884205237357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:10,285] Trial 7634 finished with value: 0.9971625946370256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:15,311] Trial 7635 finished with value: 0.9974970013212531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:17,039] Trial 7636 finished with value: 0.9962632641494024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:19,381] Trial 7637 finished with value: 0.9975324393609282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:23,292] Trial 7638 finished with value: 0.9973846338311364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:28,397] Trial 7639 finished with value: 0.9972876647168009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:32,386] Trial 7640 finished with value: 0.9972894484824145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:36,414] Trial 7641 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 8415777770.205259, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:51,268] Trial 7642 finished with value: 0.9963799200021007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:55,122] Trial 7643 finished with value: 0.9975442021594084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:03,046] Trial 7644 finished with value: 0.9971381718094205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:07,165] Trial 7645 finished with value: 0.9974418436627434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:12,609] Trial 7646 finished with value: 0.9975136561373151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:15,232] Trial 7647 finished with value: 0.9974189554899161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:18,715] Trial 7648 finished with value: 0.9972477901937301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:23,512] Trial 7649 finished with value: 0.9973761510819172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:32,773] Trial 7650 finished with value: 0.9971574046322308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:36,834] Trial 7651 finished with value: 0.997607718281492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:41,637] Trial 7652 finished with value: 0.9974945337941611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:46,571] Trial 7653 finished with value: 0.9973427132603847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:51,730] Trial 7654 finished with value: 0.9975004396157211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:54,664] Trial 7655 finished with value: 0.9975353035801257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:57,273] Trial 7656 finished with value: 0.9972417532628745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:00,952] Trial 7657 finished with value: 0.9975985027039892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:04,906] Trial 7658 finished with value: 0.9975550389092246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:13,950] Trial 7659 finished with value: 0.9970854604770807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:17,797] Trial 7660 finished with value: 0.9976771356231385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:20,806] Trial 7661 finished with value: 0.997326479891996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:27,796] Trial 7662 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.02071011036339e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:29,536] Trial 7663 finished with value: 0.9969909336582007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:35,057] Trial 7664 finished with value: 0.9971520337848391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:37,358] Trial 7665 finished with value: 0.9956796434177644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:40,421] Trial 7666 finished with value: 0.9973518816436191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:43,756] Trial 7667 finished with value: 0.9974213960715247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:45,924] Trial 7668 finished with value: 0.9970020682365407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:50,902] Trial 7669 finished with value: 0.9976807485713114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:54,380] Trial 7670 finished with value: 0.9972614548863157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:56,952] Trial 7671 finished with value: 0.9974191444574171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:59,971] Trial 7672 finished with value: 0.9974392842861469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:03,833] Trial 7673 finished with value: 0.9973538644376504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:07,982] Trial 7674 finished with value: 0.9973187333670165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:13,134] Trial 7675 finished with value: 0.9973510630595096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:17,059] Trial 7676 finished with value: 0.9970228511070137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:24,577] Trial 7677 finished with value: 0.9968551215027873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:28,247] Trial 7678 finished with value: 0.9866100072554329 and parameters: {'classifier': 'SVC', 'svc_c': 40462076.50262793, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:31,543] Trial 7679 finished with value: 0.9969073754601426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:37,469] Trial 7680 finished with value: 0.9974682598213649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:42,141] Trial 7681 finished with value: 0.9970664215728853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:45,384] Trial 7682 finished with value: 0.9973855826358803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:47,208] Trial 7683 finished with value: 0.9897173648175791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:52,793] Trial 7684 finished with value: 0.9974399047622381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:54,668] Trial 7685 finished with value: 0.9972307828647299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 48}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:59,429] Trial 7686 finished with value: 0.9972451358890525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:01,512] Trial 7687 finished with value: 0.9939167704878367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:04,971] Trial 7688 finished with value: 0.9974603969134787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:10,328] Trial 7689 finished with value: 0.997383208164333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:12,704] Trial 7690 finished with value: 0.9975547437466853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:14,540] Trial 7691 finished with value: 0.9954989391347985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:18,460] Trial 7692 finished with value: 0.9971082585142508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:23,678] Trial 7693 finished with value: 0.9972299933525434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:37,555] Trial 7694 finished with value: 0.9962552440436604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:39,491] Trial 7695 finished with value: 0.9965564855032428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:42,589] Trial 7696 finished with value: 0.9975112893463414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:49,674] Trial 7697 finished with value: 0.9931766428347432 and parameters: {'classifier': 'SVC', 'svc_c': 1129084.8356110756, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:52,912] Trial 7698 finished with value: 0.9972670137490712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:57,383] Trial 7699 finished with value: 0.9974184611720073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:01,472] Trial 7700 finished with value: 0.9973318922208328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:04,395] Trial 7701 finished with value: 0.9975924759610018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:21,501] Trial 7702 finished with value: 0.9964101936812101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:27,342] Trial 7703 finished with value: 0.9971509479675488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:30,933] Trial 7704 finished with value: 0.9974388795326131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:34,895] Trial 7705 finished with value: 0.9970469515092167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:38,831] Trial 7706 finished with value: 0.9969708536871643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:47,350] Trial 7707 finished with value: 0.9969316112879968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:53,804] Trial 7708 finished with value: 0.997290121199101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:59,246] Trial 7709 finished with value: 0.9973066948613338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:19,400] Trial 7710 finished with value: 0.9962497238376762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:22,646] Trial 7711 finished with value: 0.9973426327095757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:24,667] Trial 7712 finished with value: 0.996051535807981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:30,214] Trial 7713 finished with value: 0.9975121314799783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:32,376] Trial 7714 finished with value: 0.9957936490599751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:34,132] Trial 7715 finished with value: 0.9961752204963572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 22}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:38,322] Trial 7716 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 197337013.79847234, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:41,542] Trial 7717 finished with value: 0.9976622315652665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:46,210] Trial 7718 finished with value: 0.9973466987481153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:51,332] Trial 7719 finished with value: 0.9972839016800638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:54,877] Trial 7720 finished with value: 0.9976123261495881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:17,336] Trial 7721 finished with value: 0.996364215958533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:31,723] Trial 7722 finished with value: 0.9963619062323166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:37,253] Trial 7723 finished with value: 0.9973748550962037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:41,350] Trial 7724 finished with value: 0.9973728903610416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:43,721] Trial 7725 finished with value: 0.997328819197942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:45,583] Trial 7726 finished with value: 0.9965048727785698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:49,197] Trial 7727 finished with value: 0.9975679250392022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:54,236] Trial 7728 finished with value: 0.9974679848123967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:02,021] Trial 7729 finished with value: 0.99703865315724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:03,074] Trial 7730 finished with value: 0.9948608156563713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 14}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:05,003] Trial 7731 finished with value: 0.9967440634235191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:11,001] Trial 7732 finished with value: 0.9974388481120847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:15,132] Trial 7733 finished with value: 0.9972310367679896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:17,887] Trial 7734 finished with value: 0.9896369242976477 and parameters: {'classifier': 'SVC', 'svc_c': 4.104403780480919, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:21,347] Trial 7735 finished with value: 0.997369549374998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:24,990] Trial 7736 finished with value: 0.9975599242618459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:29,210] Trial 7737 finished with value: 0.997265562914107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:34,371] Trial 7738 finished with value: 0.9973643145562777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:39,231] Trial 7739 finished with value: 0.9974215741846616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:41,763] Trial 7740 finished with value: 0.9974857216689381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:46,018] Trial 7741 finished with value: 0.9975367413708099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:51,580] Trial 7742 finished with value: 0.9973474389395935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:56,541] Trial 7743 finished with value: 0.9973804912407638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:58,147] Trial 7744 finished with value: 0.9894477997891405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:04,462] Trial 7745 finished with value: 0.9972371049606842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:05,683] Trial 7746 finished with value: 0.9885488272098999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:08,897] Trial 7747 finished with value: 0.9961827900825027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:13,934] Trial 7748 finished with value: 0.9969197309323071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:17,560] Trial 7749 finished with value: 0.9974196861917598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:20,329] Trial 7750 finished with value: 0.9974021244967296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:25,679] Trial 7751 finished with value: 0.9972949683392817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:29,934] Trial 7752 finished with value: 0.997415306677908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:35,557] Trial 7753 finished with value: 0.9852498088361088 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009335563725530928, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:39,201] Trial 7754 finished with value: 0.9974832460804174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:43,517] Trial 7755 finished with value: 0.9972007750223334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:46,143] Trial 7756 finished with value: 0.9971901240662276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:50,797] Trial 7757 finished with value: 0.9976597948239445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:54,233] Trial 7758 finished with value: 0.9972736924838917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:59,838] Trial 7759 finished with value: 0.9964176273338978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 25, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:03,466] Trial 7760 finished with value: 0.9974300844506464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:07,528] Trial 7761 finished with value: 0.9975270001500837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:14,174] Trial 7762 finished with value: 0.997149096314551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:18,716] Trial 7763 finished with value: 0.997519295201763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:36,155] Trial 7764 finished with value: 0.9962410489789032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 69, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:40,174] Trial 7765 finished with value: 0.9973282982201908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:43,742] Trial 7766 finished with value: 0.9976421801583468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:59,492] Trial 7767 finished with value: 0.9966500965882785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:01,920] Trial 7768 finished with value: 0.9973240874250551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:20,138] Trial 7769 finished with value: 0.9964005110169231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:31,890] Trial 7770 finished with value: 0.9966605725098248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:41,701] Trial 7771 finished with value: 0.9969340910024455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:49,065] Trial 7772 finished with value: 0.9853881164162351 and parameters: {'classifier': 'SVC', 'svc_c': 0.01412289618622165, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:51,967] Trial 7773 finished with value: 0.9975980104173064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:56,280] Trial 7774 finished with value: 0.9975235176764486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:59,321] Trial 7775 finished with value: 0.9969331691749229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:02,711] Trial 7776 finished with value: 0.9974341898441915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:07,686] Trial 7777 finished with value: 0.9971938999885551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:11,209] Trial 7778 finished with value: 0.9954393820627688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:13,115] Trial 7779 finished with value: 0.9972780188050109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:15,956] Trial 7780 finished with value: 0.9976493566387702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:17,776] Trial 7781 finished with value: 0.9970702664934237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:23,160] Trial 7782 finished with value: 0.9976096614348767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:26,356] Trial 7783 finished with value: 0.9974349660264566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:38,596] Trial 7784 finished with value: 0.9962636046336737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:42,666] Trial 7785 finished with value: 0.9975360136523296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:45,692] Trial 7786 finished with value: 0.9976010268832463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:49,879] Trial 7787 finished with value: 0.9974731409528443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:54,402] Trial 7788 finished with value: 0.9976410908181487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:03,842] Trial 7789 finished with value: 0.9971677132950045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:07,774] Trial 7790 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2074245576.0926502, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:11,642] Trial 7791 finished with value: 0.9973736738112876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:16,931] Trial 7792 finished with value: 0.9973121374998722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:19,213] Trial 7793 finished with value: 0.997172310372212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 43}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:29,050] Trial 7794 finished with value: 0.997084569213163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:30,959] Trial 7795 finished with value: 0.9973042366651866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:37,447] Trial 7796 finished with value: 0.9969086666534323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:48,215] Trial 7797 finished with value: 0.9968091282285353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:52,371] Trial 7798 finished with value: 0.9974075132443012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:56,477] Trial 7799 finished with value: 0.9972368400443705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:00,176] Trial 7800 finished with value: 0.9973800941678035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:03,226] Trial 7801 finished with value: 0.9974296512282095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:07,550] Trial 7802 finished with value: 0.9965566186437647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:10,308] Trial 7803 finished with value: 0.997369473933992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:12,997] Trial 7804 finished with value: 0.9974866579054705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:15,188] Trial 7805 finished with value: 0.9974388616324332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:22,327] Trial 7806 finished with value: 0.9972269994839941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:25,092] Trial 7807 finished with value: 0.9967187785943471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:29,495] Trial 7808 finished with value: 0.9972486280427496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:34,480] Trial 7809 finished with value: 0.9972819853452107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:41,023] Trial 7810 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.144779474021402e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:46,820] Trial 7811 finished with value: 0.9973566474712806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:50,187] Trial 7812 finished with value: 0.9973018861240214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:54,040] Trial 7813 finished with value: 0.9975702532051426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:56,724] Trial 7814 finished with value: 0.9958113931210217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:00,589] Trial 7815 finished with value: 0.9973770376803626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:07,029] Trial 7816 finished with value: 0.9973717957840886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:11,112] Trial 7817 finished with value: 0.9969688128445003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:14,427] Trial 7818 finished with value: 0.9974426173694516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:17,345] Trial 7819 finished with value: 0.9972719074804998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:20,592] Trial 7820 finished with value: 0.9975719568642777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:23,658] Trial 7821 finished with value: 0.9930112965569401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:27,804] Trial 7822 finished with value: 0.9972790812314632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:31,394] Trial 7823 finished with value: 0.9974472396148198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:36,895] Trial 7824 finished with value: 0.9972853557205564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:41,560] Trial 7825 finished with value: 0.997394606484684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:46,825] Trial 7826 finished with value: 0.9975216085143628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:51,259] Trial 7827 finished with value: 0.9974308795487042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:57,521] Trial 7828 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.238925197190236e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:01,022] Trial 7829 finished with value: 0.9974442282269452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:07,527] Trial 7830 finished with value: 0.9975845954703148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:11,452] Trial 7831 finished with value: 0.997433944732332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:16,417] Trial 7832 finished with value: 0.9971523412934244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:19,665] Trial 7833 finished with value: 0.9905344499774248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:21,953] Trial 7834 finished with value: 0.9974371461350585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:25,517] Trial 7835 finished with value: 0.9973655814065924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:31,195] Trial 7836 finished with value: 0.9973546158326098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:34,790] Trial 7837 finished with value: 0.9972638854070076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:39,427] Trial 7838 finished with value: 0.9963912006382909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:58,933] Trial 7839 finished with value: 0.9961543198782477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:06,648] Trial 7840 finished with value: 0.997030638224777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:11,606] Trial 7841 finished with value: 0.9974569418931335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:17,362] Trial 7842 finished with value: 0.997258658967095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:20,037] Trial 7843 finished with value: 0.9975378652101133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:23,986] Trial 7844 finished with value: 0.9973500487159869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:32,298] Trial 7845 finished with value: 0.9965085737676981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:38,898] Trial 7846 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.603414074233119e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:42,733] Trial 7847 finished with value: 0.9975938142216082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:45,610] Trial 7848 finished with value: 0.9972461885719675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:47,461] Trial 7849 finished with value: 0.9973713338388456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:51,060] Trial 7850 finished with value: 0.9974299530557095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:56,617] Trial 7851 finished with value: 0.9905125699592284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:59,286] Trial 7852 finished with value: 0.9970645364363953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:01,090] Trial 7853 finished with value: 0.9970004198965782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:05,760] Trial 7854 finished with value: 0.9974702952051088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:12,689] Trial 7855 finished with value: 0.9972336796470205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:20,214] Trial 7856 finished with value: 0.997071605801381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:23,226] Trial 7857 finished with value: 0.9972318941358219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:28,465] Trial 7858 finished with value: 0.9974389518950421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:31,735] Trial 7859 finished with value: 0.99719370076971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:34,998] Trial 7860 finished with value: 0.9973175243431692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:37,977] Trial 7861 finished with value: 0.9971545598366326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:41,657] Trial 7862 finished with value: 0.9961549264531352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 40}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:43,879] Trial 7863 finished with value: 0.9970647927834738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:44,555] Trial 7864 finished with value: 0.9956027734758991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 17}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:46,906] Trial 7865 finished with value: 0.9852060554329386 and parameters: {'classifier': 'SVC', 'svc_c': 2.807520373112089e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:49,214] Trial 7866 finished with value: 0.997449723264769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:51,609] Trial 7867 finished with value: 0.9973012605381272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:53,955] Trial 7868 finished with value: 0.9975374728661014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:57,177] Trial 7869 finished with value: 0.9974738363938728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:00,934] Trial 7870 finished with value: 0.9972473800447519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:05,355] Trial 7871 finished with value: 0.9974529887463307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:09,612] Trial 7872 finished with value: 0.997388824758342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:11,444] Trial 7873 finished with value: 0.9969779267020096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:17,648] Trial 7874 finished with value: 0.9963345547892998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:21,203] Trial 7875 finished with value: 0.9962702034524433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:23,883] Trial 7876 finished with value: 0.9975434211847194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:30,335] Trial 7877 finished with value: 0.9972141928892125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:33,507] Trial 7878 finished with value: 0.9974577811703585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:38,545] Trial 7879 finished with value: 0.9971972148225628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:40,714] Trial 7880 finished with value: 0.9969053948242891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:45,246] Trial 7881 finished with value: 0.997383812834946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:50,144] Trial 7882 finished with value: 0.9976186967728028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:53,913] Trial 7883 finished with value: 0.9973246054194429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:00,828] Trial 7884 finished with value: 0.9853850034353187 and parameters: {'classifier': 'SVC', 'svc_c': 0.11382113007965386, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:06,354] Trial 7885 finished with value: 0.997415911380259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:10,930] Trial 7886 finished with value: 0.9973943847001864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:13,503] Trial 7887 finished with value: 0.9974378455433256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:17,662] Trial 7888 finished with value: 0.9975128192404332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:26,701] Trial 7889 finished with value: 0.9933919150626505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:29,639] Trial 7890 finished with value: 0.9975228247744528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:38,935] Trial 7891 finished with value: 0.9971686273784776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:42,150] Trial 7892 finished with value: 0.9961029358569359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:45,284] Trial 7893 finished with value: 0.9972624987778302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:50,204] Trial 7894 finished with value: 0.9975646099830291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:53,181] Trial 7895 finished with value: 0.9971625937166263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 53}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:56,014] Trial 7896 finished with value: 0.9973610169242159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:59,178] Trial 7897 finished with value: 0.9941382702644721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:02,714] Trial 7898 finished with value: 0.997543276269434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:08,594] Trial 7899 finished with value: 0.9974350966914217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:12,489] Trial 7900 finished with value: 0.9974526689551748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:17,115] Trial 7901 finished with value: 0.9975037118891951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:19,547] Trial 7902 finished with value: 0.9927423859324156 and parameters: {'classifier': 'SVC', 'svc_c': 3846.5289319768194, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:22,902] Trial 7903 finished with value: 0.9973142111277947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:28,034] Trial 7904 finished with value: 0.9972455935496782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:31,141] Trial 7905 finished with value: 0.9972791459133187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:35,034] Trial 7906 finished with value: 0.9974227421079185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:41,087] Trial 7907 finished with value: 0.9973722980047367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:44,011] Trial 7908 finished with value: 0.9953164208082556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:56,649] Trial 7909 finished with value: 0.9970510953691057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:59,841] Trial 7910 finished with value: 0.9971588191907667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:02,615] Trial 7911 finished with value: 0.9970569731026174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:06,903] Trial 7912 finished with value: 0.9975776053548838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:11,835] Trial 7913 finished with value: 0.9976742897167137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:15,492] Trial 7914 finished with value: 0.9975207572084704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:25,742] Trial 7915 finished with value: 0.9970020512567602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:30,764] Trial 7916 finished with value: 0.9974282110889202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:34,746] Trial 7917 finished with value: 0.9972926513768225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:38,752] Trial 7918 finished with value: 0.997442894060529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:43,168] Trial 7919 finished with value: 0.9973181468187485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:46,496] Trial 7920 finished with value: 0.9969273847508591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:49,974] Trial 7921 finished with value: 0.9972603706559208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:56,235] Trial 7922 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5910448144458587e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:15,338] Trial 7923 finished with value: 0.9961170738886734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 61, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:23,677] Trial 7924 finished with value: 0.9969309777041501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:26,384] Trial 7925 finished with value: 0.9967091873034958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:29,113] Trial 7926 finished with value: 0.9973279094943001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:33,151] Trial 7927 finished with value: 0.9975593052456985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:37,513] Trial 7928 finished with value: 0.9960800786285685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:41,768] Trial 7929 finished with value: 0.9976841142811849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:49,198] Trial 7930 finished with value: 0.996950795742236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:52,922] Trial 7931 finished with value: 0.9974445888965259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:58,236] Trial 7932 finished with value: 0.9974066275027794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:01,958] Trial 7933 finished with value: 0.9972914344184985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:04,688] Trial 7934 finished with value: 0.9974029617427287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:09,638] Trial 7935 finished with value: 0.9975178126606292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:25,241] Trial 7936 finished with value: 0.9965289613425335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:28,904] Trial 7937 finished with value: 0.9914175466205905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:31,566] Trial 7938 finished with value: 0.9974530687893332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:35,359] Trial 7939 finished with value: 0.9975940631102785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:42,793] Trial 7940 finished with value: 0.9972636597504856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:45,285] Trial 7941 finished with value: 0.9918057816210735 and parameters: {'classifier': 'SVC', 'svc_c': 94.94135640426407, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:53,365] Trial 7942 finished with value: 0.9950844150860134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:56,405] Trial 7943 finished with value: 0.9974146818219856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:59,886] Trial 7944 finished with value: 0.9975430436305722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:01,388] Trial 7945 finished with value: 0.9968261656768097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:03,127] Trial 7946 finished with value: 0.9967795126666753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 32}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:06,509] Trial 7947 finished with value: 0.9939653849641287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:09,245] Trial 7948 finished with value: 0.9974758492754403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:13,001] Trial 7949 finished with value: 0.997355840217604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:17,059] Trial 7950 finished with value: 0.9972318164731623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:21,077] Trial 7951 finished with value: 0.9975830187945475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:25,948] Trial 7952 finished with value: 0.997041310794398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:31,399] Trial 7953 finished with value: 0.9968963619301818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:34,454] Trial 7954 finished with value: 0.9974526039242025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:37,368] Trial 7955 finished with value: 0.9973609839167921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:43,008] Trial 7956 finished with value: 0.9974398253539936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:49,121] Trial 7957 finished with value: 0.9972887014355485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:51,563] Trial 7958 finished with value: 0.9973064616829276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:54,268] Trial 7959 finished with value: 0.9958780187645894 and parameters: {'classifier': 'SVC', 'svc_c': 8117.746444092568, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:57,575] Trial 7960 finished with value: 0.9973972677082252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:01,962] Trial 7961 finished with value: 0.9974975946614334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:04,629] Trial 7962 finished with value: 0.9956160209102153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:06,690] Trial 7963 finished with value: 0.9972713305805558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:11,423] Trial 7964 finished with value: 0.9970417180234886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:15,739] Trial 7965 finished with value: 0.9973131154082772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:20,375] Trial 7966 finished with value: 0.997344833638245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:23,713] Trial 7967 finished with value: 0.9974745167276574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:41,706] Trial 7968 finished with value: 0.9962862012303452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:54,445] Trial 7969 finished with value: 0.9967409791019332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:57,280] Trial 7970 finished with value: 0.9975130053515228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:00,448] Trial 7971 finished with value: 0.9971234584011585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:04,516] Trial 7972 finished with value: 0.9974316984819308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:09,721] Trial 7973 finished with value: 0.9973342472370429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:11,612] Trial 7974 finished with value: 0.9970426749531368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:23,788] Trial 7975 finished with value: 0.9961230272218811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:28,196] Trial 7976 finished with value: 0.9973982918270236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:30,054] Trial 7977 finished with value: 0.9938154117987325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:32,873] Trial 7978 finished with value: 0.9901947310339828 and parameters: {'classifier': 'SVC', 'svc_c': 12.614639736279184, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:36,953] Trial 7979 finished with value: 0.9974074353594763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:40,553] Trial 7980 finished with value: 0.9975978526481684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:46,567] Trial 7981 finished with value: 0.9972915871413092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:51,956] Trial 7982 finished with value: 0.9973812826572245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:55,143] Trial 7983 finished with value: 0.9968803836710932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:59,363] Trial 7984 finished with value: 0.997371500748501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:02,919] Trial 7985 finished with value: 0.9972487648013927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:06,242] Trial 7986 finished with value: 0.9971862027842837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:09,709] Trial 7987 finished with value: 0.9975115396632176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:13,995] Trial 7988 finished with value: 0.9972676419374737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:16,395] Trial 7989 finished with value: 0.9961227757624402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:21,204] Trial 7990 finished with value: 0.9974628933538044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:27,296] Trial 7991 finished with value: 0.9973524080485524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:30,701] Trial 7992 finished with value: 0.9975615458150143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:35,107] Trial 7993 finished with value: 0.9973325620811079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:39,974] Trial 7994 finished with value: 0.997326087516246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:45,932] Trial 7995 finished with value: 0.997334622125206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:06,125] Trial 7996 finished with value: 0.9967562370057358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:12,726] Trial 7997 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.408435121445223e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:16,431] Trial 7998 finished with value: 0.9971891971289019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:23,411] Trial 7999 finished with value: 0.9971019312767554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:27,665] Trial 8000 finished with value: 0.9970963968839263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:32,597] Trial 8001 finished with value: 0.9971857972055641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:39,431] Trial 8002 finished with value: 0.9974349146110465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:43,078] Trial 8003 finished with value: 0.9976039027819937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:46,748] Trial 8004 finished with value: 0.9972175194662464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:00,542] Trial 8005 finished with value: 0.9969770935502006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:02,629] Trial 8006 finished with value: 0.9954852896129328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:05,551] Trial 8007 finished with value: 0.9973503236297413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:08,644] Trial 8008 finished with value: 0.9973242106950878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:11,255] Trial 8009 finished with value: 0.9973161354288625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 36}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:15,400] Trial 8010 finished with value: 0.9974911509458174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:19,254] Trial 8011 finished with value: 0.9973305877928357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:28,604] Trial 8012 finished with value: 0.9959761586268557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:33,050] Trial 8013 finished with value: 0.9973861500144521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:38,657] Trial 8014 finished with value: 0.9971072823196927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:41,398] Trial 8015 finished with value: 0.9974217903515492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:47,349] Trial 8016 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.1276910688305207e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:51,767] Trial 8017 finished with value: 0.9974775675657508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:54,536] Trial 8018 finished with value: 0.9972242954777532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:05,466] Trial 8019 finished with value: 0.9951007092959708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:09,262] Trial 8020 finished with value: 0.997444156626226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:12,575] Trial 8021 finished with value: 0.9969918796382707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:15,178] Trial 8022 finished with value: 0.9974930965430214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:18,408] Trial 8023 finished with value: 0.9899728655731774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:23,228] Trial 8024 finished with value: 0.9975894116025597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:34,780] Trial 8025 finished with value: 0.9969551993134216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:44,884] Trial 8026 finished with value: 0.9972906881333422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:47,703] Trial 8027 finished with value: 0.9973338768874006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:50,413] Trial 8028 finished with value: 0.9975748870983229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:57,093] Trial 8029 finished with value: 0.9953599920675748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:53:07,804] Trial 8030 finished with value: 0.9971614041798543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:53:09,974] Trial 8031 finished with value: 0.9971539352663514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:53:15,914] Trial 8032 finished with value: 0.9972749106799942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:23,172] Trial 8033 finished with value: 0.9899540089080464 and parameters: {'classifier': 'SVC', 'svc_c': 73682622.19711177, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:27,620] Trial 8034 finished with value: 0.9972911102792495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:33,406] Trial 8035 finished with value: 0.9973447713049947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:43,376] Trial 8036 finished with value: 0.9972780203284305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:46,810] Trial 8037 finished with value: 0.9968993220613358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:52,183] Trial 8038 finished with value: 0.9973828362595332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:56,630] Trial 8039 finished with value: 0.997672473768862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:01,013] Trial 8040 finished with value: 0.9972537815806887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:09,858] Trial 8041 finished with value: 0.997253390760096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:13,006] Trial 8042 finished with value: 0.9971127769766613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:18,237] Trial 8043 finished with value: 0.9972488236752111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:21,356] Trial 8044 finished with value: 0.9973624583012836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:23,474] Trial 8045 finished with value: 0.9967901373437938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:37,708] Trial 8046 finished with value: 0.9966312242128835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:41,280] Trial 8047 finished with value: 0.9973798569586831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:45,655] Trial 8048 finished with value: 0.9972979723322237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:49,674] Trial 8049 finished with value: 0.997354776934228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:53,063] Trial 8050 finished with value: 0.9974986011339549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:56,081] Trial 8051 finished with value: 0.9973632807256797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:00,074] Trial 8052 finished with value: 0.9867045414692454 and parameters: {'classifier': 'SVC', 'svc_c': 3478853.35956712, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:06,158] Trial 8053 finished with value: 0.9973773346519627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:11,510] Trial 8054 finished with value: 0.9969169811917418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:17,220] Trial 8055 finished with value: 0.9972707632971978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:20,362] Trial 8056 finished with value: 0.9971895035583986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:25,071] Trial 8057 finished with value: 0.997211660331148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:29,897] Trial 8058 finished with value: 0.9977195060469909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:32,169] Trial 8059 finished with value: 0.9966960123585604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:36,207] Trial 8060 finished with value: 0.9975752408173015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:38,175] Trial 8061 finished with value: 0.9972747800150293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:44,687] Trial 8062 finished with value: 0.9973023109041749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:48,810] Trial 8063 finished with value: 0.9973728528150971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:52,422] Trial 8064 finished with value: 0.9974104475725363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:54,964] Trial 8065 finished with value: 0.9916535228502709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:58,403] Trial 8066 finished with value: 0.9976044718109368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:02,866] Trial 8067 finished with value: 0.9973625827773566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:06,831] Trial 8068 finished with value: 0.9974268807945285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:12,679] Trial 8069 finished with value: 0.9970392569709295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:16,919] Trial 8070 finished with value: 0.9973723113663956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:19,580] Trial 8071 finished with value: 0.9963301124343911 and parameters: {'classifier': 'SVC', 'svc_c': 23011.497270138065, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:24,765] Trial 8072 finished with value: 0.997356382618443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:28,285] Trial 8073 finished with value: 0.9974448854237953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:31,760] Trial 8074 finished with value: 0.997624825521425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:36,533] Trial 8075 finished with value: 0.9973605934453165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:39,377] Trial 8076 finished with value: 0.9973551070084657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:43,678] Trial 8077 finished with value: 0.9974797926787057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:50,402] Trial 8078 finished with value: 0.9972916032006905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:54,405] Trial 8079 finished with value: 0.9976617730794551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:59,799] Trial 8080 finished with value: 0.9970712795356921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:12,592] Trial 8081 finished with value: 0.9968131054009342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:18,397] Trial 8082 finished with value: 0.9973028727603509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:20,628] Trial 8083 finished with value: 0.9950850803760298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 19}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:22,406] Trial 8084 finished with value: 0.9971653447901838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:26,210] Trial 8085 finished with value: 0.9975064111347495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:30,431] Trial 8086 finished with value: 0.9972337472805014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:34,444] Trial 8087 finished with value: 0.9972861886502002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:39,397] Trial 8088 finished with value: 0.9969509493219703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:44,176] Trial 8089 finished with value: 0.9861954760338806 and parameters: {'classifier': 'SVC', 'svc_c': 0.7797568424634218, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:47,629] Trial 8090 finished with value: 0.9973090161401483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:06,692] Trial 8091 finished with value: 0.9965628241981229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:12,149] Trial 8092 finished with value: 0.9974173476792617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:14,453] Trial 8093 finished with value: 0.9974932210825701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:29,759] Trial 8094 finished with value: 0.9968754700082587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:33,325] Trial 8095 finished with value: 0.9970955554802613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:42,313] Trial 8096 finished with value: 0.9971703976554803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:52,350] Trial 8097 finished with value: 0.9971973873180899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:55,844] Trial 8098 finished with value: 0.9973936874183593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:00,341] Trial 8099 finished with value: 0.9973627237254038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:04,566] Trial 8100 finished with value: 0.9975750278876804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:08,373] Trial 8101 finished with value: 0.9946788796569545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:12,190] Trial 8102 finished with value: 0.9972929870051942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:19,667] Trial 8103 finished with value: 0.9973360101508512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:30,238] Trial 8104 finished with value: 0.9970103332002388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:36,192] Trial 8105 finished with value: 0.9974232470262886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:38,394] Trial 8106 finished with value: 0.9960089526131973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:41,778] Trial 8107 finished with value: 0.9971684414578156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:43,966] Trial 8108 finished with value: 0.9950833291100335 and parameters: {'classifier': 'SVC', 'svc_c': 978.0426473417441, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:47,074] Trial 8109 finished with value: 0.9976621323525676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:52,141] Trial 8110 finished with value: 0.9975111232936097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:55,068] Trial 8111 finished with value: 0.9974942047672744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:58,100] Trial 8112 finished with value: 0.9972373221431851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:00,847] Trial 8113 finished with value: 0.9972084490579324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:14,311] Trial 8114 finished with value: 0.997176283672586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:19,958] Trial 8115 finished with value: 0.9972145457512679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:26,177] Trial 8116 finished with value: 0.9974521897445102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:28,146] Trial 8117 finished with value: 0.9970929663335079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:31,323] Trial 8118 finished with value: 0.9970625386938096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:35,431] Trial 8119 finished with value: 0.9973853383174686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:41,892] Trial 8120 finished with value: 0.9974739163099238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:45,651] Trial 8121 finished with value: 0.9972836682794921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:49,401] Trial 8122 finished with value: 0.9976113071088549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:54,365] Trial 8123 finished with value: 0.9972938273297701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:59,205] Trial 8124 finished with value: 0.996475020547134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:04,342] Trial 8125 finished with value: 0.9975074814004653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:06,792] Trial 8126 finished with value: 0.9958267396053242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:10,720] Trial 8127 finished with value: 0.9974484253747807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:13,208] Trial 8128 finished with value: 0.997539672303089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:18,110] Trial 8129 finished with value: 0.997484855954036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:23,910] Trial 8130 finished with value: 0.9853740228810438 and parameters: {'classifier': 'SVC', 'svc_c': 0.00678917391117186, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:28,053] Trial 8131 finished with value: 0.9970182799914146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:31,199] Trial 8132 finished with value: 0.9974965042104085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:39,990] Trial 8133 finished with value: 0.9969829416405068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:44,333] Trial 8134 finished with value: 0.9971438007494758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:47,858] Trial 8135 finished with value: 0.9974178580882896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:50,305] Trial 8136 finished with value: 0.9971911173357797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:53,178] Trial 8137 finished with value: 0.9975847829461341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:59,158] Trial 8138 finished with value: 0.9975019586237105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:03,237] Trial 8139 finished with value: 0.9974034859894844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:08,076] Trial 8140 finished with value: 0.9973317499715314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:12,523] Trial 8141 finished with value: 0.9975079353794937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:16,329] Trial 8142 finished with value: 0.9974695252434737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:19,734] Trial 8143 finished with value: 0.9971994046112269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:22,999] Trial 8144 finished with value: 0.9974201243970483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:25,026] Trial 8145 finished with value: 0.9974526139851192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:32,044] Trial 8146 finished with value: 0.9853260076799205 and parameters: {'classifier': 'SVC', 'svc_c': 0.0020252022188107528, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:34,592] Trial 8147 finished with value: 0.9971232932688259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:38,442] Trial 8148 finished with value: 0.9968649702515439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:43,561] Trial 8149 finished with value: 0.9975867290511445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:47,635] Trial 8150 finished with value: 0.9973441206461539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:51,278] Trial 8151 finished with value: 0.9975319505019393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:56,289] Trial 8152 finished with value: 0.9972852426066542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:03,869] Trial 8153 finished with value: 0.9969365877284124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:06,574] Trial 8154 finished with value: 0.9957109307739002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:08,198] Trial 8155 finished with value: 0.9953044453023193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:29,277] Trial 8156 finished with value: 0.9960554024055103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:33,914] Trial 8157 finished with value: 0.9975711554503762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:37,043] Trial 8158 finished with value: 0.997043097416423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:40,634] Trial 8159 finished with value: 0.9970684687313929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:44,560] Trial 8160 finished with value: 0.9974369519625407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:49,163] Trial 8161 finished with value: 0.9972246107303882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:53,507] Trial 8162 finished with value: 0.9970032402222498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:56,512] Trial 8163 finished with value: 0.9962232477261473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:00,953] Trial 8164 finished with value: 0.9974365507001766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:07,282] Trial 8165 finished with value: 0.9852049079806319 and parameters: {'classifier': 'SVC', 'svc_c': 1.9923248193189466e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:10,534] Trial 8166 finished with value: 0.997466350976658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:16,762] Trial 8167 finished with value: 0.9974334804384837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:18,874] Trial 8168 finished with value: 0.997036794744068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:21,749] Trial 8169 finished with value: 0.997447060200429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:41,167] Trial 8170 finished with value: 0.9965160695632087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:44,030] Trial 8171 finished with value: 0.9960913210205802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 24}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:49,132] Trial 8172 finished with value: 0.9931515684596356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:52,406] Trial 8173 finished with value: 0.997432096665718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:55,056] Trial 8174 finished with value: 0.9968244062224335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:01,796] Trial 8175 finished with value: 0.9972043779730653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:07,547] Trial 8176 finished with value: 0.9974250024182129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:11,604] Trial 8177 finished with value: 0.9972498449375977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:14,335] Trial 8178 finished with value: 0.9973393203193867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:18,166] Trial 8179 finished with value: 0.9966490762462912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:20,056] Trial 8180 finished with value: 0.9900855587894384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:23,942] Trial 8181 finished with value: 0.9967618279872538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:26,544] Trial 8182 finished with value: 0.9956179848519294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:33,199] Trial 8183 finished with value: 0.985076919187672 and parameters: {'classifier': 'SVC', 'svc_c': 0.00022917176055626217, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:42,457] Trial 8184 finished with value: 0.997205022252587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:46,851] Trial 8185 finished with value: 0.9977875273967775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:53,440] Trial 8186 finished with value: 0.9974151767746529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:58,694] Trial 8187 finished with value: 0.9975739769503503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:03,279] Trial 8188 finished with value: 0.9975467954955658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:07,980] Trial 8189 finished with value: 0.9975081653523713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:13,727] Trial 8190 finished with value: 0.9973375513119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:18,551] Trial 8191 finished with value: 0.9973661618929199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:23,014] Trial 8192 finished with value: 0.9973911576214928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:28,016] Trial 8193 finished with value: 0.9973787944052788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:31,990] Trial 8194 finished with value: 0.9975280474692925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:37,567] Trial 8195 finished with value: 0.9974360290559293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:41,830] Trial 8196 finished with value: 0.9972300603512662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:46,050] Trial 8197 finished with value: 0.9973378080715715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:50,498] Trial 8198 finished with value: 0.9973282648319123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:57,145] Trial 8199 finished with value: 0.9971388886100607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:01,588] Trial 8200 finished with value: 0.9974269676929192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:06,031] Trial 8201 finished with value: 0.997012629882175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:11,076] Trial 8202 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 852497780.8588369, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:15,927] Trial 8203 finished with value: 0.9970226454136354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:21,728] Trial 8204 finished with value: 0.9971755156152254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:26,484] Trial 8205 finished with value: 0.9974266296207287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:31,066] Trial 8206 finished with value: 0.9972898502525851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:44,664] Trial 8207 finished with value: 0.9965265516419088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:49,174] Trial 8208 finished with value: 0.9973282358869405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:55,426] Trial 8209 finished with value: 0.997456538726495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:00,004] Trial 8210 finished with value: 0.9973063562178611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:04,535] Trial 8211 finished with value: 0.9975648859758725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:09,345] Trial 8212 finished with value: 0.9973597484552679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:13,967] Trial 8213 finished with value: 0.9975047987538362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:27,841] Trial 8214 finished with value: 0.9966637350018767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:35,598] Trial 8215 finished with value: 0.9971048469113629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:40,194] Trial 8216 finished with value: 0.9973141023619858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:44,703] Trial 8217 finished with value: 0.9975327928260036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:51,904] Trial 8218 finished with value: 0.9973597019592334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:57,397] Trial 8219 finished with value: 0.9975135059852751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:01,965] Trial 8220 finished with value: 0.9973936604094001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:17,026] Trial 8221 finished with value: 0.9966775470853046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:22,093] Trial 8222 finished with value: 0.9973449602724959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:28,912] Trial 8223 finished with value: 0.9850756087294726 and parameters: {'classifier': 'SVC', 'svc_c': 9.439799800369442e-10, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:33,121] Trial 8224 finished with value: 0.9974088577255374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:37,025] Trial 8225 finished with value: 0.997406870869054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:42,770] Trial 8226 finished with value: 0.9974173806549476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:47,642] Trial 8227 finished with value: 0.9974893131940235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:53,153] Trial 8228 finished with value: 0.9972826944018015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:57,893] Trial 8229 finished with value: 0.9975946435331303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:02,233] Trial 8230 finished with value: 0.9971894530951259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:05,417] Trial 8231 finished with value: 0.9974904862905593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:08,270] Trial 8232 finished with value: 0.997357355321831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:12,699] Trial 8233 finished with value: 0.997505381906148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:16,066] Trial 8234 finished with value: 0.9972845617333256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:20,236] Trial 8235 finished with value: 0.9972425630555835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:23,165] Trial 8236 finished with value: 0.9974718083733234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:26,726] Trial 8237 finished with value: 0.9974926309479187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:29,688] Trial 8238 finished with value: 0.9974515560971874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:32,630] Trial 8239 finished with value: 0.9972739540042493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:36,714] Trial 8240 finished with value: 0.9868413753313762 and parameters: {'classifier': 'SVC', 'svc_c': 486123.14678008173, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:41,253] Trial 8241 finished with value: 0.9972923918559532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:46,838] Trial 8242 finished with value: 0.9972169049251439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:51,625] Trial 8243 finished with value: 0.9974431401562636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:55,794] Trial 8244 finished with value: 0.9970799144364397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:59,998] Trial 8245 finished with value: 0.9975048005311592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:05,547] Trial 8246 finished with value: 0.9973894513915873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:09,156] Trial 8247 finished with value: 0.9974261000420047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:14,567] Trial 8248 finished with value: 0.9973769593512068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:19,375] Trial 8249 finished with value: 0.9973959556631304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:30,195] Trial 8250 finished with value: 0.9967970572232354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:35,577] Trial 8251 finished with value: 0.9973371677910263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:41,808] Trial 8252 finished with value: 0.9972082598047901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:44,269] Trial 8253 finished with value: 0.9972424397220752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:48,562] Trial 8254 finished with value: 0.9971637915369921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:50,972] Trial 8255 finished with value: 0.997360604521846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:58,702] Trial 8256 finished with value: 0.9972352737151611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:05,020] Trial 8257 finished with value: 0.9970569955095803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:09,422] Trial 8258 finished with value: 0.9975100225277647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:13,692] Trial 8259 finished with value: 0.988399698145891 and parameters: {'classifier': 'SVC', 'svc_c': 1.9296374426308411, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:17,336] Trial 8260 finished with value: 0.9973865131278514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:20,251] Trial 8261 finished with value: 0.9952962653644754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:23,360] Trial 8262 finished with value: 0.9973911953578648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:34,276] Trial 8263 finished with value: 0.997108134863363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:39,657] Trial 8264 finished with value: 0.9900438435946862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 69, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:45,436] Trial 8265 finished with value: 0.9974855563144404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:47,409] Trial 8266 finished with value: 0.9905097273852838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:00,695] Trial 8267 finished with value: 0.9968017304714211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:03,612] Trial 8268 finished with value: 0.9975475504769088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:12,651] Trial 8269 finished with value: 0.9967362044511333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:16,543] Trial 8270 finished with value: 0.9976567164056093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:21,579] Trial 8271 finished with value: 0.9973468996173319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:25,086] Trial 8272 finished with value: 0.9964560657483933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:29,367] Trial 8273 finished with value: 0.9972923716389062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:33,382] Trial 8274 finished with value: 0.9972700032695275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:49,568] Trial 8275 finished with value: 0.9957769353383568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 58, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:52,703] Trial 8276 finished with value: 0.99132875090609 and parameters: {'classifier': 'SVC', 'svc_c': 38.274203920246684, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:58,188] Trial 8277 finished with value: 0.9970880176954992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:02,286] Trial 8278 finished with value: 0.9972358590573887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:05,936] Trial 8279 finished with value: 0.9976432209712843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:20,893] Trial 8280 finished with value: 0.9956433794942612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 65, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:24,003] Trial 8281 finished with value: 0.9973764602408739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:25,814] Trial 8282 finished with value: 0.9970370570896113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:30,004] Trial 8283 finished with value: 0.9968040814569168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:36,882] Trial 8284 finished with value: 0.9973074204851123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:41,262] Trial 8285 finished with value: 0.9972154250817322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:46,022] Trial 8286 finished with value: 0.9972404375996581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:50,008] Trial 8287 finished with value: 0.9965482820793473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:54,466] Trial 8288 finished with value: 0.9972436176427729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:10,783] Trial 8289 finished with value: 0.9966877374291595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:12,982] Trial 8290 finished with value: 0.9945803608758109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:15,645] Trial 8291 finished with value: 0.997133844726592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:18,447] Trial 8292 finished with value: 0.9972202595584876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:24,538] Trial 8293 finished with value: 0.9972404400434769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:27,087] Trial 8294 finished with value: 0.9957257513293382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:29,645] Trial 8295 finished with value: 0.9936617271706988 and parameters: {'classifier': 'SVC', 'svc_c': 216.05915849790668, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:33,893] Trial 8296 finished with value: 0.997735064603991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:38,494] Trial 8297 finished with value: 0.9973804067544542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:43,353] Trial 8298 finished with value: 0.9974131002268426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:47,113] Trial 8299 finished with value: 0.9972104168716713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:51,218] Trial 8300 finished with value: 0.9973084574895011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:55,072] Trial 8301 finished with value: 0.9975817260143623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:00,376] Trial 8302 finished with value: 0.9973189891110749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:03,952] Trial 8303 finished with value: 0.9974527225605007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:10,526] Trial 8304 finished with value: 0.9971027017779349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:14,414] Trial 8305 finished with value: 0.9975360154613901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:18,226] Trial 8306 finished with value: 0.9973848226082099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:22,819] Trial 8307 finished with value: 0.9975657067181595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:27,009] Trial 8308 finished with value: 0.9973942320091137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:30,898] Trial 8309 finished with value: 0.9973862632870438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:34,785] Trial 8310 finished with value: 0.997297681390826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:39,950] Trial 8311 finished with value: 0.9974711413059842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:44,366] Trial 8312 finished with value: 0.9973781994782033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:48,800] Trial 8313 finished with value: 0.9974965836821288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:54,518] Trial 8314 finished with value: 0.9854659464615391 and parameters: {'classifier': 'SVC', 'svc_c': 0.3352677161493657, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:58,537] Trial 8315 finished with value: 0.9974615334479452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:03,757] Trial 8316 finished with value: 0.9972831722159984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:07,587] Trial 8317 finished with value: 0.9973125870038557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:16,921] Trial 8318 finished with value: 0.9967996187580095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:21,892] Trial 8319 finished with value: 0.9971302031508267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:28,044] Trial 8320 finished with value: 0.9972834274522503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:32,788] Trial 8321 finished with value: 0.9976180218979384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:36,853] Trial 8322 finished with value: 0.9972405457941846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:42,664] Trial 8323 finished with value: 0.9975568730428975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:46,573] Trial 8324 finished with value: 0.9974066339773126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:00,082] Trial 8325 finished with value: 0.9969252563433083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:04,090] Trial 8326 finished with value: 0.9976101544515315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:08,239] Trial 8327 finished with value: 0.9972969316779757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:12,701] Trial 8328 finished with value: 0.997030728709551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:19,207] Trial 8329 finished with value: 0.9972376683720175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:23,327] Trial 8330 finished with value: 0.9973953249674331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:26,664] Trial 8331 finished with value: 0.9971054774801086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:31,931] Trial 8332 finished with value: 0.9972755524204834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:20:50,166] Trial 8333 finished with value: 0.9900527872417975 and parameters: {'classifier': 'SVC', 'svc_c': 334154627.7929216, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:20:59,919] Trial 8334 finished with value: 0.9938470650294656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 61, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:04,141] Trial 8335 finished with value: 0.9967574906213429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:08,227] Trial 8336 finished with value: 0.9974270244085597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:11,588] Trial 8337 finished with value: 0.9972181265172023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:17,038] Trial 8338 finished with value: 0.9974010107183428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:26,966] Trial 8339 finished with value: 0.9970148345559173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:30,798] Trial 8340 finished with value: 0.9974850878311879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:36,584] Trial 8341 finished with value: 0.9969220985802044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:40,853] Trial 8342 finished with value: 0.9975753961426208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:44,707] Trial 8343 finished with value: 0.9974175798737926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:47,189] Trial 8344 finished with value: 0.9906437709458035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:51,189] Trial 8345 finished with value: 0.9973804403014223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:55,587] Trial 8346 finished with value: 0.9970416929505417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:59,622] Trial 8347 finished with value: 0.9973587939377008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:04,903] Trial 8348 finished with value: 0.9975800499672068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:10,069] Trial 8349 finished with value: 0.9971828314885386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:15,436] Trial 8350 finished with value: 0.9970552257721218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:17,833] Trial 8351 finished with value: 0.9975066267620928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:23,170] Trial 8352 finished with value: 0.9872479517003242 and parameters: {'classifier': 'SVC', 'svc_c': 140074.705533184, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:30,440] Trial 8353 finished with value: 0.9966221315562965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:32,122] Trial 8354 finished with value: 0.9968478498403792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:47,176] Trial 8355 finished with value: 0.996807009945377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:51,079] Trial 8356 finished with value: 0.9975365685579036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:55,845] Trial 8357 finished with value: 0.9959279063118259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:59,934] Trial 8358 finished with value: 0.9975596779756839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:02,268] Trial 8359 finished with value: 0.9969631431529719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:13,837] Trial 8360 finished with value: 0.9968320628021833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:17,356] Trial 8361 finished with value: 0.9972104765389376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:21,639] Trial 8362 finished with value: 0.9974175112246987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:23,686] Trial 8363 finished with value: 0.9973813197588384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:27,420] Trial 8364 finished with value: 0.9973578023185198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:31,909] Trial 8365 finished with value: 0.997423781238747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:37,507] Trial 8366 finished with value: 0.9974598748566388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:41,404] Trial 8367 finished with value: 0.9972561948359591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:45,725] Trial 8368 finished with value: 0.9973339183371079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:50,040] Trial 8369 finished with value: 0.9974947210160772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:56,342] Trial 8370 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.680404043016277e-07, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:04,903] Trial 8371 finished with value: 0.9973613183073852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:10,012] Trial 8372 finished with value: 0.9970626975737743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:15,095] Trial 8373 finished with value: 0.9975339722701211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:17,709] Trial 8374 finished with value: 0.9971199658983446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:21,638] Trial 8375 finished with value: 0.9974549628124375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:26,014] Trial 8376 finished with value: 0.9938767952921234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:28,688] Trial 8377 finished with value: 0.9975621346801495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:32,479] Trial 8378 finished with value: 0.9963513796888078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:40,658] Trial 8379 finished with value: 0.9969039596678511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:47,019] Trial 8380 finished with value: 0.9973334993015155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:49,389] Trial 8381 finished with value: 0.9955361414212739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:52,523] Trial 8382 finished with value: 0.9968685996082148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:06,137] Trial 8383 finished with value: 0.9959283011948706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 60, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:10,127] Trial 8384 finished with value: 0.9974393785159944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:16,502] Trial 8385 finished with value: 0.9969502125264481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:18,325] Trial 8386 finished with value: 0.9910222939244351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:23,087] Trial 8387 finished with value: 0.9975665509147604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:26,945] Trial 8388 finished with value: 0.9973314647112191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:34,414] Trial 8389 finished with value: 0.9853882814533539 and parameters: {'classifier': 'SVC', 'svc_c': 0.027770106586228506, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:39,553] Trial 8390 finished with value: 0.9968319416585905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:42,032] Trial 8391 finished with value: 0.997214964501219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:45,973] Trial 8392 finished with value: 0.9973601024598878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:49,597] Trial 8393 finished with value: 0.997586126253068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:54,475] Trial 8394 finished with value: 0.9973516000014282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:58,956] Trial 8395 finished with value: 0.9973649966039093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:07,022] Trial 8396 finished with value: 0.997048190049318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:10,675] Trial 8397 finished with value: 0.9974314704768035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:20,901] Trial 8398 finished with value: 0.9963635761857939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:23,411] Trial 8399 finished with value: 0.9971456033039306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:27,974] Trial 8400 finished with value: 0.9976233057517258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:33,832] Trial 8401 finished with value: 0.9973409462523865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:43,377] Trial 8402 finished with value: 0.9966110902239288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:45,723] Trial 8403 finished with value: 0.9972713087766133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:49,054] Trial 8404 finished with value: 0.9970549898325176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:51,039] Trial 8405 finished with value: 0.9968483034068149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:53,425] Trial 8406 finished with value: 0.9947734130455813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:58,655] Trial 8407 finished with value: 0.9972776474080177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:01,387] Trial 8408 finished with value: 0.9959603542915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:06,797] Trial 8409 finished with value: 0.9972249057025002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:10,749] Trial 8410 finished with value: 0.9971721919898172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:17,151] Trial 8411 finished with value: 0.9851013409361881 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003831054400062123, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:21,932] Trial 8412 finished with value: 0.997599024538664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:26,062] Trial 8413 finished with value: 0.9968590605896971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:28,723] Trial 8414 finished with value: 0.996506116841067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 49}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:31,861] Trial 8415 finished with value: 0.9969388990732617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:34,626] Trial 8416 finished with value: 0.9956571218177684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:36,544] Trial 8417 finished with value: 0.9973732639479506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:38,148] Trial 8418 finished with value: 0.9966498784219026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:47,296] Trial 8419 finished with value: 0.9962033299992941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 39, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:54,712] Trial 8420 finished with value: 0.9966025473948507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:57,907] Trial 8421 finished with value: 0.9973848741188339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:00,575] Trial 8422 finished with value: 0.9971295606168898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:02,061] Trial 8423 finished with value: 0.996874144855408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:05,273] Trial 8424 finished with value: 0.9970461341311477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:07,794] Trial 8425 finished with value: 0.9975809734768384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:10,918] Trial 8426 finished with value: 0.9866188557840356 and parameters: {'classifier': 'SVC', 'svc_c': 10545008.27624831, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:15,138] Trial 8427 finished with value: 0.9974865799571698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:19,692] Trial 8428 finished with value: 0.9973223496476692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:23,659] Trial 8429 finished with value: 0.996123989007429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:29,670] Trial 8430 finished with value: 0.9960083305502109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:31,762] Trial 8431 finished with value: 0.9972800164523828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:47,285] Trial 8432 finished with value: 0.9966842670794049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:50,295] Trial 8433 finished with value: 0.9973913557295111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:55,468] Trial 8434 finished with value: 0.997293016870565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:00,244] Trial 8435 finished with value: 0.9973807667892766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:03,201] Trial 8436 finished with value: 0.9974898770814254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:06,906] Trial 8437 finished with value: 0.9974268649890505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:11,182] Trial 8438 finished with value: 0.9967935233341901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:15,495] Trial 8439 finished with value: 0.997531322599178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:21,515] Trial 8440 finished with value: 0.9973027740554586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:26,098] Trial 8441 finished with value: 0.9972859300814679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:28,905] Trial 8442 finished with value: 0.9973555186173878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:31,589] Trial 8443 finished with value: 0.9862908767243049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:37,260] Trial 8444 finished with value: 0.9944062147870932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 49, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:42,812] Trial 8445 finished with value: 0.997192409322517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:48,907] Trial 8446 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0652289090092978e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:52,359] Trial 8447 finished with value: 0.9972956469909571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:00,462] Trial 8448 finished with value: 0.9964477975791666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:03,452] Trial 8449 finished with value: 0.99750817674628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:05,356] Trial 8450 finished with value: 0.9969707565691676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:09,279] Trial 8451 finished with value: 0.9975148832835076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:13,551] Trial 8452 finished with value: 0.997475693696218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:18,499] Trial 8453 finished with value: 0.9976170325004109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:22,587] Trial 8454 finished with value: 0.9974097611133357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:32,781] Trial 8455 finished with value: 0.9947982486246728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:37,306] Trial 8456 finished with value: 0.9970884466967945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:41,694] Trial 8457 finished with value: 0.9974690305764478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:54,919] Trial 8458 finished with value: 0.9968664685029419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:03,884] Trial 8459 finished with value: 0.9970607246819702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:07,079] Trial 8460 finished with value: 0.9973420566982929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:12,665] Trial 8461 finished with value: 0.9975542661229158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:16,132] Trial 8462 finished with value: 0.994404855515992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:17,579] Trial 8463 finished with value: 0.9943629020965061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:23,562] Trial 8464 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.494537591597483e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:29,471] Trial 8465 finished with value: 0.9971528026039095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:31,756] Trial 8466 finished with value: 0.9957960054091775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 11}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:34,968] Trial 8467 finished with value: 0.9977150673102037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:37,401] Trial 8468 finished with value: 0.9974103479472448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:40,920] Trial 8469 finished with value: 0.9968973572309601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:45,169] Trial 8470 finished with value: 0.9977083078024084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:55,238] Trial 8471 finished with value: 0.9966622057108051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:58,286] Trial 8472 finished with value: 0.9964240857759026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:01,461] Trial 8473 finished with value: 0.9973961329193437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:14,682] Trial 8474 finished with value: 0.9967752455684917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:18,498] Trial 8475 finished with value: 0.9972943592570994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:19,430] Trial 8476 finished with value: 0.9904826787536419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 4}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:25,269] Trial 8477 finished with value: 0.9967615586593709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:31,768] Trial 8478 finished with value: 0.9972425503921584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:36,720] Trial 8479 finished with value: 0.9974811882579729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:40,552] Trial 8480 finished with value: 0.9973029412507554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:44,202] Trial 8481 finished with value: 0.9972406207908598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:48,015] Trial 8482 finished with value: 0.9974965162708133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:54,219] Trial 8483 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.611761206524793e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:57,790] Trial 8484 finished with value: 0.9972648811838546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:01,894] Trial 8485 finished with value: 0.997449183307749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:11,989] Trial 8486 finished with value: 0.9970170479575845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:17,102] Trial 8487 finished with value: 0.9971774269037512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:20,351] Trial 8488 finished with value: 0.9973067740791509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:23,589] Trial 8489 finished with value: 0.9897037777241774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:32,058] Trial 8490 finished with value: 0.9973718134621034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:40,040] Trial 8491 finished with value: 0.9971670928506514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:45,487] Trial 8492 finished with value: 0.9963942702652256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:50,420] Trial 8493 finished with value: 0.9967125999854725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:54,282] Trial 8494 finished with value: 0.9972182486764082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:58,694] Trial 8495 finished with value: 0.9974260033683385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:01,611] Trial 8496 finished with value: 0.9974381024299485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:10,530] Trial 8497 finished with value: 0.9967232511002676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:14,822] Trial 8498 finished with value: 0.9973094760224276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:17,431] Trial 8499 finished with value: 0.9962351395709597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:20,480] Trial 8500 finished with value: 0.9973742916848702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:26,701] Trial 8501 finished with value: 0.9852057276438302 and parameters: {'classifier': 'SVC', 'svc_c': 1.0906532305384036e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:29,423] Trial 8502 finished with value: 0.993812466235278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:31,861] Trial 8503 finished with value: 0.997034726098997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:39,011] Trial 8504 finished with value: 0.9971759847967115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:43,358] Trial 8505 finished with value: 0.9975203417592619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:46,470] Trial 8506 finished with value: 0.9974623149621786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:51,418] Trial 8507 finished with value: 0.9970553188911423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:53,654] Trial 8508 finished with value: 0.9973391791174365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:56,711] Trial 8509 finished with value: 0.9975747462137515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:59,723] Trial 8510 finished with value: 0.9968910541460123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:09,258] Trial 8511 finished with value: 0.9969729854906713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:13,868] Trial 8512 finished with value: 0.9976319567753303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:16,013] Trial 8513 finished with value: 0.9962006997202124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:20,482] Trial 8514 finished with value: 0.9975067189924521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:23,477] Trial 8515 finished with value: 0.997530007538982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:27,754] Trial 8516 finished with value: 0.9973311112778814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:33,407] Trial 8517 finished with value: 0.9968604464571648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:36,632] Trial 8518 finished with value: 0.9975391150489097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:40,559] Trial 8519 finished with value: 0.9971918686355256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:44,820] Trial 8520 finished with value: 0.9898109477510909 and parameters: {'classifier': 'SVC', 'svc_c': 4.497501678589399, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:49,573] Trial 8521 finished with value: 0.9972166855209895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:55,476] Trial 8522 finished with value: 0.9972776955544232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:58,446] Trial 8523 finished with value: 0.9972336919295907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:00,847] Trial 8524 finished with value: 0.9973819707033206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:05,691] Trial 8525 finished with value: 0.9973608691842566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:09,882] Trial 8526 finished with value: 0.9974980239801076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:13,493] Trial 8527 finished with value: 0.997347943318419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:25,978] Trial 8528 finished with value: 0.9970518487000773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:31,574] Trial 8529 finished with value: 0.9974722575916656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:35,617] Trial 8530 finished with value: 0.9974667399881899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:40,662] Trial 8531 finished with value: 0.9975279499069648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:43,551] Trial 8532 finished with value: 0.9971540888778234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:58,207] Trial 8533 finished with value: 0.9967257789928601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:02,709] Trial 8534 finished with value: 0.997532074438468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:06,924] Trial 8535 finished with value: 0.9977843978169355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:08,969] Trial 8536 finished with value: 0.9933133976694842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:11,384] Trial 8537 finished with value: 0.9955046046686613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:16,263] Trial 8538 finished with value: 0.9974389747463354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:18,556] Trial 8539 finished with value: 0.9971964710447013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:24,989] Trial 8540 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.98732241589322e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:28,409] Trial 8541 finished with value: 0.9973747633736512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:31,724] Trial 8542 finished with value: 0.9975951271553645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:36,842] Trial 8543 finished with value: 0.997648958867576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:39,561] Trial 8544 finished with value: 0.9964730313737832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:42,458] Trial 8545 finished with value: 0.9972608477084078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:45,588] Trial 8546 finished with value: 0.9972970259078231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:50,210] Trial 8547 finished with value: 0.9968225874499078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:53,693] Trial 8548 finished with value: 0.9970552087288654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:57,054] Trial 8549 finished with value: 0.9974419678849132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:00,886] Trial 8550 finished with value: 0.9973353434643671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:04,044] Trial 8551 finished with value: 0.9975669251046894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:06,827] Trial 8552 finished with value: 0.9892492322375478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:16,956] Trial 8553 finished with value: 0.9969090479843904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:20,368] Trial 8554 finished with value: 0.9975624450768846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:24,633] Trial 8555 finished with value: 0.9976527096852187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:29,542] Trial 8556 finished with value: 0.9974357281488286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:32,632] Trial 8557 finished with value: 0.9975316936153164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:34,992] Trial 8558 finished with value: 0.9970715005902177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:36,797] Trial 8559 finished with value: 0.9969950116936696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:44,235] Trial 8560 finished with value: 0.9931168277970014 and parameters: {'classifier': 'SVC', 'svc_c': 1165051.7927980735, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:49,191] Trial 8561 finished with value: 0.9969051749440659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:53,292] Trial 8562 finished with value: 0.9971495859987254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:56,568] Trial 8563 finished with value: 0.9974321333864772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:00,182] Trial 8564 finished with value: 0.9972671803413476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:04,237] Trial 8565 finished with value: 0.9973554538085807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:07,460] Trial 8566 finished with value: 0.9972605890127241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:10,082] Trial 8567 finished with value: 0.9954582706562345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:12,896] Trial 8568 finished with value: 0.9973579423779055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:25,184] Trial 8569 finished with value: 0.996876531101719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:29,205] Trial 8570 finished with value: 0.9975852837068383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:33,658] Trial 8571 finished with value: 0.9972075998467421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:37,481] Trial 8572 finished with value: 0.9975259190617415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:40,374] Trial 8573 finished with value: 0.9973167493986826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:56,402] Trial 8574 finished with value: 0.9964047804002362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:00,537] Trial 8575 finished with value: 0.9974308966871744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:06,246] Trial 8576 finished with value: 0.9853915585827276 and parameters: {'classifier': 'SVC', 'svc_c': 0.07645747331722368, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:10,064] Trial 8577 finished with value: 0.9975013819459319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:12,698] Trial 8578 finished with value: 0.9971753402315487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:19,607] Trial 8579 finished with value: 0.9970921068074977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:22,141] Trial 8580 finished with value: 0.9974030694611867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:24,895] Trial 8581 finished with value: 0.9975337629903592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:28,175] Trial 8582 finished with value: 0.997697949596761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:32,497] Trial 8583 finished with value: 0.9937898287919199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:39,011] Trial 8584 finished with value: 0.996774809172264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:42,396] Trial 8585 finished with value: 0.9972491690471204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:45,338] Trial 8586 finished with value: 0.9965977228837982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:48,525] Trial 8587 finished with value: 0.9974383181207678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:54,735] Trial 8588 finished with value: 0.9949465180991961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 63, 'rf_n_estimators': 34}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:56,623] Trial 8589 finished with value: 0.9969737089245343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:59,821] Trial 8590 finished with value: 0.9973724972870576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:02,826] Trial 8591 finished with value: 0.9975909283571577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:08,145] Trial 8592 finished with value: 0.9974412275982214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:16,999] Trial 8593 finished with value: 0.9972065014612403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:21,999] Trial 8594 finished with value: 0.9976167049969437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:25,434] Trial 8595 finished with value: 0.9963717470465965 and parameters: {'classifier': 'SVC', 'svc_c': 58787.12619137578, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:28,981] Trial 8596 finished with value: 0.9972110804161028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:31,929] Trial 8597 finished with value: 0.9904004327911061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:41,732] Trial 8598 finished with value: 0.9970093670031218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:44,743] Trial 8599 finished with value: 0.9972915274105674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:47,420] Trial 8600 finished with value: 0.997376897938356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:51,450] Trial 8601 finished with value: 0.9973203424154494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:04,571] Trial 8602 finished with value: 0.9971218424338617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:08,373] Trial 8603 finished with value: 0.9976053866243816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:09,518] Trial 8604 finished with value: 0.9947968743415415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 8}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:13,419] Trial 8605 finished with value: 0.9974199275268081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:17,137] Trial 8606 finished with value: 0.9962976610270228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:21,485] Trial 8607 finished with value: 0.9972699382068173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:31,063] Trial 8608 finished with value: 0.9969956904405587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:36,090] Trial 8609 finished with value: 0.9963875705199102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:41,514] Trial 8610 finished with value: 0.9975572806528431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:44,662] Trial 8611 finished with value: 0.9975440286800062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:47,759] Trial 8612 finished with value: 0.9974717607029863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:04,263] Trial 8613 finished with value: 0.9964417744543006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:09,094] Trial 8614 finished with value: 0.9867338629793926 and parameters: {'classifier': 'SVC', 'svc_c': 121918984.68235095, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:12,745] Trial 8615 finished with value: 0.9975249052895011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:18,571] Trial 8616 finished with value: 0.9973825446833772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:24,856] Trial 8617 finished with value: 0.9968923028739817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:28,811] Trial 8618 finished with value: 0.9973863221608624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:33,010] Trial 8619 finished with value: 0.9972177967603438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:35,485] Trial 8620 finished with value: 0.9970427846710829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:39,674] Trial 8621 finished with value: 0.9974914885102013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:43,182] Trial 8622 finished with value: 0.9973862583994061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:56,776] Trial 8623 finished with value: 0.9970029221449411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:00,484] Trial 8624 finished with value: 0.9971795415370502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:02,386] Trial 8625 finished with value: 0.9972521942092465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:11,293] Trial 8626 finished with value: 0.9962339567308861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:14,430] Trial 8627 finished with value: 0.9973870678747362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:19,515] Trial 8628 finished with value: 0.9973384714890514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:22,672] Trial 8629 finished with value: 0.997383257516779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:26,512] Trial 8630 finished with value: 0.9975333810563808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:31,957] Trial 8631 finished with value: 0.9973926143914458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:48:27,455] Trial 8632 finished with value: 0.9896112766407178 and parameters: {'classifier': 'SVC', 'svc_c': 3932096981.3949513, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:48:30,587] Trial 8633 finished with value: 0.9974476746780555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:48:46,763] Trial 8634 finished with value: 0.9965515197585022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:48:54,133] Trial 8635 finished with value: 0.9964233371421414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:48:55,358] Trial 8636 finished with value: 0.9969532774879107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:48:58,125] Trial 8637 finished with value: 0.9973682739871865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:07,221] Trial 8638 finished with value: 0.9968205269297411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:09,040] Trial 8639 finished with value: 0.9973087739164385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:11,966] Trial 8640 finished with value: 0.9975545076483917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:16,420] Trial 8641 finished with value: 0.9971246616804444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:18,236] Trial 8642 finished with value: 0.9968200782509432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:23,149] Trial 8643 finished with value: 0.9972323303416223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:27,186] Trial 8644 finished with value: 0.9973657726592228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:33,823] Trial 8645 finished with value: 0.9961643781289314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:48,043] Trial 8646 finished with value: 0.9968216532763394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:51,769] Trial 8647 finished with value: 0.9973455338399596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:56,249] Trial 8648 finished with value: 0.9974994399033736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:00,358] Trial 8649 finished with value: 0.9945066187364647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:06,603] Trial 8650 finished with value: 0.9970667591372689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:09,024] Trial 8651 finished with value: 0.9930965237880763 and parameters: {'classifier': 'SVC', 'svc_c': 2260.814181587237, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:14,895] Trial 8652 finished with value: 0.9973241742917077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:18,100] Trial 8653 finished with value: 0.9969561838867872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:23,407] Trial 8654 finished with value: 0.9973628840018365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:31,071] Trial 8655 finished with value: 0.9969174056862542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:34,455] Trial 8656 finished with value: 0.9973468987604083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:39,698] Trial 8657 finished with value: 0.9974481401779443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:43,142] Trial 8658 finished with value: 0.9972253845005724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:49,191] Trial 8659 finished with value: 0.9975570845125751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:54,082] Trial 8660 finished with value: 0.9972146254768915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:56,653] Trial 8661 finished with value: 0.9970836509085483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:00,099] Trial 8662 finished with value: 0.9973413413575964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:03,808] Trial 8663 finished with value: 0.9961787580035241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:07,103] Trial 8664 finished with value: 0.9972740922545743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:08,769] Trial 8665 finished with value: 0.9892643059662735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:19,766] Trial 8666 finished with value: 0.9970480046999383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:26,328] Trial 8667 finished with value: 0.9973247173907804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:31,374] Trial 8668 finished with value: 0.9975919148347977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:34,540] Trial 8669 finished with value: 0.9975704640717998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:39,714] Trial 8670 finished with value: 0.9974061623837454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:42,046] Trial 8671 finished with value: 0.9947030233496633 and parameters: {'classifier': 'SVC', 'svc_c': 559.7753473861901, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:47,544] Trial 8672 finished with value: 0.9972742165402201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:51,798] Trial 8673 finished with value: 0.9966179717005023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:55,245] Trial 8674 finished with value: 0.9973642289274034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:58,296] Trial 8675 finished with value: 0.9974490847932843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:02,316] Trial 8676 finished with value: 0.9974550864633249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:07,863] Trial 8677 finished with value: 0.9974688213918997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:10,906] Trial 8678 finished with value: 0.99765118975683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:12,860] Trial 8679 finished with value: 0.995204418208861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:16,891] Trial 8680 finished with value: 0.9973357562793295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:21,529] Trial 8681 finished with value: 0.9973938556927447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:26,941] Trial 8682 finished with value: 0.9970845112280061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:30,839] Trial 8683 finished with value: 0.9971766951228188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:34,861] Trial 8684 finished with value: 0.9975042936767767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:37,968] Trial 8685 finished with value: 0.9970082215820412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:40,344] Trial 8686 finished with value: 0.9945167393521368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:43,910] Trial 8687 finished with value: 0.9971726727556396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:47,745] Trial 8688 finished with value: 0.9867371402991937 and parameters: {'classifier': 'SVC', 'svc_c': 34317945.38499735, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:57,457] Trial 8689 finished with value: 0.9967532945525962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:02,065] Trial 8690 finished with value: 0.9974717831734248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:04,378] Trial 8691 finished with value: 0.9972605354391363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:06,857] Trial 8692 finished with value: 0.996681004708158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:09,700] Trial 8693 finished with value: 0.9968426484099376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:16,680] Trial 8694 finished with value: 0.9968581880828827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:27,774] Trial 8695 finished with value: 0.9967638849527748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:31,952] Trial 8696 finished with value: 0.997392477442375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:34,716] Trial 8697 finished with value: 0.997506734099696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:54,917] Trial 8698 finished with value: 0.9966544158953198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:00,000] Trial 8699 finished with value: 0.9975773670031988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:04,383] Trial 8700 finished with value: 0.9974333479961958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:08,002] Trial 8701 finished with value: 0.9975014152707345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:19,425] Trial 8702 finished with value: 0.9969355733848896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:37,946] Trial 8703 finished with value: 0.9958231128194237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:42,057] Trial 8704 finished with value: 0.9974588136044886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:45,356] Trial 8705 finished with value: 0.9971102432760323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:49,942] Trial 8706 finished with value: 0.9934761780961576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:52,553] Trial 8707 finished with value: 0.996132664945291 and parameters: {'classifier': 'SVC', 'svc_c': 11437.424875301065, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:55,780] Trial 8708 finished with value: 0.9971031413796912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 38}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:58,650] Trial 8709 finished with value: 0.9973214997382452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:02,014] Trial 8710 finished with value: 0.9975282789973274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:09,748] Trial 8711 finished with value: 0.9952361389143856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 67, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:13,672] Trial 8712 finished with value: 0.9974467908725462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:19,595] Trial 8713 finished with value: 0.9973474612830803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:21,858] Trial 8714 finished with value: 0.9971216414059558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 42}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:26,972] Trial 8715 finished with value: 0.9974398992398422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:31,912] Trial 8716 finished with value: 0.9972248929755994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:35,602] Trial 8717 finished with value: 0.9975195455186392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:37,952] Trial 8718 finished with value: 0.9973339431244135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:43,388] Trial 8719 finished with value: 0.9973651443756065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:47,102] Trial 8720 finished with value: 0.9975626091618662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:51,613] Trial 8721 finished with value: 0.9975279341332248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:54,998] Trial 8722 finished with value: 0.997247348465534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:57,753] Trial 8723 finished with value: 0.9973531689966219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:01,790] Trial 8724 finished with value: 0.9973801087037651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:06,457] Trial 8725 finished with value: 0.9975843427413574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:12,604] Trial 8726 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.835369921989742e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:15,426] Trial 8727 finished with value: 0.9973904032114324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:17,333] Trial 8728 finished with value: 0.9970181777001387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:20,398] Trial 8729 finished with value: 0.9973036569723067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:24,826] Trial 8730 finished with value: 0.997200127981614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:28,979] Trial 8731 finished with value: 0.9976877312918098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:35,930] Trial 8732 finished with value: 0.996434106829759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:38,790] Trial 8733 finished with value: 0.9974346946990856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:46,469] Trial 8734 finished with value: 0.997295411432208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:48,952] Trial 8735 finished with value: 0.9974600291980827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:02,746] Trial 8736 finished with value: 0.9968451683997909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:06,637] Trial 8737 finished with value: 0.99737326547137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:17,100] Trial 8738 finished with value: 0.9968889066639791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:22,824] Trial 8739 finished with value: 0.9973944165015697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:26,289] Trial 8740 finished with value: 0.9975111616647397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:31,661] Trial 8741 finished with value: 0.9974150818783093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:37,047] Trial 8742 finished with value: 0.9974190041123904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:42,668] Trial 8743 finished with value: 0.9975613965833734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:48,185] Trial 8744 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001034375172248401, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:51,864] Trial 8745 finished with value: 0.9975550759156248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:54,680] Trial 8746 finished with value: 0.9974256978592412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:58,135] Trial 8747 finished with value: 0.9969052282637506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:18,707] Trial 8748 finished with value: 0.9958528431138193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:21,057] Trial 8749 finished with value: 0.9918379539570213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:25,364] Trial 8750 finished with value: 0.9970422129444176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:28,662] Trial 8751 finished with value: 0.9974918637474813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:31,635] Trial 8752 finished with value: 0.9952867209187755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:34,779] Trial 8753 finished with value: 0.9972876502760529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:37,489] Trial 8754 finished with value: 0.9974693018720808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:41,923] Trial 8755 finished with value: 0.9973960766797716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:46,691] Trial 8756 finished with value: 0.9976754531014499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:49,799] Trial 8757 finished with value: 0.9974887765060081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:58,705] Trial 8758 finished with value: 0.9971636089170725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:01,035] Trial 8759 finished with value: 0.9974292061357951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:04,219] Trial 8760 finished with value: 0.9960355060382687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:08,517] Trial 8761 finished with value: 0.997115617900235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:11,660] Trial 8762 finished with value: 0.9967082676024132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:17,617] Trial 8763 finished with value: 0.9852061373802156 and parameters: {'classifier': 'SVC', 'svc_c': 1.5713187390009465e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:22,960] Trial 8764 finished with value: 0.9975021743462676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:27,462] Trial 8765 finished with value: 0.997163868088825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:31,157] Trial 8766 finished with value: 0.997520095409624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:35,664] Trial 8767 finished with value: 0.9972300446727399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:42,731] Trial 8768 finished with value: 0.9968815388991872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:46,023] Trial 8769 finished with value: 0.9973499910799468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:50,471] Trial 8770 finished with value: 0.997343954529946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:55,161] Trial 8771 finished with value: 0.9974967390391858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:04,265] Trial 8772 finished with value: 0.9964682140354979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:08,409] Trial 8773 finished with value: 0.9974716084562442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:14,390] Trial 8774 finished with value: 0.9975536052127306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:17,918] Trial 8775 finished with value: 0.9974253457588959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:21,129] Trial 8776 finished with value: 0.9975588257493925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:25,009] Trial 8777 finished with value: 0.9932897945368154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:30,468] Trial 8778 finished with value: 0.9974623873880836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:33,040] Trial 8779 finished with value: 0.9973590668519673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:35,530] Trial 8780 finished with value: 0.9973560269634517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:41,731] Trial 8781 finished with value: 0.9972954515489229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:04:47,005] Trial 8782 finished with value: 0.9892308618288975 and parameters: {'classifier': 'SVC', 'svc_c': 9849645969.75305, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:04:50,491] Trial 8783 finished with value: 0.995845213765194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:04:56,663] Trial 8784 finished with value: 0.9962384037830051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:01,452] Trial 8785 finished with value: 0.9972434765995121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:05,237] Trial 8786 finished with value: 0.9972751473813083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:09,068] Trial 8787 finished with value: 0.9973264635152357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:12,645] Trial 8788 finished with value: 0.9974701584464656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:30,693] Trial 8789 finished with value: 0.9967611986245486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:33,643] Trial 8790 finished with value: 0.9972498319250557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:37,440] Trial 8791 finished with value: 0.9967893852823383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:42,313] Trial 8792 finished with value: 0.9971924314755763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:45,030] Trial 8793 finished with value: 0.9970901681291577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:48,351] Trial 8794 finished with value: 0.9976365015484663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:51,051] Trial 8795 finished with value: 0.9961729771658435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:55,089] Trial 8796 finished with value: 0.9974340986929212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:58,606] Trial 8797 finished with value: 0.9968585067632117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:02,542] Trial 8798 finished with value: 0.997187641939698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:08,065] Trial 8799 finished with value: 0.9975642276681955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:12,613] Trial 8800 finished with value: 0.9867083092031926 and parameters: {'classifier': 'SVC', 'svc_c': 2941303.2008659746, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:15,700] Trial 8801 finished with value: 0.9903165890788325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:23,614] Trial 8802 finished with value: 0.9973527072100682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:26,729] Trial 8803 finished with value: 0.9969968532857504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:35,860] Trial 8804 finished with value: 0.9970717996247819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:41,391] Trial 8805 finished with value: 0.9972459789748266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:43,244] Trial 8806 finished with value: 0.9961134761746964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:47,316] Trial 8807 finished with value: 0.9973354412488599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:51,291] Trial 8808 finished with value: 0.9971977740762306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:54,323] Trial 8809 finished with value: 0.9970721229071073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:58,046] Trial 8810 finished with value: 0.9970745419386767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:04,078] Trial 8811 finished with value: 0.9968146375801551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:07,471] Trial 8812 finished with value: 0.997346419359316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:11,316] Trial 8813 finished with value: 0.9973142070653426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:18,005] Trial 8814 finished with value: 0.9972107874117411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:21,155] Trial 8815 finished with value: 0.9973960255500027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:25,764] Trial 8816 finished with value: 0.9974597779608071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:29,118] Trial 8817 finished with value: 0.9975169194924373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:33,730] Trial 8818 finished with value: 0.9973854683794133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:40,051] Trial 8819 finished with value: 0.9853246964600113 and parameters: {'classifier': 'SVC', 'svc_c': 0.0018696331064143859, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:44,296] Trial 8820 finished with value: 0.997212062323484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:48,499] Trial 8821 finished with value: 0.9973522883331652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:51,417] Trial 8822 finished with value: 0.9971146885825662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:56,961] Trial 8823 finished with value: 0.9971431141950614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:59,602] Trial 8824 finished with value: 0.9973622242659538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:02,729] Trial 8825 finished with value: 0.9972911592508408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:06,496] Trial 8826 finished with value: 0.9973877444317097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:10,912] Trial 8827 finished with value: 0.9955828019215548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:15,125] Trial 8828 finished with value: 0.9971884133930149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:19,077] Trial 8829 finished with value: 0.9972570298920425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:22,738] Trial 8830 finished with value: 0.9975364283715665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:28,648] Trial 8831 finished with value: 0.9969649882044848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:33,364] Trial 8832 finished with value: 0.9975452483043146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:36,494] Trial 8833 finished with value: 0.9973988987510282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:42,506] Trial 8834 finished with value: 0.9971538895002888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:43,724] Trial 8835 finished with value: 0.9961662742784753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 25}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:46,509] Trial 8836 finished with value: 0.9914976363414306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:49,555] Trial 8837 finished with value: 0.9973904781128938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:54,401] Trial 8838 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.866630410264494e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:02,815] Trial 8839 finished with value: 0.9969941014822212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:06,451] Trial 8840 finished with value: 0.9976444588131516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:08,317] Trial 8841 finished with value: 0.9972394486464613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:09,654] Trial 8842 finished with value: 0.9941300535741311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:12,306] Trial 8843 finished with value: 0.9971944259174199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:13,504] Trial 8844 finished with value: 0.9968425682717212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:29,103] Trial 8845 finished with value: 0.9964735377838349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:39,234] Trial 8846 finished with value: 0.9969992337875002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:43,042] Trial 8847 finished with value: 0.9974343763043977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:46,180] Trial 8848 finished with value: 0.9974378683628812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:49,487] Trial 8849 finished with value: 0.9971387488045784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:53,683] Trial 8850 finished with value: 0.9968040978336768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:55,878] Trial 8851 finished with value: 0.9973407876263248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:57,756] Trial 8852 finished with value: 0.9972324891263732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:01,410] Trial 8853 finished with value: 0.9973133721679487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:10,910] Trial 8854 finished with value: 0.996917133025891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:13,866] Trial 8855 finished with value: 0.9966148885214811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:16,032] Trial 8856 finished with value: 0.9970334197667255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:18,931] Trial 8857 finished with value: 0.9910170685953492 and parameters: {'classifier': 'SVC', 'svc_c': 10.925176214730588, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:23,905] Trial 8858 finished with value: 0.9974428550546407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:39,846] Trial 8859 finished with value: 0.9965031625814259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:43,748] Trial 8860 finished with value: 0.9973738875026186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:47,141] Trial 8861 finished with value: 0.9971858715674814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:53,361] Trial 8862 finished with value: 0.9973395079221579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:56,385] Trial 8863 finished with value: 0.9975356825307409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:58,763] Trial 8864 finished with value: 0.9971791784553887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:01,369] Trial 8865 finished with value: 0.9976216192627986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:05,313] Trial 8866 finished with value: 0.9974145224024765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:09,025] Trial 8867 finished with value: 0.997141819478864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:12,671] Trial 8868 finished with value: 0.9977914119262244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:16,067] Trial 8869 finished with value: 0.9972640868792443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:19,730] Trial 8870 finished with value: 0.997461293763268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:24,529] Trial 8871 finished with value: 0.9973836691574388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:28,160] Trial 8872 finished with value: 0.9975547469204761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:31,932] Trial 8873 finished with value: 0.9975843470894509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:35,305] Trial 8874 finished with value: 0.9975070989586804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:43,372] Trial 8875 finished with value: 0.9852062193274929 and parameters: {'classifier': 'SVC', 'svc_c': 6.401941293912765e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:47,174] Trial 8876 finished with value: 0.9975969331375131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:50,295] Trial 8877 finished with value: 0.9973365135140636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:53,641] Trial 8878 finished with value: 0.9975841719596774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:56,667] Trial 8879 finished with value: 0.9974664409536257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:01,134] Trial 8880 finished with value: 0.9973416503261258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:04,628] Trial 8881 finished with value: 0.9973911571454241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:08,184] Trial 8882 finished with value: 0.9973367289192416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:26,598] Trial 8883 finished with value: 0.9967738321525204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:31,790] Trial 8884 finished with value: 0.997546568664741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:40,911] Trial 8885 finished with value: 0.9969271945138415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:44,603] Trial 8886 finished with value: 0.9973329254166726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:48,099] Trial 8887 finished with value: 0.9973692571006083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:52,947] Trial 8888 finished with value: 0.9971883764183526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:56,513] Trial 8889 finished with value: 0.9973251767017773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:15,183] Trial 8890 finished with value: 0.996361844406873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:19,067] Trial 8891 finished with value: 0.9976455100043848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:22,432] Trial 8892 finished with value: 0.9973042167020427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:41,787] Trial 8893 finished with value: 0.9967518441619628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:48,392] Trial 8894 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.182168993740835e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:52,092] Trial 8895 finished with value: 0.997524648402878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:55,568] Trial 8896 finished with value: 0.9974839451078297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:00,403] Trial 8897 finished with value: 0.9970381271014236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:03,253] Trial 8898 finished with value: 0.9972116628384429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:07,153] Trial 8899 finished with value: 0.9976106273463529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:10,454] Trial 8900 finished with value: 0.9974545545677337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:14,385] Trial 8901 finished with value: 0.9973759458963455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:31,323] Trial 8902 finished with value: 0.9970555986925346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:38,820] Trial 8903 finished with value: 0.9972047672385006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:57,311] Trial 8904 finished with value: 0.9967464252951173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:00,173] Trial 8905 finished with value: 0.9974135374165182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:04,993] Trial 8906 finished with value: 0.9975314902705431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:25,076] Trial 8907 finished with value: 0.9965083495393817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:28,502] Trial 8908 finished with value: 0.9973060247154176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:32,272] Trial 8909 finished with value: 0.997274999990466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:37,223] Trial 8910 finished with value: 0.9973092913078062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:41,069] Trial 8911 finished with value: 0.9969353902889013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:44,559] Trial 8912 finished with value: 0.9974802655417893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:51,363] Trial 8913 finished with value: 0.9853741867121221 and parameters: {'classifier': 'SVC', 'svc_c': 0.006507559922067947, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:00,690] Trial 8914 finished with value: 0.9934667777722956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:05,210] Trial 8915 finished with value: 0.9972441035818741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:09,013] Trial 8916 finished with value: 0.9975184855677434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:12,308] Trial 8917 finished with value: 0.9973809238601806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:15,999] Trial 8918 finished with value: 0.997547677650704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:21,289] Trial 8919 finished with value: 0.9976126840897085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:24,254] Trial 8920 finished with value: 0.9975204122174164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:27,457] Trial 8921 finished with value: 0.9973867388478493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:30,477] Trial 8922 finished with value: 0.9975424766645932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:35,255] Trial 8923 finished with value: 0.9974178917304716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:38,692] Trial 8924 finished with value: 0.9975826902437294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:50,033] Trial 8925 finished with value: 0.997138147974252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:53,016] Trial 8926 finished with value: 0.9973210452196725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:12,235] Trial 8927 finished with value: 0.9967659341425085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:15,486] Trial 8928 finished with value: 0.9972163011431922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:18,704] Trial 8929 finished with value: 0.9970548329203032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:22,562] Trial 8930 finished with value: 0.9972081153338354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:25,909] Trial 8931 finished with value: 0.9975258618065567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:31,325] Trial 8932 finished with value: 0.9871267387919197 and parameters: {'classifier': 'SVC', 'svc_c': 0.9450341941266689, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:53,555] Trial 8933 finished with value: 0.9952360829604547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 70, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:56,557] Trial 8934 finished with value: 0.9972108085809254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:00,003] Trial 8935 finished with value: 0.9976017559664566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:04,500] Trial 8936 finished with value: 0.9973643505788029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:11,614] Trial 8937 finished with value: 0.9974357998447617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:15,369] Trial 8938 finished with value: 0.9976894672283968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:18,531] Trial 8939 finished with value: 0.997488213951598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:22,236] Trial 8940 finished with value: 0.9975028799751645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:23,782] Trial 8941 finished with value: 0.988012373102953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:26,914] Trial 8942 finished with value: 0.9974335306795913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:31,111] Trial 8943 finished with value: 0.9973976253627046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:42,543] Trial 8944 finished with value: 0.9971295898792404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:56,381] Trial 8945 finished with value: 0.9965143614925044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:59,299] Trial 8946 finished with value: 0.9971455502064114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:03,099] Trial 8947 finished with value: 0.9973362076875874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:06,336] Trial 8948 finished with value: 0.9974612797351128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:09,778] Trial 8949 finished with value: 0.9968513853797956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:12,135] Trial 8950 finished with value: 0.9913172815245641 and parameters: {'classifier': 'SVC', 'svc_c': 37.922243204038686, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:17,396] Trial 8951 finished with value: 0.9965765841679066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:33,021] Trial 8952 finished with value: 0.9968862960306621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:37,854] Trial 8953 finished with value: 0.99738590645775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:48,364] Trial 8954 finished with value: 0.9969459039468195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:03,781] Trial 8955 finished with value: 0.9971899808330512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:12,187] Trial 8956 finished with value: 0.9974179387660503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:15,117] Trial 8957 finished with value: 0.9976179179245536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:20,074] Trial 8958 finished with value: 0.9977579252600522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:24,128] Trial 8959 finished with value: 0.9974923849473979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:27,311] Trial 8960 finished with value: 0.9974049126084252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:30,731] Trial 8961 finished with value: 0.9975553940246714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:36,077] Trial 8962 finished with value: 0.9976722596649381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:39,589] Trial 8963 finished with value: 0.9975796014153605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:43,434] Trial 8964 finished with value: 0.997435084186686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:46,882] Trial 8965 finished with value: 0.99733901116043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:51,658] Trial 8966 finished with value: 0.9975856417421726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:55,362] Trial 8967 finished with value: 0.9973902807983231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:59,387] Trial 8968 finished with value: 0.9973947042374389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:18,722] Trial 8969 finished with value: 0.9956194911012801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:24,517] Trial 8970 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1003764603157749e-07, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:42,361] Trial 8971 finished with value: 0.9965081350863411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:45,068] Trial 8972 finished with value: 0.9974496578212037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:48,952] Trial 8973 finished with value: 0.9973222780469503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:52,863] Trial 8974 finished with value: 0.99739383604698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:57,925] Trial 8975 finished with value: 0.9974056488009267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:01,843] Trial 8976 finished with value: 0.9976479553784176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:05,170] Trial 8977 finished with value: 0.9973706186251007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:08,899] Trial 8978 finished with value: 0.9976606981800048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:14,139] Trial 8979 finished with value: 0.9969360479300821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:17,741] Trial 8980 finished with value: 0.9975729608612426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:21,859] Trial 8981 finished with value: 0.9974331919409049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:24,229] Trial 8982 finished with value: 0.9974723037068453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:28,875] Trial 8983 finished with value: 0.9973155662094921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:32,949] Trial 8984 finished with value: 0.9974662397670301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:37,140] Trial 8985 finished with value: 0.9977342808998418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:40,480] Trial 8986 finished with value: 0.9971391571762337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:43,927] Trial 8987 finished with value: 0.9973453401752481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:48,214] Trial 8988 finished with value: 0.9918760845138145 and parameters: {'classifier': 'SVC', 'svc_c': 102.63512106153256, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:51,696] Trial 8989 finished with value: 0.9975649489121429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:55,724] Trial 8990 finished with value: 0.9973764736977468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:59,723] Trial 8991 finished with value: 0.9972778403744952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:04,692] Trial 8992 finished with value: 0.997486966810524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:08,266] Trial 8993 finished with value: 0.9974507798514466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:12,641] Trial 8994 finished with value: 0.9974160672451226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:27,581] Trial 8995 finished with value: 0.996323077155918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:33,173] Trial 8996 finished with value: 0.9973659442343507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:36,606] Trial 8997 finished with value: 0.9977435918497563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:40,019] Trial 8998 finished with value: 0.9975466507707078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:43,511] Trial 8999 finished with value: 0.9970919782372346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:46,937] Trial 9000 finished with value: 0.997446123106973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:51,518] Trial 9001 finished with value: 0.9975277172363651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:54,977] Trial 9002 finished with value: 0.9975384840040955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:58,786] Trial 9003 finished with value: 0.9975811729495869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:02,552] Trial 9004 finished with value: 0.9974331854981097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:07,144] Trial 9005 finished with value: 0.9974367114844158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:10,596] Trial 9006 finished with value: 0.9975206274956427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:14,235] Trial 9007 finished with value: 0.9974794056666619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:19,085] Trial 9008 finished with value: 0.9852270326346191 and parameters: {'classifier': 'SVC', 'svc_c': 0.000681879448457005, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:24,476] Trial 9009 finished with value: 0.997207853369147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:38,186] Trial 9010 finished with value: 0.9966841111193275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:41,578] Trial 9011 finished with value: 0.997211032015794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:44,859] Trial 9012 finished with value: 0.9972721204101211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:48,751] Trial 9013 finished with value: 0.997497385921216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:53,275] Trial 9014 finished with value: 0.9974689820809252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:56,282] Trial 9015 finished with value: 0.9974225464754568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:59,486] Trial 9016 finished with value: 0.9973451199776463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:03,432] Trial 9017 finished with value: 0.9974070866233489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:08,536] Trial 9018 finished with value: 0.9976185353220677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:17,179] Trial 9019 finished with value: 0.9969392599650077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:20,487] Trial 9020 finished with value: 0.997503312594581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:38,282] Trial 9021 finished with value: 0.9967033773621542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:43,341] Trial 9022 finished with value: 0.9970486119095839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:46,660] Trial 9023 finished with value: 0.9975943572254672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:09,067] Trial 9024 finished with value: 0.9959202340852876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 72, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:12,487] Trial 9025 finished with value: 0.9972147844203322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:17,199] Trial 9026 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1173944163.880316, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:22,318] Trial 9027 finished with value: 0.9975735016751859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:25,700] Trial 9028 finished with value: 0.9971597268314444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:29,603] Trial 9029 finished with value: 0.9972272795392896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:33,304] Trial 9030 finished with value: 0.9974863365908955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:50,704] Trial 9031 finished with value: 0.9969571944852369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:52,546] Trial 9032 finished with value: 0.996945492560063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:56,287] Trial 9033 finished with value: 0.9974423647039702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:59,783] Trial 9034 finished with value: 0.9974122940205171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:03,282] Trial 9035 finished with value: 0.9969542318467882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:07,253] Trial 9036 finished with value: 0.9975720018368927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:09,450] Trial 9037 finished with value: 0.9942251890308627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:23,076] Trial 9038 finished with value: 0.996909622027923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:26,506] Trial 9039 finished with value: 0.9973177676459679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:46,460] Trial 9040 finished with value: 0.9966597021611882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:48,407] Trial 9041 finished with value: 0.9970215288105749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:52,242] Trial 9042 finished with value: 0.9974952243475518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:55,692] Trial 9043 finished with value: 0.9975345705614148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:01,056] Trial 9044 finished with value: 0.9972789092437427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:06,646] Trial 9045 finished with value: 0.9948683730868981 and parameters: {'classifier': 'SVC', 'svc_c': 403181.4477067007, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:10,455] Trial 9046 finished with value: 0.9970494735302959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:17,632] Trial 9047 finished with value: 0.9970805816307305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:22,008] Trial 9048 finished with value: 0.9975690677625607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:25,220] Trial 9049 finished with value: 0.9975291577882474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:27,462] Trial 9050 finished with value: 0.9954897996965358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:31,256] Trial 9051 finished with value: 0.9974328510123028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:39,518] Trial 9052 finished with value: 0.9973715250597381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:43,185] Trial 9053 finished with value: 0.9970904163195943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:46,098] Trial 9054 finished with value: 0.9965440129816755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:50,488] Trial 9055 finished with value: 0.9975209914342278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:54,283] Trial 9056 finished with value: 0.9971900337084051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:01,368] Trial 9057 finished with value: 0.9973337582193645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:04,648] Trial 9058 finished with value: 0.997298462048136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:08,452] Trial 9059 finished with value: 0.997312160224214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:16,353] Trial 9060 finished with value: 0.9965214558034853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:28,052] Trial 9061 finished with value: 0.9968392020857791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:31,290] Trial 9062 finished with value: 0.9974688786470848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:35,765] Trial 9063 finished with value: 0.9970478351560366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:41,506] Trial 9064 finished with value: 0.9852052355793127 and parameters: {'classifier': 'SVC', 'svc_c': 4.3448365098016314e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:46,340] Trial 9065 finished with value: 0.9976978513679374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:49,532] Trial 9066 finished with value: 0.9976509603869727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:53,405] Trial 9067 finished with value: 0.997568829601303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:57,342] Trial 9068 finished with value: 0.9974261024858236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:00,927] Trial 9069 finished with value: 0.9974142666266802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:13,656] Trial 9070 finished with value: 0.9969306506767515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:15,174] Trial 9071 finished with value: 0.9910108870983249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:22,011] Trial 9072 finished with value: 0.9972917130138503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:25,893] Trial 9073 finished with value: 0.9973153435680712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:33,195] Trial 9074 finished with value: 0.9970899884291257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:35,033] Trial 9075 finished with value: 0.9963618194291396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:38,967] Trial 9076 finished with value: 0.9974097799973906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:45,926] Trial 9077 finished with value: 0.9973752827010309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:51,345] Trial 9078 finished with value: 0.9973691678853503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:53,900] Trial 9079 finished with value: 0.9965139365853992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:55,291] Trial 9080 finished with value: 0.9965029013784474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 44}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:59,337] Trial 9081 finished with value: 0.997384368470492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:04,143] Trial 9082 finished with value: 0.9856516086499826 and parameters: {'classifier': 'SVC', 'svc_c': 0.213580579643926, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:09,101] Trial 9083 finished with value: 0.9973190507778291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:12,640] Trial 9084 finished with value: 0.9973424411078282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:22,604] Trial 9085 finished with value: 0.9971072776542202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:26,249] Trial 9086 finished with value: 0.9975682388636313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:33,618] Trial 9087 finished with value: 0.9974398278295503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:37,213] Trial 9088 finished with value: 0.997545729419254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:40,999] Trial 9089 finished with value: 0.9975538122391011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:44,959] Trial 9090 finished with value: 0.9972082107062472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:49,731] Trial 9091 finished with value: 0.997453908542627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:53,170] Trial 9092 finished with value: 0.9968802825541201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:54,932] Trial 9093 finished with value: 0.9947802172720882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:56,662] Trial 9094 finished with value: 0.9907747496400745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:01,978] Trial 9095 finished with value: 0.9974028693219422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:05,074] Trial 9096 finished with value: 0.9975713104265783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:10,750] Trial 9097 finished with value: 0.9972249269668981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:14,168] Trial 9098 finished with value: 0.9974012690014339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:17,715] Trial 9099 finished with value: 0.9973246209075417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:22,521] Trial 9100 finished with value: 0.9975037859019952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:25,639] Trial 9101 finished with value: 0.9885291102253113 and parameters: {'classifier': 'SVC', 'svc_c': 31959.64629651172, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:41,856] Trial 9102 finished with value: 0.9965151477039482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:46,119] Trial 9103 finished with value: 0.9972601332881107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:49,584] Trial 9104 finished with value: 0.9957026224879585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:52,691] Trial 9105 finished with value: 0.9977988823314089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:56,814] Trial 9106 finished with value: 0.997662855278624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:00,557] Trial 9107 finished with value: 0.9975498309407742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:05,770] Trial 9108 finished with value: 0.9974665269950928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:09,875] Trial 9109 finished with value: 0.9972219819747261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:13,251] Trial 9110 finished with value: 0.9976005977549992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:28,595] Trial 9111 finished with value: 0.9969530138093753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:31,901] Trial 9112 finished with value: 0.9973936027098844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:41,421] Trial 9113 finished with value: 0.9973114390120047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:44,358] Trial 9114 finished with value: 0.9975434056014066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:48,127] Trial 9115 finished with value: 0.9974964006813543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:51,171] Trial 9116 finished with value: 0.9974247339789913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:55,701] Trial 9117 finished with value: 0.997513867511779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:59,913] Trial 9118 finished with value: 0.9974508634808328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:03,136] Trial 9119 finished with value: 0.9973927142706405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:06,584] Trial 9120 finished with value: 0.9973880122996488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:12,060] Trial 9121 finished with value: 0.9974860149589411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:14,274] Trial 9122 finished with value: 0.9950838180007601 and parameters: {'classifier': 'SVC', 'svc_c': 1014.5065289836464, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:17,796] Trial 9123 finished with value: 0.9977844140350062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:20,845] Trial 9124 finished with value: 0.9975286709922226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:24,224] Trial 9125 finished with value: 0.9975114803450685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:28,772] Trial 9126 finished with value: 0.9976348464483298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:31,981] Trial 9127 finished with value: 0.9975043580095152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:35,180] Trial 9128 finished with value: 0.9975123035946506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:38,452] Trial 9129 finished with value: 0.9972351489851846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:49,426] Trial 9130 finished with value: 0.9969450197921933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:52,777] Trial 9131 finished with value: 0.9976592785751416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:56,004] Trial 9132 finished with value: 0.9975717799571814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:59,158] Trial 9133 finished with value: 0.9973749221584022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:04,158] Trial 9134 finished with value: 0.9975270917139469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:07,172] Trial 9135 finished with value: 0.9975512189029437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:10,213] Trial 9136 finished with value: 0.997521907453713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:23,413] Trial 9137 finished with value: 0.9969871814440902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:28,319] Trial 9138 finished with value: 0.9976785372326084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:30,872] Trial 9139 finished with value: 0.9922230716284949 and parameters: {'classifier': 'SVC', 'svc_c': 5687.2165126663285, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:34,222] Trial 9140 finished with value: 0.9974011472865586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:44,121] Trial 9141 finished with value: 0.9971930580453456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:47,699] Trial 9142 finished with value: 0.997516974779872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:52,639] Trial 9143 finished with value: 0.9972557834809402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:56,089] Trial 9144 finished with value: 0.9974813090841868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:59,671] Trial 9145 finished with value: 0.997383952418263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:03,622] Trial 9146 finished with value: 0.9974135003466422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:07,981] Trial 9147 finished with value: 0.997599674848388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:10,823] Trial 9148 finished with value: 0.9974644055698817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:14,506] Trial 9149 finished with value: 0.997513124209986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:17,349] Trial 9150 finished with value: 0.9974528728077545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:22,534] Trial 9151 finished with value: 0.9974884596347398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:26,251] Trial 9152 finished with value: 0.9976669816191879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:29,416] Trial 9153 finished with value: 0.9975785890713259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:32,921] Trial 9154 finished with value: 0.9976248896637361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:55,256] Trial 9155 finished with value: 0.9967128015529226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:58,594] Trial 9156 finished with value: 0.997448263130598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:01,603] Trial 9157 finished with value: 0.9973324989226721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:07,656] Trial 9158 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.0275928633300543e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:10,741] Trial 9159 finished with value: 0.9973161469814609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:15,956] Trial 9160 finished with value: 0.9972709599452724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:19,812] Trial 9161 finished with value: 0.9977352951164128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:23,172] Trial 9162 finished with value: 0.9972533700669803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:27,117] Trial 9163 finished with value: 0.9974406234354148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:32,043] Trial 9164 finished with value: 0.9975801003035282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:35,728] Trial 9165 finished with value: 0.9974122980512314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:38,955] Trial 9166 finished with value: 0.9971926157141294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:41,938] Trial 9167 finished with value: 0.9973055636588358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:46,830] Trial 9168 finished with value: 0.9974677738505257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:50,465] Trial 9169 finished with value: 0.9975656032843191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:53,964] Trial 9170 finished with value: 0.9974293399428129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:57,417] Trial 9171 finished with value: 0.9973181591647945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:06,396] Trial 9172 finished with value: 0.9971357423043417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:09,968] Trial 9173 finished with value: 0.997389835293316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:13,923] Trial 9174 finished with value: 0.9973548217798913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:15,994] Trial 9175 finished with value: 0.9971030846640506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:21,573] Trial 9176 finished with value: 0.9975885660412288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:27,767] Trial 9177 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 3.720860802386502e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:31,175] Trial 9178 finished with value: 0.9973859870085593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:34,791] Trial 9179 finished with value: 0.9974223346566623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:36,471] Trial 9180 finished with value: 0.9967460895715319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:40,546] Trial 9181 finished with value: 0.9966318168548298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:44,297] Trial 9182 finished with value: 0.9976500931803889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:47,482] Trial 9183 finished with value: 0.9975589548592002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:51,097] Trial 9184 finished with value: 0.9976072379917381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:03,791] Trial 9185 finished with value: 0.9968753004008812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:07,108] Trial 9186 finished with value: 0.9974648755448156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:08,935] Trial 9187 finished with value: 0.9893743358642914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:12,253] Trial 9188 finished with value: 0.9968280560817925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:17,107] Trial 9189 finished with value: 0.9937206009573186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:20,736] Trial 9190 finished with value: 0.997538703344774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:27,056] Trial 9191 finished with value: 0.9966559206847267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:30,477] Trial 9192 finished with value: 0.9974846424531324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:47,139] Trial 9193 finished with value: 0.9961486112443065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:50,804] Trial 9194 finished with value: 0.9973529617480862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:54,111] Trial 9195 finished with value: 0.9886010928785431 and parameters: {'classifier': 'SVC', 'svc_c': 2.144717756205346, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:57,873] Trial 9196 finished with value: 0.9973227329463779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:01,164] Trial 9197 finished with value: 0.9975465647292406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:05,303] Trial 9198 finished with value: 0.997556122409648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:08,643] Trial 9199 finished with value: 0.9969562775136143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:12,126] Trial 9200 finished with value: 0.99750228123954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:20,229] Trial 9201 finished with value: 0.9972581622371052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:24,917] Trial 9202 finished with value: 0.997610777149276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:33,220] Trial 9203 finished with value: 0.9969199207884696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:37,098] Trial 9204 finished with value: 0.997466954314279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:40,126] Trial 9205 finished with value: 0.9972975805594939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:45,063] Trial 9206 finished with value: 0.9975321802843894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:54,022] Trial 9207 finished with value: 0.9971474910111912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:08,381] Trial 9208 finished with value: 0.9966345618029712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:15,081] Trial 9209 finished with value: 0.9974447336848596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:19,781] Trial 9210 finished with value: 0.9971953648516744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:23,660] Trial 9211 finished with value: 0.9974723500124524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:25,693] Trial 9212 finished with value: 0.9968950586764874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:26,928] Trial 9213 finished with value: 0.9927928499352654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:32,621] Trial 9214 finished with value: 0.9866190197420656 and parameters: {'classifier': 'SVC', 'svc_c': 10014219.543219538, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:36,439] Trial 9215 finished with value: 0.9975458531653553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:45,945] Trial 9216 finished with value: 0.9969890423645568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:48,935] Trial 9217 finished with value: 0.9973433339903792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:55,554] Trial 9218 finished with value: 0.9970133275448569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:00,070] Trial 9219 finished with value: 0.9967560229970257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:03,083] Trial 9220 finished with value: 0.9977843270414019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:05,852] Trial 9221 finished with value: 0.9975705351647125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:08,913] Trial 9222 finished with value: 0.9973723364710806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:13,081] Trial 9223 finished with value: 0.997370390461284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:16,111] Trial 9224 finished with value: 0.997530412609895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:19,128] Trial 9225 finished with value: 0.9974247149362467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:22,102] Trial 9226 finished with value: 0.9974534200644932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:26,859] Trial 9227 finished with value: 0.997378124862383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:29,669] Trial 9228 finished with value: 0.9977024710107972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:32,643] Trial 9229 finished with value: 0.9972655840832912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:35,745] Trial 9230 finished with value: 0.9974936141882921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:39,173] Trial 9231 finished with value: 0.9953116658984341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:42,115] Trial 9232 finished with value: 0.9973991509721788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:44,499] Trial 9233 finished with value: 0.9974132366998449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:51,105] Trial 9234 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002032977124777893, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:55,643] Trial 9235 finished with value: 0.9976356689679396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:58,775] Trial 9236 finished with value: 0.9974485275391048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:14,058] Trial 9237 finished with value: 0.9968552561984666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:15,577] Trial 9238 finished with value: 0.9895088449564379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:19,824] Trial 9239 finished with value: 0.9975239474394537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:22,450] Trial 9240 finished with value: 0.9973140844935439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:25,883] Trial 9241 finished with value: 0.9966172270339793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:27,628] Trial 9242 finished with value: 0.9966056274000813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:30,732] Trial 9243 finished with value: 0.9970954018687893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:34,809] Trial 9244 finished with value: 0.9973354491833367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:37,929] Trial 9245 finished with value: 0.9975105948257124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:40,082] Trial 9246 finished with value: 0.9958411868594941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:42,942] Trial 9247 finished with value: 0.997259311371521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:59,855] Trial 9248 finished with value: 0.9968171389398567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:03,391] Trial 9249 finished with value: 0.9974471899767327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:10,354] Trial 9250 finished with value: 0.9969002828630086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:13,409] Trial 9251 finished with value: 0.9973820748036571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:18,026] Trial 9252 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 194654954.2916973, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:20,793] Trial 9253 finished with value: 0.997451994556379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:23,232] Trial 9254 finished with value: 0.9960291961296708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:26,905] Trial 9255 finished with value: 0.9976293755947916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:31,312] Trial 9256 finished with value: 0.9954272628475875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:40,205] Trial 9257 finished with value: 0.9963573131858233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:42,512] Trial 9258 finished with value: 0.9974437705663196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:45,278] Trial 9259 finished with value: 0.9972137063470911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:49,824] Trial 9260 finished with value: 0.997482723896626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:51,213] Trial 9261 finished with value: 0.9878053222308587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:54,282] Trial 9262 finished with value: 0.9975790068691399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:03,940] Trial 9263 finished with value: 0.996921337219542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:07,407] Trial 9264 finished with value: 0.9976942551773799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:11,589] Trial 9265 finished with value: 0.9973920350794206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:31,542] Trial 9266 finished with value: 0.9962102815849052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:34,975] Trial 9267 finished with value: 0.9972365216814206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:37,827] Trial 9268 finished with value: 0.9974437527613534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:41,478] Trial 9269 finished with value: 0.9961685078019756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:46,843] Trial 9270 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.282750004152589e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:49,850] Trial 9271 finished with value: 0.9975068934874672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:53,154] Trial 9272 finished with value: 0.9975067284186104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:57,901] Trial 9273 finished with value: 0.9975881032390621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:46:00,929] Trial 9274 finished with value: 0.9974316210414367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:46:17,162] Trial 9275 finished with value: 0.996474954341859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:46:19,886] Trial 9276 finished with value: 0.9968883764504968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:46:40,973] Trial 9277 finished with value: 0.9964488401059511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:46:53,519] Trial 9278 finished with value: 0.9941045129056872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 71, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:00,325] Trial 9279 finished with value: 0.9968807535764048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:06,254] Trial 9280 finished with value: 0.9973419148298466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:09,668] Trial 9281 finished with value: 0.9973535143367931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:11,908] Trial 9282 finished with value: 0.9969092977934602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:30,614] Trial 9283 finished with value: 0.9958092956896686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 70, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:35,450] Trial 9284 finished with value: 0.9941142091855363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:40,247] Trial 9285 finished with value: 0.9975320416849476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:41,664] Trial 9286 finished with value: 0.9869832293687587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:44,642] Trial 9287 finished with value: 0.9974769041800089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:51,983] Trial 9288 finished with value: 0.9968063962294602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:58,833] Trial 9289 finished with value: 0.9853897557426317 and parameters: {'classifier': 'SVC', 'svc_c': 0.01877915699911404, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:02,804] Trial 9290 finished with value: 0.9973246349674346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:05,874] Trial 9291 finished with value: 0.997273511355654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:08,970] Trial 9292 finished with value: 0.9974370035366403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:12,030] Trial 9293 finished with value: 0.9974969889434693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:16,458] Trial 9294 finished with value: 0.9974049611356856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:17,821] Trial 9295 finished with value: 0.9931919206382137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:19,968] Trial 9296 finished with value: 0.9967822473952105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:22,907] Trial 9297 finished with value: 0.9976185610932484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:37,277] Trial 9298 finished with value: 0.9966260006293824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:40,068] Trial 9299 finished with value: 0.9975933144447792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:43,359] Trial 9300 finished with value: 0.9976610033082473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:46,892] Trial 9301 finished with value: 0.9973991095859475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:54,057] Trial 9302 finished with value: 0.9973591655885973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:55,830] Trial 9303 finished with value: 0.9972786918708145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:01,309] Trial 9304 finished with value: 0.9933115500154629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:03,897] Trial 9305 finished with value: 0.9966854858467897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:08,729] Trial 9306 finished with value: 0.9975077950344668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:23,253] Trial 9307 finished with value: 0.9968632125427525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:29,297] Trial 9308 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.9051610550493e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:32,427] Trial 9309 finished with value: 0.9972601357319296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:35,291] Trial 9310 finished with value: 0.9973992905872336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:41,896] Trial 9311 finished with value: 0.997410236769355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:47,608] Trial 9312 finished with value: 0.997472471505162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:49,578] Trial 9313 finished with value: 0.9966734578780923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:52,095] Trial 9314 finished with value: 0.9970139181555769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:56,395] Trial 9315 finished with value: 0.9974228453195937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:59,682] Trial 9316 finished with value: 0.9973247126935703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:02,011] Trial 9317 finished with value: 0.996717585661619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:04,792] Trial 9318 finished with value: 0.9942857684443678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:09,971] Trial 9319 finished with value: 0.9974797185389538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:13,809] Trial 9320 finished with value: 0.9973466672323733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:15,602] Trial 9321 finished with value: 0.9970516623350846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:29,961] Trial 9322 finished with value: 0.9966858700658975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:40,661] Trial 9323 finished with value: 0.9968818920468836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:43,187] Trial 9324 finished with value: 0.9976284735399855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:45,223] Trial 9325 finished with value: 0.9956392282394398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:48,939] Trial 9326 finished with value: 0.987196977764515 and parameters: {'classifier': 'SVC', 'svc_c': 159669.2035708327, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:53,235] Trial 9327 finished with value: 0.9974749168791949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:54,949] Trial 9328 finished with value: 0.9880413649514553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:58,688] Trial 9329 finished with value: 0.9973325217422273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:01,123] Trial 9330 finished with value: 0.9971466054918349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:05,641] Trial 9331 finished with value: 0.9974106244161568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:08,675] Trial 9332 finished with value: 0.997316457663837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:11,839] Trial 9333 finished with value: 0.9971244338340067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:14,549] Trial 9334 finished with value: 0.997364984067436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:19,147] Trial 9335 finished with value: 0.9970445842421743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:22,155] Trial 9336 finished with value: 0.9973452899024027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:24,157] Trial 9337 finished with value: 0.9970902767045393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:31,547] Trial 9338 finished with value: 0.9970947804405611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:37,352] Trial 9339 finished with value: 0.9966448472653345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:39,841] Trial 9340 finished with value: 0.9945060336481406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:41,893] Trial 9341 finished with value: 0.9976418012394696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:46,020] Trial 9342 finished with value: 0.9975266230085292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:48,200] Trial 9343 finished with value: 0.997365296495397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:50,301] Trial 9344 finished with value: 0.997233431805701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:52,211] Trial 9345 finished with value: 0.985386970423872 and parameters: {'classifier': 'SVC', 'svc_c': 0.0662497321618419, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:54,555] Trial 9346 finished with value: 0.997521971278645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:59,348] Trial 9347 finished with value: 0.9968424352264131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:07,441] Trial 9348 finished with value: 0.9973238854450118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:09,442] Trial 9349 finished with value: 0.9974120251052271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:16,008] Trial 9350 finished with value: 0.9969238137284621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:18,959] Trial 9351 finished with value: 0.9974218842957554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:21,331] Trial 9352 finished with value: 0.9971789909478312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:23,507] Trial 9353 finished with value: 0.9974173500596045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:26,081] Trial 9354 finished with value: 0.9974009343251996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:29,018] Trial 9355 finished with value: 0.9969653520795939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:37,035] Trial 9356 finished with value: 0.9971598408657462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:40,660] Trial 9357 finished with value: 0.9960297494483497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 27}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:47,135] Trial 9358 finished with value: 0.9970615408222606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:50,201] Trial 9359 finished with value: 0.9977842828622346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:54,139] Trial 9360 finished with value: 0.9972590024347295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:56,751] Trial 9361 finished with value: 0.9974123481971251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:59,213] Trial 9362 finished with value: 0.9973785658606071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:01,684] Trial 9363 finished with value: 0.997501910445567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:05,068] Trial 9364 finished with value: 0.9867867896216969 and parameters: {'classifier': 'SVC', 'svc_c': 1202563.7247278825, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:11,134] Trial 9365 finished with value: 0.9971472176208561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:13,400] Trial 9366 finished with value: 0.9973229467329228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:15,612] Trial 9367 finished with value: 0.9973808010027408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:18,436] Trial 9368 finished with value: 0.9975311348377174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:22,655] Trial 9369 finished with value: 0.9974494725987757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:25,386] Trial 9370 finished with value: 0.9974104717250839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:27,838] Trial 9371 finished with value: 0.997186445230159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:30,050] Trial 9372 finished with value: 0.997468281752259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:41,003] Trial 9373 finished with value: 0.996695532989206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:43,207] Trial 9374 finished with value: 0.9977377144970995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:45,630] Trial 9375 finished with value: 0.9973515843863776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:48,668] Trial 9376 finished with value: 0.9975379429362489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:52,282] Trial 9377 finished with value: 0.9975261303092537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:54,298] Trial 9378 finished with value: 0.9976338038580691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:57,461] Trial 9379 finished with value: 0.9975939494885698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:00,195] Trial 9380 finished with value: 0.997492174271168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:03,385] Trial 9381 finished with value: 0.997319634279258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 44}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:05,668] Trial 9382 finished with value: 0.9937456298837426 and parameters: {'classifier': 'SVC', 'svc_c': 240.0010309807434, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:07,976] Trial 9383 finished with value: 0.9975343490625584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:10,903] Trial 9384 finished with value: 0.9971976156405965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:14,727] Trial 9385 finished with value: 0.9971861406731989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:16,909] Trial 9386 finished with value: 0.9972087317157362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:19,231] Trial 9387 finished with value: 0.9973984840317912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:21,743] Trial 9388 finished with value: 0.9973976740169167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:25,471] Trial 9389 finished with value: 0.9972230392278997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:27,637] Trial 9390 finished with value: 0.9973723090812664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:30,096] Trial 9391 finished with value: 0.9975766993328393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:32,749] Trial 9392 finished with value: 0.9974951537624456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:38,852] Trial 9393 finished with value: 0.9971563564560987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:40,642] Trial 9394 finished with value: 0.9972565369388637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:43,381] Trial 9395 finished with value: 0.9972546993140211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:56,858] Trial 9396 finished with value: 0.9962350909484853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:59,729] Trial 9397 finished with value: 0.997522764345477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:04,925] Trial 9398 finished with value: 0.9943879090920361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 41, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:07,230] Trial 9399 finished with value: 0.9973891963140248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:08,877] Trial 9400 finished with value: 0.9964425939905474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:11,925] Trial 9401 finished with value: 0.9903722008433223 and parameters: {'classifier': 'SVC', 'svc_c': 14.305765478080586, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:14,841] Trial 9402 finished with value: 0.9965195366756966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:17,734] Trial 9403 finished with value: 0.9974431532957572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:19,263] Trial 9404 finished with value: 0.9955160912838706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:24,467] Trial 9405 finished with value: 0.9971978016882099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:27,842] Trial 9406 finished with value: 0.9974622346335349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 56}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:30,636] Trial 9407 finished with value: 0.9971646111367146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:33,255] Trial 9408 finished with value: 0.997351389103033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:40,177] Trial 9409 finished with value: 0.9962523246639797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 27, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:44,042] Trial 9410 finished with value: 0.9971900836638713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:47,391] Trial 9411 finished with value: 0.9965134678799816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 53}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:49,372] Trial 9412 finished with value: 0.9966559364584667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:51,251] Trial 9413 finished with value: 0.9963097968728677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:55,372] Trial 9414 finished with value: 0.9974232483910184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:59,108] Trial 9415 finished with value: 0.9972848809849366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:05,879] Trial 9416 finished with value: 0.9970115818964702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:07,961] Trial 9417 finished with value: 0.9972946558795827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:10,608] Trial 9418 finished with value: 0.9970023382626575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 47}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:23,788] Trial 9419 finished with value: 0.9968534016573193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:29,278] Trial 9420 finished with value: 0.9853523921641106 and parameters: {'classifier': 'SVC', 'svc_c': 0.0035137163099104845, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:30,951] Trial 9421 finished with value: 0.9969838324918318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:36,013] Trial 9422 finished with value: 0.9973335911192818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:38,563] Trial 9423 finished with value: 0.9955564801514699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:40,012] Trial 9424 finished with value: 0.9972618336147655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:42,209] Trial 9425 finished with value: 0.9974772109586224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:43,510] Trial 9426 finished with value: 0.9975862182295238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:45,967] Trial 9427 finished with value: 0.997259224885723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:47,599] Trial 9428 finished with value: 0.9968419917208942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:50,249] Trial 9429 finished with value: 0.9974170722894385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:51,969] Trial 9430 finished with value: 0.9969703349310669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:54,161] Trial 9431 finished with value: 0.9973871349051967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:55,731] Trial 9432 finished with value: 0.9977481049167229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:57,156] Trial 9433 finished with value: 0.9970301448590053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:58,737] Trial 9434 finished with value: 0.9972199384660779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:00,120] Trial 9435 finished with value: 0.9962268266830213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:07,634] Trial 9436 finished with value: 0.9963158424046964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:14,505] Trial 9437 finished with value: 0.9965022723965973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:16,628] Trial 9438 finished with value: 0.9973181256813021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:18,397] Trial 9439 finished with value: 0.9973873011166181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 49}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:19,432] Trial 9440 finished with value: 0.9969897476125986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:21,408] Trial 9441 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.8686874704634452e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:23,025] Trial 9442 finished with value: 0.9974944534655172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:25,141] Trial 9443 finished with value: 0.9975108917655745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:27,017] Trial 9444 finished with value: 0.9973907715933241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:29,305] Trial 9445 finished with value: 0.9974712884111853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:30,461] Trial 9446 finished with value: 0.9885838768093252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:36,293] Trial 9447 finished with value: 0.9963305842183857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 24, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:38,736] Trial 9448 finished with value: 0.9975617912759907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:40,546] Trial 9449 finished with value: 0.997373580025771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:42,344] Trial 9450 finished with value: 0.9970539757111604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:45,872] Trial 9451 finished with value: 0.9972210228551623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:49,718] Trial 9452 finished with value: 0.9969179353919299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:52,144] Trial 9453 finished with value: 0.9975761281774567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:54,410] Trial 9454 finished with value: 0.9974230834808512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:56,507] Trial 9455 finished with value: 0.9972972215085466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:59,800] Trial 9456 finished with value: 0.9974417506706743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:01,362] Trial 9457 finished with value: 0.9967925845586252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:05,431] Trial 9458 finished with value: 0.9862908474302164 and parameters: {'classifier': 'SVC', 'svc_c': 0.46840827577640454, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:07,837] Trial 9459 finished with value: 0.9974060226417389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:11,994] Trial 9460 finished with value: 0.997287837529707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:18,349] Trial 9461 finished with value: 0.9958648663853064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 43, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:25,790] Trial 9462 finished with value: 0.996753763892772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:35,902] Trial 9463 finished with value: 0.9967608204673811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:41,517] Trial 9464 finished with value: 0.9967545889514146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:45,195] Trial 9465 finished with value: 0.9973667941120369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:47,252] Trial 9466 finished with value: 0.9954915908570819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:49,803] Trial 9467 finished with value: 0.9975289045514836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:55,274] Trial 9468 finished with value: 0.9970943030072189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:57,828] Trial 9469 finished with value: 0.9975616087830228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:00,076] Trial 9470 finished with value: 0.9970497948131333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:02,296] Trial 9471 finished with value: 0.9970559460004559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:06,097] Trial 9472 finished with value: 0.9973982679283792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:09,055] Trial 9473 finished with value: 0.9973361798217045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:12,210] Trial 9474 finished with value: 0.9975672803470877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:14,341] Trial 9475 finished with value: 0.9973685727361093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:22,126] Trial 9476 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.4071924977610077e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:24,792] Trial 9477 finished with value: 0.9975187711454349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:28,085] Trial 9478 finished with value: 0.9959117862160288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:30,581] Trial 9479 finished with value: 0.9978213931087785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:33,718] Trial 9480 finished with value: 0.9974926711598474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:37,594] Trial 9481 finished with value: 0.997544097773431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:40,349] Trial 9482 finished with value: 0.997473755366995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:50,340] Trial 9483 finished with value: 0.9969890283998774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:53,148] Trial 9484 finished with value: 0.9974744861323147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:57,029] Trial 9485 finished with value: 0.9973068883038799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:59,954] Trial 9486 finished with value: 0.997409729089787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:02,419] Trial 9487 finished with value: 0.9975472395088913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:04,875] Trial 9488 finished with value: 0.9973090433712729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:08,357] Trial 9489 finished with value: 0.9975983047229224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:10,992] Trial 9490 finished with value: 0.9973925282865026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:13,126] Trial 9491 finished with value: 0.9974023664982741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:15,892] Trial 9492 finished with value: 0.9973761406401457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:19,725] Trial 9493 finished with value: 0.9975290964388721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:22,702] Trial 9494 finished with value: 0.9975593819562208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:25,131] Trial 9495 finished with value: 0.9971265694778003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:28,057] Trial 9496 finished with value: 0.9963014331725395 and parameters: {'classifier': 'SVC', 'svc_c': 19257.968491681106, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:31,886] Trial 9497 finished with value: 0.9970431837435315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:34,165] Trial 9498 finished with value: 0.9968572435310187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:36,835] Trial 9499 finished with value: 0.9974669901781145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:39,395] Trial 9500 finished with value: 0.9974906088623579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:43,462] Trial 9501 finished with value: 0.9973803619405288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:45,769] Trial 9502 finished with value: 0.9975041580289603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:55,656] Trial 9503 finished with value: 0.9965113565791629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:03,569] Trial 9504 finished with value: 0.9967115327983337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:07,432] Trial 9505 finished with value: 0.9974491972724283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:09,922] Trial 9506 finished with value: 0.9972283500589084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:12,925] Trial 9507 finished with value: 0.9974347183120887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:15,204] Trial 9508 finished with value: 0.9975345761155485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:18,495] Trial 9509 finished with value: 0.9973276978024573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:21,226] Trial 9510 finished with value: 0.9972385762348607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:23,760] Trial 9511 finished with value: 0.9973542674455995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:26,047] Trial 9512 finished with value: 0.9972006461029532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:29,101] Trial 9513 finished with value: 0.997323128718084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:34,407] Trial 9514 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2914741481.0533023, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:36,487] Trial 9515 finished with value: 0.9975961183619525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:37,973] Trial 9516 finished with value: 0.997439162825175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:39,969] Trial 9517 finished with value: 0.9974872618461119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:42,634] Trial 9518 finished with value: 0.9975208412187117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:44,069] Trial 9519 finished with value: 0.9975122313591731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:45,938] Trial 9520 finished with value: 0.9975463486575666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:47,630] Trial 9521 finished with value: 0.9974124403322705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:48,975] Trial 9522 finished with value: 0.9892168666177436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:50,884] Trial 9523 finished with value: 0.997287260312384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:52,383] Trial 9524 finished with value: 0.9972805082947348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:54,296] Trial 9525 finished with value: 0.99738759199454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:56,832] Trial 9526 finished with value: 0.9972812650534006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:58,717] Trial 9527 finished with value: 0.997686570509582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:02:00,564] Trial 9528 finished with value: 0.9973451489860937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:02:01,872] Trial 9529 finished with value: 0.9971792480883576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:02:04,251] Trial 9530 finished with value: 0.9971416771660869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:02:05,819] Trial 9531 finished with value: 0.9976498339134228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 52}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:02:07,520] Trial 9532 finished with value: 0.9966931348729174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:21,395] Trial 9533 finished with value: 0.9901139499980419 and parameters: {'classifier': 'SVC', 'svc_c': 58086056.26231247, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:25,138] Trial 9534 finished with value: 0.9977374694487158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:27,670] Trial 9535 finished with value: 0.9975360027662271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:30,195] Trial 9536 finished with value: 0.9973806932525449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:33,190] Trial 9537 finished with value: 0.9968392243657901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:37,327] Trial 9538 finished with value: 0.9973775292053354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:43,915] Trial 9539 finished with value: 0.9969894947249518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:52,456] Trial 9540 finished with value: 0.9969492189077792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:54,762] Trial 9541 finished with value: 0.9973192802746379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:58,790] Trial 9542 finished with value: 0.9973759141584381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:01,032] Trial 9543 finished with value: 0.9972305468616499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:02,945] Trial 9544 finished with value: 0.9963424676209146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:05,925] Trial 9545 finished with value: 0.9966688464236126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:10,897] Trial 9546 finished with value: 0.9973004948293717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:12,822] Trial 9547 finished with value: 0.9971521041160419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 56}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:15,478] Trial 9548 finished with value: 0.9970776184844753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:17,558] Trial 9549 finished with value: 0.9974119224013585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:33,484] Trial 9550 finished with value: 0.9965464586413496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:37,630] Trial 9551 finished with value: 0.9965312616743293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 23, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:43,527] Trial 9552 finished with value: 0.9852517740473391 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010035165172479906, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:46,196] Trial 9553 finished with value: 0.9934593006704127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 30, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:48,878] Trial 9554 finished with value: 0.9973674846019517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:53,400] Trial 9555 finished with value: 0.9973840640404835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:05,440] Trial 9556 finished with value: 0.9959635611848846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 70, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:07,511] Trial 9557 finished with value: 0.9974569502719411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:16,828] Trial 9558 finished with value: 0.9967806854140943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:21,736] Trial 9559 finished with value: 0.9976223431092542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:23,571] Trial 9560 finished with value: 0.9976140278092349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:24,963] Trial 9561 finished with value: 0.9933661353442873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:26,691] Trial 9562 finished with value: 0.9971030194743887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:34,289] Trial 9563 finished with value: 0.9957064551894025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:35,969] Trial 9564 finished with value: 0.9954798665249452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:40,546] Trial 9565 finished with value: 0.9969636264260889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:43,842] Trial 9566 finished with value: 0.9969640536183236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:47,375] Trial 9567 finished with value: 0.9961918957833698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:53,942] Trial 9568 finished with value: 0.9964631176257921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:55,364] Trial 9569 finished with value: 0.9895174238397787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:57,345] Trial 9570 finished with value: 0.9951804859540917 and parameters: {'classifier': 'SVC', 'svc_c': 2454.202863024627, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:00,290] Trial 9571 finished with value: 0.9963358386511327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:02,588] Trial 9572 finished with value: 0.9965019575565552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:06,543] Trial 9573 finished with value: 0.9962381879652341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:08,941] Trial 9574 finished with value: 0.9974785478544989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:12,002] Trial 9575 finished with value: 0.9967081093254686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:18,210] Trial 9576 finished with value: 0.9970130322553659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:20,360] Trial 9577 finished with value: 0.9973546618525756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:23,779] Trial 9578 finished with value: 0.9974062237013827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:30,470] Trial 9579 finished with value: 0.9966345500282073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:32,975] Trial 9580 finished with value: 0.9972938220930155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:36,274] Trial 9581 finished with value: 0.9973977664377034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:40,001] Trial 9582 finished with value: 0.9972162825130404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:43,648] Trial 9583 finished with value: 0.996682444276165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:45,547] Trial 9584 finished with value: 0.9974420935035511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:58,074] Trial 9585 finished with value: 0.9963112091145363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:00,820] Trial 9586 finished with value: 0.9972777742326958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:06,277] Trial 9587 finished with value: 0.9971217870194753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:08,473] Trial 9588 finished with value: 0.9973254558049357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:13,598] Trial 9589 finished with value: 0.9852047440543399 and parameters: {'classifier': 'SVC', 'svc_c': 2.9491871891779525e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:15,990] Trial 9590 finished with value: 0.997326667843884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:19,877] Trial 9591 finished with value: 0.9975156376618303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:22,684] Trial 9592 finished with value: 0.9974147575486331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:24,611] Trial 9593 finished with value: 0.9974802274245622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 49}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:30,140] Trial 9594 finished with value: 0.9971355628582127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:33,707] Trial 9595 finished with value: 0.9974833192997701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:36,302] Trial 9596 finished with value: 0.9969419583219009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:39,444] Trial 9597 finished with value: 0.9967776132163891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:44,634] Trial 9598 finished with value: 0.9963433343831675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 30, 'rf_n_estimators': 53}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:48,746] Trial 9599 finished with value: 0.9965626620174156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:59,065] Trial 9600 finished with value: 0.9972443127664223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:02,176] Trial 9601 finished with value: 0.9974431099417757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:05,138] Trial 9602 finished with value: 0.9975536803680956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:08,346] Trial 9603 finished with value: 0.9969407637070636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:11,435] Trial 9604 finished with value: 0.9972942555693557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:13,957] Trial 9605 finished with value: 0.9974725798583782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:16,825] Trial 9606 finished with value: 0.9972463215855377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:20,096] Trial 9607 finished with value: 0.9975371618028702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:22,777] Trial 9608 finished with value: 0.9972238421017451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:26,592] Trial 9609 finished with value: 0.9903791096144964 and parameters: {'classifier': 'SVC', 'svc_c': 523149407.44405603, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:33,145] Trial 9610 finished with value: 0.9965387126559143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 41, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:37,387] Trial 9611 finished with value: 0.9968374006738889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:38,972] Trial 9612 finished with value: 0.9940144358049103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:41,045] Trial 9613 finished with value: 0.9971462964915677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:43,375] Trial 9614 finished with value: 0.9973504888255498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:47,084] Trial 9615 finished with value: 0.9973889279382794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:50,284] Trial 9616 finished with value: 0.9971728292235232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:52,026] Trial 9617 finished with value: 0.9974292690720655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:54,343] Trial 9618 finished with value: 0.9968605306895711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:58,897] Trial 9619 finished with value: 0.997432331589709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:01,462] Trial 9620 finished with value: 0.9952715624498368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:03,786] Trial 9621 finished with value: 0.9974363697941039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:06,176] Trial 9622 finished with value: 0.9975172048797011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:09,118] Trial 9623 finished with value: 0.9897995858975955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:11,743] Trial 9624 finished with value: 0.9973148338255394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:14,326] Trial 9625 finished with value: 0.996993221390047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:18,227] Trial 9626 finished with value: 0.9867043776381669 and parameters: {'classifier': 'SVC', 'svc_c': 3519170.501976359, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:21,067] Trial 9627 finished with value: 0.9973774281201001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:25,045] Trial 9628 finished with value: 0.9973983045221865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:26,598] Trial 9629 finished with value: 0.9960395037768316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:30,350] Trial 9630 finished with value: 0.9965240742760656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:32,920] Trial 9631 finished with value: 0.9971203745239032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:36,591] Trial 9632 finished with value: 0.9973229193431085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:38,339] Trial 9633 finished with value: 0.9972574206174213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:40,174] Trial 9634 finished with value: 0.9966017124974568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:46,585] Trial 9635 finished with value: 0.9970245233138826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:54,495] Trial 9636 finished with value: 0.9969966779338116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:56,206] Trial 9637 finished with value: 0.9972412924919337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 52}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:58,201] Trial 9638 finished with value: 0.9971469264255551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:59,875] Trial 9639 finished with value: 0.9973895619029811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:03,450] Trial 9640 finished with value: 0.9972449750730753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:04,451] Trial 9641 finished with value: 0.9971504246094544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:06,133] Trial 9642 finished with value: 0.9973604718573931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:14,232] Trial 9643 finished with value: 0.9964522748140355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:15,874] Trial 9644 finished with value: 0.996929329205498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:17,893] Trial 9645 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7558683897802687e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:19,356] Trial 9646 finished with value: 0.9973106840941375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:21,496] Trial 9647 finished with value: 0.9972529151992906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:24,569] Trial 9648 finished with value: 0.9971513980745522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:26,595] Trial 9649 finished with value: 0.9972632936219851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:28,111] Trial 9650 finished with value: 0.9973783785752152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:30,043] Trial 9651 finished with value: 0.9975655455213275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:33,468] Trial 9652 finished with value: 0.9969494513879512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:37,242] Trial 9653 finished with value: 0.996904120261663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:38,343] Trial 9654 finished with value: 0.9968759458864432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:40,026] Trial 9655 finished with value: 0.9964719092165888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:42,239] Trial 9656 finished with value: 0.996323748380923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:44,120] Trial 9657 finished with value: 0.9976047726228238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:47,405] Trial 9658 finished with value: 0.9972832552106264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:49,131] Trial 9659 finished with value: 0.996813779069758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:53,113] Trial 9660 finished with value: 0.9976137391529664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:55,516] Trial 9661 finished with value: 0.9971626398635438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:59,779] Trial 9662 finished with value: 0.9973180715999078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:01,811] Trial 9663 finished with value: 0.9974727115072183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:09,036] Trial 9664 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.7918515563829445e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:10,734] Trial 9665 finished with value: 0.9897032037441208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:14,046] Trial 9666 finished with value: 0.997314425073029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:19,019] Trial 9667 finished with value: 0.9973993492071488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:25,463] Trial 9668 finished with value: 0.9965621687468578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:28,593] Trial 9669 finished with value: 0.9974376129996775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:33,082] Trial 9670 finished with value: 0.997333907641433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:36,717] Trial 9671 finished with value: 0.9953903246522403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:40,949] Trial 9672 finished with value: 0.9972884682571422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:43,710] Trial 9673 finished with value: 0.9970603176433069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:45,212] Trial 9674 finished with value: 0.9969914742499787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:47,548] Trial 9675 finished with value: 0.9966859996835115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:50,818] Trial 9676 finished with value: 0.9971948075340192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:53,237] Trial 9677 finished with value: 0.9972486449273162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 45}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:57,256] Trial 9678 finished with value: 0.9974707904116792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:58,723] Trial 9679 finished with value: 0.9949220829890209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:04,226] Trial 9680 finished with value: 0.9971891404767371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:05,575] Trial 9681 finished with value: 0.9939967695652131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:11,562] Trial 9682 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.2642398418699215e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:14,036] Trial 9683 finished with value: 0.997609106402351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:18,479] Trial 9684 finished with value: 0.9975174630358404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:21,944] Trial 9685 finished with value: 0.9972667252514924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:24,398] Trial 9686 finished with value: 0.9972935433389741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:29,941] Trial 9687 finished with value: 0.9966057813924083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 37, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:35,871] Trial 9688 finished with value: 0.9933856370189115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 54, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:42,355] Trial 9689 finished with value: 0.996969724674582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:45,003] Trial 9690 finished with value: 0.996692958378414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:48,033] Trial 9691 finished with value: 0.996763457189258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:52,968] Trial 9692 finished with value: 0.9969400610615301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 49}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:54,690] Trial 9693 finished with value: 0.9972717929701297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:56,655] Trial 9694 finished with value: 0.9964502404776425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:00,124] Trial 9695 finished with value: 0.9972035557390965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:03,550] Trial 9696 finished with value: 0.9972830617046046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:06,852] Trial 9697 finished with value: 0.9973066976542696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:09,759] Trial 9698 finished with value: 0.9969222438446069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:15,607] Trial 9699 finished with value: 0.9967309700767437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:26,919] Trial 9700 finished with value: 0.9964024485844362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:30,554] Trial 9701 finished with value: 0.9883220227911478 and parameters: {'classifier': 'SVC', 'svc_c': 3.908149988064559, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:32,869] Trial 9702 finished with value: 0.9972414445482484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:43,191] Trial 9703 finished with value: 0.9966776039596348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:45,549] Trial 9704 finished with value: 0.9974352033625286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:49,019] Trial 9705 finished with value: 0.9970838409868762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:51,436] Trial 9706 finished with value: 0.9973407638228942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:59,156] Trial 9707 finished with value: 0.996198369903901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 38, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:01,245] Trial 9708 finished with value: 0.9969547676144042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:05,111] Trial 9709 finished with value: 0.996330885601555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:08,806] Trial 9710 finished with value: 0.9975105230028277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:11,464] Trial 9711 finished with value: 0.9975509409423502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:12,740] Trial 9712 finished with value: 0.9905384030924899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 41}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:16,997] Trial 9713 finished with value: 0.9972276878157312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:19,706] Trial 9714 finished with value: 0.9973712861367705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:23,395] Trial 9715 finished with value: 0.9968556395606508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:40,242] Trial 9716 finished with value: 0.9951166037669837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 71, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:43,601] Trial 9717 finished with value: 0.9971779926002139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:45,873] Trial 9718 finished with value: 0.9963346244222687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 56}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:47,808] Trial 9719 finished with value: 0.99727695787024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:53,730] Trial 9720 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 7.908848367116192e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:57,965] Trial 9721 finished with value: 0.9972499521165111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:01,997] Trial 9722 finished with value: 0.9974489356251192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:04,387] Trial 9723 finished with value: 0.9974325359183572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:06,686] Trial 9724 finished with value: 0.9967824339506306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:10,143] Trial 9725 finished with value: 0.9969747623374211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 39}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:13,236] Trial 9726 finished with value: 0.9942316502975412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:15,560] Trial 9727 finished with value: 0.997503603123386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:17,418] Trial 9728 finished with value: 0.9969324217789399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:20,272] Trial 9729 finished with value: 0.9961576045295054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:23,811] Trial 9730 finished with value: 0.9971179653628229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:26,884] Trial 9731 finished with value: 0.9974576008038305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:29,628] Trial 9732 finished with value: 0.9975332733696606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:32,291] Trial 9733 finished with value: 0.9935819845038768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:34,951] Trial 9734 finished with value: 0.9973956877951915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:51,148] Trial 9735 finished with value: 0.995364493835846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 71, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:00,833] Trial 9736 finished with value: 0.9966073060814832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:05,224] Trial 9737 finished with value: 0.9973591466410664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:09,255] Trial 9738 finished with value: 0.9975765801252588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:14,152] Trial 9739 finished with value: 0.9853907392369085 and parameters: {'classifier': 'SVC', 'svc_c': 0.009728403724127956, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:16,121] Trial 9740 finished with value: 0.9970753842310032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:20,723] Trial 9741 finished with value: 0.9974941497337427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:23,678] Trial 9742 finished with value: 0.9974701022386313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:27,339] Trial 9743 finished with value: 0.9968968539946991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:30,609] Trial 9744 finished with value: 0.9972305906599622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:35,109] Trial 9745 finished with value: 0.9973499795590864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:38,328] Trial 9746 finished with value: 0.997540334324101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:40,874] Trial 9747 finished with value: 0.997080981433151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:50,846] Trial 9748 finished with value: 0.9962254730295298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 39, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:56,240] Trial 9749 finished with value: 0.9970722957517516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:58,498] Trial 9750 finished with value: 0.9972735180840905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:02,288] Trial 9751 finished with value: 0.9971645820965293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:04,538] Trial 9752 finished with value: 0.9972118794496613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:07,536] Trial 9753 finished with value: 0.9968773508283931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 46}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:10,825] Trial 9754 finished with value: 0.9974066093486963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:14,155] Trial 9755 finished with value: 0.9973064814556439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:16,305] Trial 9756 finished with value: 0.9962857857176605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:56,053] Trial 9757 finished with value: 0.9898994878167469 and parameters: {'classifier': 'SVC', 'svc_c': 17101842.529083468, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:59,045] Trial 9758 finished with value: 0.9972594931979928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:05,124] Trial 9759 finished with value: 0.996551846658949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 29, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:15,575] Trial 9760 finished with value: 0.9965904967652874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:18,827] Trial 9761 finished with value: 0.9970715626060889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:22,976] Trial 9762 finished with value: 0.9975226454870133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:25,091] Trial 9763 finished with value: 0.9967644648995581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:26,802] Trial 9764 finished with value: 0.9954318067638002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:30,766] Trial 9765 finished with value: 0.9973153982524857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:32,478] Trial 9766 finished with value: 0.990224130397217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:34,972] Trial 9767 finished with value: 0.997187434088142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:37,303] Trial 9768 finished with value: 0.9974029752948151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:40,751] Trial 9769 finished with value: 0.9976700004654706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:43,067] Trial 9770 finished with value: 0.9975453025126605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 39}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:45,495] Trial 9771 finished with value: 0.9970457868549643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 48}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:48,306] Trial 9772 finished with value: 0.9972381307298536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:53,726] Trial 9773 finished with value: 0.9974387839697737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:58,528] Trial 9774 finished with value: 0.9969216460611197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:01,851] Trial 9775 finished with value: 0.9967124730973183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:05,437] Trial 9776 finished with value: 0.9873126835112153 and parameters: {'classifier': 'SVC', 'svc_c': 103095.9988681093, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:11,789] Trial 9777 finished with value: 0.9965875048327502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:14,844] Trial 9778 finished with value: 0.9972165631396184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:17,448] Trial 9779 finished with value: 0.9974603063334907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:23,573] Trial 9780 finished with value: 0.9970336040370164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:26,885] Trial 9781 finished with value: 0.9974559469414723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:29,124] Trial 9782 finished with value: 0.9972283421244316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 50}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:38,585] Trial 9783 finished with value: 0.9963978637897989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:42,163] Trial 9784 finished with value: 0.9969276358611828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:46,037] Trial 9785 finished with value: 0.9973723510070421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:48,624] Trial 9786 finished with value: 0.9963654347259175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:50,966] Trial 9787 finished with value: 0.9974905898513513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:52,022] Trial 9788 finished with value: 0.9945702958014769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 33}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:55,659] Trial 9789 finished with value: 0.9974520698069577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:57,597] Trial 9790 finished with value: 0.9970964125941905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:00,360] Trial 9791 finished with value: 0.9973580574912958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:11,359] Trial 9792 finished with value: 0.9962802239032795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:16,120] Trial 9793 finished with value: 0.9969985431388958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:19,454] Trial 9794 finished with value: 0.9974304459454125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:21,875] Trial 9795 finished with value: 0.9945090050779896 and parameters: {'classifier': 'SVC', 'svc_c': 450.21994719436816, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:32,169] Trial 9796 finished with value: 0.9963500334619869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 62, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:35,003] Trial 9797 finished with value: 0.9971743936167204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:40,091] Trial 9798 finished with value: 0.9978647723537574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:22:44,163] Trial 9799 finished with value: 0.9971575394231237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 78}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:22:48,664] Trial 9800 finished with value: 0.9973047065131687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:22:52,477] Trial 9801 finished with value: 0.997330757178048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:22:57,356] Trial 9802 finished with value: 0.9974131006076976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 78}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:01,770] Trial 9803 finished with value: 0.9971483973188767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:05,579] Trial 9804 finished with value: 0.997388901976671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:09,701] Trial 9805 finished with value: 0.9973414174333607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:15,101] Trial 9806 finished with value: 0.9971577457195222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 80}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:18,590] Trial 9807 finished with value: 0.997502067865588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 78}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:22,468] Trial 9808 finished with value: 0.9973097357019864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 78}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:26,249] Trial 9809 finished with value: 0.9974415073996137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:31,757] Trial 9810 finished with value: 0.9972660817971564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:35,590] Trial 9811 finished with value: 0.9971666699430344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:39,645] Trial 9812 finished with value: 0.9973565126169118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:43,777] Trial 9813 finished with value: 0.9972230383709763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:50,469] Trial 9814 finished with value: 0.9852055640666552 and parameters: {'classifier': 'SVC', 'svc_c': 2.688682671002662e-10, 'svc_kernel': 'sigmoid'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:53,954] Trial 9815 finished with value: 0.9973999152844665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:57,378] Trial 9816 finished with value: 0.9969756222442859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:00,939] Trial 9817 finished with value: 0.997160542305239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:05,890] Trial 9818 finished with value: 0.9973038939909996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:10,198] Trial 9819 finished with value: 0.9972302391308988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 91}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:13,823] Trial 9820 finished with value: 0.9972928913471409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:17,579] Trial 9821 finished with value: 0.997226672900926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:22,437] Trial 9822 finished with value: 0.9971709266946601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 82}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:26,377] Trial 9823 finished with value: 0.9971589880999102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:30,052] Trial 9824 finished with value: 0.997303846161973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:35,004] Trial 9825 finished with value: 0.9972255012960719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:40,754] Trial 9826 finished with value: 0.9972415416662451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:44,653] Trial 9827 finished with value: 0.99745431846944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:48,960] Trial 9828 finished with value: 0.9972185205750616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:53,379] Trial 9829 finished with value: 0.9972723790423291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:58,368] Trial 9830 finished with value: 0.9969988398565928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 88}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:02,071] Trial 9831 finished with value: 0.9973237388158794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:06,969] Trial 9832 finished with value: 0.9970428677926625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 94}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:11,265] Trial 9833 finished with value: 0.9855237948281065 and parameters: {'classifier': 'SVC', 'svc_c': 0.18920526944143246, 'svc_kernel': 'rbf'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:15,926] Trial 9834 finished with value: 0.9972772045055187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:20,164] Trial 9835 finished with value: 0.9972706522462594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:24,467] Trial 9836 finished with value: 0.9972277320266363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:28,003] Trial 9837 finished with value: 0.9971332278368844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 82}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:32,551] Trial 9838 finished with value: 0.9972988325247298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:36,139] Trial 9839 finished with value: 0.9974813966173355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 88}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:40,400] Trial 9840 finished with value: 0.9973251831128347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:44,921] Trial 9841 finished with value: 0.997415674361566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:49,744] Trial 9842 finished with value: 0.9975726145371963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:52,853] Trial 9843 finished with value: 0.9971172949947414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:56,147] Trial 9844 finished with value: 0.9972188674069145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:00,391] Trial 9845 finished with value: 0.9964968027808375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 18, 'rf_n_estimators': 74}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:05,903] Trial 9846 finished with value: 0.9971555300009879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:08,780] Trial 9847 finished with value: 0.9971873114846055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:12,016] Trial 9848 finished with value: 0.9970426445164836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:15,751] Trial 9849 finished with value: 0.9965769484238707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 72}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:20,653] Trial 9850 finished with value: 0.9971551673636574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:24,121] Trial 9851 finished with value: 0.9868285939682312 and parameters: {'classifier': 'SVC', 'svc_c': 510148.4481861228, 'svc_kernel': 'sigmoid'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:27,140] Trial 9852 finished with value: 0.9972937348772457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:31,917] Trial 9853 finished with value: 0.9970658947553591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:36,667] Trial 9854 finished with value: 0.9975096794092471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 75}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:40,623] Trial 9855 finished with value: 0.9971602520620753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 92}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:44,232] Trial 9856 finished with value: 0.9971153213412274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 88}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:46,188] Trial 9857 finished with value: 0.9946659105006113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:52,193] Trial 9858 finished with value: 0.9971075724676428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:55,978] Trial 9859 finished with value: 0.9973616317509593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:00,719] Trial 9860 finished with value: 0.9972914213107428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 78}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:04,703] Trial 9861 finished with value: 0.9974896756091888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:09,257] Trial 9862 finished with value: 0.9972119680936369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:13,166] Trial 9863 finished with value: 0.9973120110560489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:16,686] Trial 9864 finished with value: 0.9974096589807493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:19,839] Trial 9865 finished with value: 0.9974265985175794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:24,578] Trial 9866 finished with value: 0.9973106121125634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:28,058] Trial 9867 finished with value: 0.99728753262363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:30,100] Trial 9868 finished with value: 0.9945466272252429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 88}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:34,163] Trial 9869 finished with value: 0.9974535251169669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:35,119] Trial 9870 finished with value: 0.9926346950229646 and parameters: {'classifier': 'SVC', 'svc_c': 61.058072214868695, 'svc_kernel': 'rbf'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:36,934] Trial 9871 finished with value: 0.9964383338747033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 73}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:48,276] Trial 9872 finished with value: 0.9963353508077569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:51,955] Trial 9873 finished with value: 0.996980639690078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:54,666] Trial 9874 finished with value: 0.9969774718343197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 73}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:57,471] Trial 9875 finished with value: 0.9973684738090519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:00,030] Trial 9876 finished with value: 0.9974151014923361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:08,329] Trial 9877 finished with value: 0.9936379327853997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 72, 'rf_n_estimators': 121}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:11,231] Trial 9878 finished with value: 0.9971785178308447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:14,775] Trial 9879 finished with value: 0.9972148710013437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 80}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:18,524] Trial 9880 finished with value: 0.9965945317958917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 20, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:27,491] Trial 9881 finished with value: 0.996334764640344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:30,000] Trial 9882 finished with value: 0.9971572805370125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:32,282] Trial 9883 finished with value: 0.9956152415224214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:36,628] Trial 9884 finished with value: 0.9971336620749343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 82}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:41,483] Trial 9885 finished with value: 0.9972193732139458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:45,331] Trial 9886 finished with value: 0.9972425146870124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:48,456] Trial 9887 finished with value: 0.9972055607496629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:53,395] Trial 9888 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.381826272204312e-09, 'svc_kernel': 'sigmoid'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:59,117] Trial 9889 finished with value: 0.996808337700736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 71}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:01,792] Trial 9890 finished with value: 0.9968937143856785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:06,134] Trial 9891 finished with value: 0.9967154053308516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:08,697] Trial 9892 finished with value: 0.9952129932201772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:13,306] Trial 9893 finished with value: 0.9967673789790082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 80}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:16,725] Trial 9894 finished with value: 0.9973324774361086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:22,298] Trial 9895 finished with value: 0.9972990684008582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:25,079] Trial 9896 finished with value: 0.9976578952784446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:31,161] Trial 9897 finished with value: 0.9968787866830651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 90}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:34,066] Trial 9898 finished with value: 0.9971669489827167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:37,185] Trial 9899 finished with value: 0.9976534310243798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 78}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:42,128] Trial 9900 finished with value: 0.9972101944206778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:46,944] Trial 9901 finished with value: 0.9971247226172267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:48,797] Trial 9902 finished with value: 0.9971662757264856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:51,737] Trial 9903 finished with value: 0.9969876422150307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:55,042] Trial 9904 finished with value: 0.997433646396002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:01,180] Trial 9905 finished with value: 0.9971848193923729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 93}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:04,798] Trial 9906 finished with value: 0.9969557708179214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:06,259] Trial 9907 finished with value: 0.9955416688317632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:12,241] Trial 9908 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.841769149695933e-06, 'svc_kernel': 'rbf'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:17,621] Trial 9909 finished with value: 0.9967960988971193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:19,800] Trial 9910 finished with value: 0.9909777027674593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 74}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:21,549] Trial 9911 finished with value: 0.9969984781079235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 90}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:25,074] Trial 9912 finished with value: 0.997011545620042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:29,690] Trial 9913 finished with value: 0.9973675943198979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:32,067] Trial 9914 finished with value: 0.9961315506590974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:35,156] Trial 9915 finished with value: 0.9970464882944573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:38,873] Trial 9916 finished with value: 0.9973179738788907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 92}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:44,890] Trial 9917 finished with value: 0.9971855692956506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:48,115] Trial 9918 finished with value: 0.99736803125567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:52,391] Trial 9919 finished with value: 0.9970421856498173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:54,120] Trial 9920 finished with value: 0.9963363303030572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:01,269] Trial 9921 finished with value: 0.996083813069451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:08,867] Trial 9922 finished with value: 0.996909435091648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 33, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:11,604] Trial 9923 finished with value: 0.9970975159625438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:15,420] Trial 9924 finished with value: 0.9966360999489187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:20,595] Trial 9925 finished with value: 0.997189835060842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:33,428] Trial 9926 finished with value: 0.9965612275592117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 94}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:45,262] Trial 9927 finished with value: 0.9966176101422602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:50,458] Trial 9928 finished with value: 0.9852058091150387 and parameters: {'classifier': 'SVC', 'svc_c': 1.734441851960072e-07, 'svc_kernel': 'sigmoid'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:58,489] Trial 9929 finished with value: 0.9970436021126275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:01,784] Trial 9930 finished with value: 0.9973958627027995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:04,934] Trial 9931 finished with value: 0.9974955165584659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:07,092] Trial 9932 finished with value: 0.9907224946353681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 98}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:13,716] Trial 9933 finished with value: 0.9969799125111419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:18,649] Trial 9934 finished with value: 0.9972721377707566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:22,273] Trial 9935 finished with value: 0.9973467443237506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:28,816] Trial 9936 finished with value: 0.9962611716056872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 31, 'rf_n_estimators': 75}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:31,944] Trial 9937 finished with value: 0.9966647023415584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:35,788] Trial 9938 finished with value: 0.9973401766716061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 73}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:38,809] Trial 9939 finished with value: 0.9967746658121359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:43,411] Trial 9940 finished with value: 0.9965215194697278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 72}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:48,246] Trial 9941 finished with value: 0.9972422778904848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:50,005] Trial 9942 finished with value: 0.9945506955171742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:52,272] Trial 9943 finished with value: 0.9972184465305234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:57,429] Trial 9944 finished with value: 0.98538795283906 and parameters: {'classifier': 'SVC', 'svc_c': 0.03652815327357741, 'svc_kernel': 'rbf'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:02,396] Trial 9945 finished with value: 0.9973507785609069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:12,022] Trial 9946 finished with value: 0.9960283300339139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 54, 'rf_n_estimators': 70}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:15,570] Trial 9947 finished with value: 0.9975663899718316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:20,138] Trial 9948 finished with value: 0.9973775165736484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:26,103] Trial 9949 finished with value: 0.9975165210547469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:31,221] Trial 9950 finished with value: 0.9965691236966872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 92}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:34,182] Trial 9951 finished with value: 0.9969565951783301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 62}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:45,975] Trial 9952 finished with value: 0.9968650718445856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:47,572] Trial 9953 finished with value: 0.9966529531586404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 74}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:52,446] Trial 9954 finished with value: 0.9971548797547397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 80}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:56,585] Trial 9955 finished with value: 0.9977854044481468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:02,116] Trial 9956 finished with value: 0.9971053085074891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:06,017] Trial 9957 finished with value: 0.9969479347285669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:08,510] Trial 9958 finished with value: 0.9957355751638374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:13,644] Trial 9959 finished with value: 0.997457837981213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:17,478] Trial 9960 finished with value: 0.996140889062302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:21,618] Trial 9961 finished with value: 0.9972770308674271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:25,978] Trial 9962 finished with value: 0.9970884142289153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:29,892] Trial 9963 finished with value: 0.9974347563658398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:34,760] Trial 9964 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1960790764.153136, 'svc_kernel': 'sigmoid'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:38,537] Trial 9965 finished with value: 0.9971675511142974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:43,610] Trial 9966 finished with value: 0.9972629243514316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:47,810] Trial 9967 finished with value: 0.9973417893698983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 92}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:50,557] Trial 9968 finished with value: 0.9909101561532928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:54,891] Trial 9969 finished with value: 0.9974802022881396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:58,818] Trial 9970 finished with value: 0.996783006248578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:02,899] Trial 9971 finished with value: 0.9969042985652271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:08,317] Trial 9972 finished with value: 0.9971357101538413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:12,331] Trial 9973 finished with value: 0.9972235323080304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:17,143] Trial 9974 finished with value: 0.9974149150638677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:21,487] Trial 9975 finished with value: 0.9975691130208166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:25,263] Trial 9976 finished with value: 0.99616579113231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:28,012] Trial 9977 finished with value: 0.9954561199686728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:33,013] Trial 9978 finished with value: 0.997484269469244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:37,695] Trial 9979 finished with value: 0.9976715220442305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:43,256] Trial 9980 finished with value: 0.9972662316318175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:46,499] Trial 9981 finished with value: 0.9970036995332467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:49,125] Trial 9982 finished with value: 0.9964022028060807 and parameters: {'classifier': 'SVC', 'svc_c': 46735.27264851334, 'svc_kernel': 'rbf'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:53,602] Trial 9983 finished with value: 0.9972597637319162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:58,893] Trial 9984 finished with value: 0.997093372451772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:02,694] Trial 9985 finished with value: 0.9972654839184553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:06,873] Trial 9986 finished with value: 0.997102420770502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:11,483] Trial 9987 finished with value: 0.9971773098226105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:17,747] Trial 9988 finished with value: 0.9971650531505519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:21,662] Trial 9989 finished with value: 0.9974032020304261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 93}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:24,942] Trial 9990 finished with value: 0.9974690753903732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:28,344] Trial 9991 finished with value: 0.9971409439886866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:34,177] Trial 9992 finished with value: 0.9975229760373198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:36,323] Trial 9993 finished with value: 0.9910196542826708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:40,197] Trial 9994 finished with value: 0.9976803775234351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:44,446] Trial 9995 finished with value: 0.996841515303165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:49,109] Trial 9996 finished with value: 0.996249074289662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:53,344] Trial 9997 finished with value: 0.9975365134291586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:57,277] Trial 9998 finished with value: 0.9970432917793683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:37:13,516] Trial 9999 finished with value: 0.9964955522438071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 91}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:37:13,519] A new study created in memory with name: no-name-902c35b3-9422-4942-8496-be43363b2559
[I 2023-09-08 14:37:19,270] Trial 0 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.4326583954542657e-07, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9850754448349184.
[I 2023-09-08 14:37:20,909] Trial 1 finished with value: 0.9946127267812565 and parameters: {'classifier': 'SVC', 'svc_c': 500.72679892266785, 'svc_kernel': 'rbf'}. Best is trial 1 with value: 0.9946127267812565.
[I 2023-09-08 14:37:24,215] Trial 2 finished with value: 0.986704541532721 and parameters: {'classifier': 'SVC', 'svc_c': 3492214.5534253907, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9946127267812565.
[I 2023-09-08 14:37:26,534] Trial 3 finished with value: 0.9925840556047003 and parameters: {'classifier': 'SVC', 'svc_c': 57.144912452672386, 'svc_kernel': 'rbf'}. Best is trial 1 with value: 0.9946127267812565.
[I 2023-09-08 14:37:29,352] Trial 4 finished with value: 0.9963773053063317 and parameters: {'classifier': 'SVC', 'svc_c': 52534.95314939827, 'svc_kernel': 'rbf'}. Best is trial 4 with value: 0.9963773053063317.
[I 2023-09-08 14:37:34,194] Trial 5 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2571299181785434e-06, 'svc_kernel': 'rbf'}. Best is trial 4 with value: 0.9963773053063317.
[I 2023-09-08 14:37:34,715] Trial 6 finished with value: 0.9958203388628349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 28}. Best is trial 4 with value: 0.9963773053063317.
[I 2023-09-08 14:37:40,426] Trial 7 finished with value: 0.9935827312016258 and parameters: {'classifier': 'SVC', 'svc_c': 915588.5857001737, 'svc_kernel': 'rbf'}. Best is trial 4 with value: 0.9963773053063317.
[I 2023-09-08 14:37:42,549] Trial 8 finished with value: 0.9915276947740516 and parameters: {'classifier': 'SVC', 'svc_c': 51.31525489478831, 'svc_kernel': 'sigmoid'}. Best is trial 4 with value: 0.9963773053063317.
[I 2023-09-08 14:37:55,389] Trial 9 finished with value: 0.9965238821030357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 9 with value: 0.9965238821030357.
[I 2023-09-08 14:38:15,126] Trial 10 finished with value: 0.9959194454300251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 9 with value: 0.9965238821030357.
[I 2023-09-08 14:38:17,982] Trial 11 finished with value: 0.9906362221162496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 9 with value: 0.9965238821030357.
[I 2023-09-08 14:38:19,945] Trial 12 finished with value: 0.9975801954220368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:21,710] Trial 13 finished with value: 0.9974373918182003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:23,080] Trial 14 finished with value: 0.9973927027815179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:24,456] Trial 15 finished with value: 0.9973168700662067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:26,970] Trial 16 finished with value: 0.9973469112968818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:27,387] Trial 17 finished with value: 0.9900403249080986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 30}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:31,306] Trial 18 finished with value: 0.9971309032255896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 92}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:31,899] Trial 19 finished with value: 0.9943923590323046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 51}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:32,871] Trial 20 finished with value: 0.9970197926835603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 95}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:33,865] Trial 21 finished with value: 0.9968443468640559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 59}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:36,353] Trial 22 finished with value: 0.9965790628350043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:37,222] Trial 23 finished with value: 0.9969837739988682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 50}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:38,857] Trial 24 finished with value: 0.9961290327004705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:39,316] Trial 25 finished with value: 0.99001309133967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 4}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:40,703] Trial 26 finished with value: 0.997075741695055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 78}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:42,050] Trial 27 finished with value: 0.9965955388396956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:47,935] Trial 28 finished with value: 0.9969569256334226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:50,330] Trial 29 finished with value: 0.9972380470052536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:51,086] Trial 30 finished with value: 0.996871142195458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 45}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:53,822] Trial 31 finished with value: 0.9972822193805403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:56,016] Trial 32 finished with value: 0.9975450933915883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:57,470] Trial 33 finished with value: 0.9970706755315751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:58,376] Trial 34 finished with value: 0.9971476691560658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 61}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:02,940] Trial 35 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 567509438.6647555, 'svc_kernel': 'sigmoid'}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:07,379] Trial 36 finished with value: 0.9971246744708212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 100}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:13,434] Trial 37 finished with value: 0.9852784868919201 and parameters: {'classifier': 'SVC', 'svc_c': 0.0011757936069649855, 'svc_kernel': 'sigmoid'}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:16,182] Trial 38 finished with value: 0.9972871494518731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:21,405] Trial 39 finished with value: 0.9853940174453711 and parameters: {'classifier': 'SVC', 'svc_c': 0.025417726238725742, 'svc_kernel': 'sigmoid'}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:22,825] Trial 40 finished with value: 0.997090916540754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:25,202] Trial 41 finished with value: 0.9974769408055542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:27,126] Trial 42 finished with value: 0.9972920120484146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:29,515] Trial 43 finished with value: 0.9966665045786343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 56}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:31,125] Trial 44 finished with value: 0.997268904185792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:36,131] Trial 45 finished with value: 0.9852067108842036 and parameters: {'classifier': 'SVC', 'svc_c': 1.2621026710939174e-10, 'svc_kernel': 'sigmoid'}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:37,871] Trial 46 finished with value: 0.9972076755099136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:40,303] Trial 47 finished with value: 0.9968100243483526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 37}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:43,121] Trial 48 finished with value: 0.9974481287205598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:51,342] Trial 49 finished with value: 0.996583925304594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:05,045] Trial 50 finished with value: 0.9897207536961252 and parameters: {'classifier': 'SVC', 'svc_c': 1236321871.3365307, 'svc_kernel': 'rbf'}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:08,331] Trial 51 finished with value: 0.997487543742206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:13,005] Trial 52 finished with value: 0.997332160374413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:16,414] Trial 53 finished with value: 0.9974044437443181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:19,898] Trial 54 finished with value: 0.9974449097350324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:24,411] Trial 55 finished with value: 0.9971871791057935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:27,810] Trial 56 finished with value: 0.9976877524292562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:31,976] Trial 57 finished with value: 0.9976302499424046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:37,385] Trial 58 finished with value: 0.9973957617762537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:41,160] Trial 59 finished with value: 0.9972785156619522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:43,956] Trial 60 finished with value: 0.9973576295056136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:46,673] Trial 61 finished with value: 0.9974290157718261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:51,063] Trial 62 finished with value: 0.997313580622525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:54,056] Trial 63 finished with value: 0.997395055131744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:58,903] Trial 64 finished with value: 0.9968443473401245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:01,342] Trial 65 finished with value: 0.9972080739793419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:05,050] Trial 66 finished with value: 0.9974191154489697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:07,688] Trial 67 finished with value: 0.9972225852806093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:11,198] Trial 68 finished with value: 0.9966284983074867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 26, 'rf_n_estimators': 74}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:13,135] Trial 69 finished with value: 0.9972615999920288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:17,819] Trial 70 finished with value: 0.9854045027613377 and parameters: {'classifier': 'SVC', 'svc_c': 0.1724221528676744, 'svc_kernel': 'sigmoid'}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:20,846] Trial 71 finished with value: 0.9974370279748291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:23,989] Trial 72 finished with value: 0.9974837422708629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:28,329] Trial 73 finished with value: 0.9972262074010372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:31,633] Trial 74 finished with value: 0.9973761836767482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:36,224] Trial 75 finished with value: 0.9969691534239854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:38,179] Trial 76 finished with value: 0.9974986181772113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:40,556] Trial 77 finished with value: 0.9973277084029184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:42,705] Trial 78 finished with value: 0.997331250702509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:45,917] Trial 79 finished with value: 0.9974316404967739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:46,353] Trial 80 finished with value: 0.9941516251950807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 10}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:49,601] Trial 81 finished with value: 0.9970460190494954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:51,926] Trial 82 finished with value: 0.997267736865555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:55,070] Trial 83 finished with value: 0.997379396695549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:58,735] Trial 84 finished with value: 0.9974999505663048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:02,328] Trial 85 finished with value: 0.9972107559594748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 77}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:07,602] Trial 86 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00013342266222881325, 'svc_kernel': 'rbf'}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:11,376] Trial 87 finished with value: 0.9972493204686769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:13,685] Trial 88 finished with value: 0.997598337127326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:15,696] Trial 89 finished with value: 0.9972760634960074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:18,317] Trial 90 finished with value: 0.9974983484684735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 127}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:20,805] Trial 91 finished with value: 0.9974002247290642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:23,754] Trial 92 finished with value: 0.9975783316451584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:26,074] Trial 93 finished with value: 0.997674125282615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:28,328] Trial 94 finished with value: 0.9974806376052784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:30,839] Trial 95 finished with value: 0.9972463292343735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:32,876] Trial 96 finished with value: 0.9973252122164956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:35,647] Trial 97 finished with value: 0.997002911227101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:38,135] Trial 98 finished with value: 0.9975033086273427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:41,887] Trial 99 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 7049817634.359619, 'svc_kernel': 'sigmoid'}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:44,933] Trial 100 finished with value: 0.997612008167493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:47,694] Trial 101 finished with value: 0.9973426176658075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:50,437] Trial 102 finished with value: 0.9975953026659927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:53,433] Trial 103 finished with value: 0.9975089621325383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:56,316] Trial 104 finished with value: 0.9975781587687765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:59,669] Trial 105 finished with value: 0.997445809917302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:46:02,514] Trial 106 finished with value: 0.9975607251679409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:46:04,285] Trial 107 finished with value: 0.9970052111780415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:46:07,760] Trial 108 finished with value: 0.9974721335599233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:46:10,765] Trial 109 finished with value: 0.9977045070292992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:13,782] Trial 110 finished with value: 0.9974528310724063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:15,511] Trial 111 finished with value: 0.9970193452742787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:18,382] Trial 112 finished with value: 0.9975330353988304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:21,192] Trial 113 finished with value: 0.997369447178936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:24,218] Trial 114 finished with value: 0.9975453278712485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:26,482] Trial 115 finished with value: 0.9973508994505965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:29,036] Trial 116 finished with value: 0.99728531957108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:32,058] Trial 117 finished with value: 0.9974833606542634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:35,834] Trial 118 finished with value: 0.9975516172771582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:39,275] Trial 119 finished with value: 0.9977554896930331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:46:42,783] Trial 120 finished with value: 0.9871100215473936 and parameters: {'classifier': 'SVC', 'svc_c': 1.8934857284456552, 'svc_kernel': 'sigmoid'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:46:46,543] Trial 121 finished with value: 0.9972761821640433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:46:49,840] Trial 122 finished with value: 0.9973079878319463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:46:52,853] Trial 123 finished with value: 0.9974627976957514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:46:57,084] Trial 124 finished with value: 0.9968102762521243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:00,368] Trial 125 finished with value: 0.997293460090443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:02,945] Trial 126 finished with value: 0.9974082841580736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:04,512] Trial 127 finished with value: 0.9968910191391003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 44}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:07,929] Trial 128 finished with value: 0.997558769700248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:10,458] Trial 129 finished with value: 0.9974792411373498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:13,079] Trial 130 finished with value: 0.9976585213086694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:16,062] Trial 131 finished with value: 0.9975272234897385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:18,902] Trial 132 finished with value: 0.9976851613147523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:21,616] Trial 133 finished with value: 0.9975410560441168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:24,044] Trial 134 finished with value: 0.9974680741228682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:26,145] Trial 135 finished with value: 0.997568239974458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:28,174] Trial 136 finished with value: 0.9974886787215151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:30,346] Trial 137 finished with value: 0.9973049293767549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:32,654] Trial 138 finished with value: 0.9974983392644804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:36,078] Trial 139 finished with value: 0.9976358222937707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:39,724] Trial 140 finished with value: 0.9976416109707142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:43,511] Trial 141 finished with value: 0.9972015189906225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:46,467] Trial 142 finished with value: 0.997722783049413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:50,096] Trial 143 finished with value: 0.9974012567506015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:51,197] Trial 144 finished with value: 0.9958933898457701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 24}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:54,178] Trial 145 finished with value: 0.9975032390261115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:56,279] Trial 146 finished with value: 0.9955820975621742 and parameters: {'classifier': 'SVC', 'svc_c': 5349.671329505002, 'svc_kernel': 'rbf'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:59,751] Trial 147 finished with value: 0.9974716591734203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:02,537] Trial 148 finished with value: 0.9974664193718485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:05,706] Trial 149 finished with value: 0.9973249524417231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:08,407] Trial 150 finished with value: 0.9975346836753171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:10,928] Trial 151 finished with value: 0.9974495667016714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:14,712] Trial 152 finished with value: 0.9975413914820609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:17,708] Trial 153 finished with value: 0.9974045248664095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:20,641] Trial 154 finished with value: 0.9974741016910414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:23,386] Trial 155 finished with value: 0.9973676161238404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:27,173] Trial 156 finished with value: 0.9974597187696098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:30,696] Trial 157 finished with value: 0.9974443388018148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:33,483] Trial 158 finished with value: 0.997544435242601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:36,731] Trial 159 finished with value: 0.9972758470117405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:40,014] Trial 160 finished with value: 0.9972246845210231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:42,325] Trial 161 finished with value: 0.9975308196168203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:45,280] Trial 162 finished with value: 0.9975751332257953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:48,507] Trial 163 finished with value: 0.9973844430863125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:51,297] Trial 164 finished with value: 0.9974118448973884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:54,445] Trial 165 finished with value: 0.9974065671055415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:57,975] Trial 166 finished with value: 0.9972041728509694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:00,783] Trial 167 finished with value: 0.9973540905385031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:02,118] Trial 168 finished with value: 0.9975334143811835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 59}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:04,444] Trial 169 finished with value: 0.9889638976585 and parameters: {'classifier': 'SVC', 'svc_c': 5.635547341436989, 'svc_kernel': 'sigmoid'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:08,902] Trial 170 finished with value: 0.9972261945789226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:11,347] Trial 171 finished with value: 0.9970894961741807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:15,631] Trial 172 finished with value: 0.9975235248174777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:17,979] Trial 173 finished with value: 0.9970182971298844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:21,462] Trial 174 finished with value: 0.9972922485910388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:23,146] Trial 175 finished with value: 0.9973423900732731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:23,823] Trial 176 finished with value: 0.9862168710016371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:26,727] Trial 177 finished with value: 0.9972144385723544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:29,374] Trial 178 finished with value: 0.9974662458289706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:32,067] Trial 179 finished with value: 0.9974467780504316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:34,556] Trial 180 finished with value: 0.9973231509663573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:37,285] Trial 181 finished with value: 0.9973633837469276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:40,721] Trial 182 finished with value: 0.997271886501743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:43,768] Trial 183 finished with value: 0.9974542541684394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:46,976] Trial 184 finished with value: 0.9971705582492922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:49,759] Trial 185 finished with value: 0.9974397202697819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:50,844] Trial 186 finished with value: 0.9935478917706236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:54,737] Trial 187 finished with value: 0.9975221281273838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:57,695] Trial 188 finished with value: 0.9973889118154223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:01,063] Trial 189 finished with value: 0.9974068086310175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:04,564] Trial 190 finished with value: 0.997092592778337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:07,499] Trial 191 finished with value: 0.9975879163027871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:10,748] Trial 192 finished with value: 0.9971429881955688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:13,780] Trial 193 finished with value: 0.9973472139813052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:16,533] Trial 194 finished with value: 0.9974911651644001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:18,915] Trial 195 finished with value: 0.9973936937342028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:22,426] Trial 196 finished with value: 0.9975553390863535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:25,124] Trial 197 finished with value: 0.997314519715469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:28,188] Trial 198 finished with value: 0.9974583969175015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:33,881] Trial 199 finished with value: 0.9850738059528523 and parameters: {'classifier': 'SVC', 'svc_c': 1.6099442504160276e-10, 'svc_kernel': 'rbf'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:37,248] Trial 200 finished with value: 0.9971009634610049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:40,568] Trial 201 finished with value: 0.9975263758654437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:43,619] Trial 202 finished with value: 0.9976644315735363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:46,333] Trial 203 finished with value: 0.9973787592396773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:49,111] Trial 204 finished with value: 0.9973592161470838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:50,406] Trial 205 finished with value: 0.9973542628118649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 51}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:53,546] Trial 206 finished with value: 0.9974466397683687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:57,028] Trial 207 finished with value: 0.9974102785999172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:00,146] Trial 208 finished with value: 0.9976467853604586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:03,242] Trial 209 finished with value: 0.9976123810879058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:04,432] Trial 210 finished with value: 0.9966033483009458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:07,763] Trial 211 finished with value: 0.9975836732301994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:10,706] Trial 212 finished with value: 0.9975463680811659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:14,125] Trial 213 finished with value: 0.9975392473642458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:16,696] Trial 214 finished with value: 0.9973557616662831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:20,251] Trial 215 finished with value: 0.9974320965705042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:31,634] Trial 216 finished with value: 0.9967842474229256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:34,935] Trial 217 finished with value: 0.9973304828038377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:37,856] Trial 218 finished with value: 0.9975310983708616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:41,252] Trial 219 finished with value: 0.9975098642825581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:44,064] Trial 220 finished with value: 0.9974048847425423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:47,541] Trial 221 finished with value: 0.9975215111742005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:50,270] Trial 222 finished with value: 0.997503845664475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:52,875] Trial 223 finished with value: 0.9977234526875226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:55,308] Trial 224 finished with value: 0.9974914153225868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:58,248] Trial 225 finished with value: 0.997242094350166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:00,959] Trial 226 finished with value: 0.9976749120336034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:03,676] Trial 227 finished with value: 0.997410277203449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:05,656] Trial 228 finished with value: 0.9974362630595213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:08,425] Trial 229 finished with value: 0.9975795712008727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:11,115] Trial 230 finished with value: 0.997470203958625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:14,187] Trial 231 finished with value: 0.997463130562925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:16,815] Trial 232 finished with value: 0.9973437224306286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:19,353] Trial 233 finished with value: 0.9976210925722242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:21,593] Trial 234 finished with value: 0.9974872432159602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:23,814] Trial 235 finished with value: 0.9974497146003202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:25,886] Trial 236 finished with value: 0.9975431110736256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:28,989] Trial 237 finished with value: 0.9971616525924561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:31,570] Trial 238 finished with value: 0.9913268004847243 and parameters: {'classifier': 'SVC', 'svc_c': 6046995.880218542, 'svc_kernel': 'rbf'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:34,394] Trial 239 finished with value: 0.9975748976670459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:37,200] Trial 240 finished with value: 0.997558346760893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:40,064] Trial 241 finished with value: 0.9973287038941242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:43,365] Trial 242 finished with value: 0.9973709750735397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:45,110] Trial 243 finished with value: 0.9963995985520834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:47,446] Trial 244 finished with value: 0.9976091966966977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:50,027] Trial 245 finished with value: 0.997346848455825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:52,298] Trial 246 finished with value: 0.9974755868029456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:55,125] Trial 247 finished with value: 0.9974289131949092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:01,582] Trial 248 finished with value: 0.9970312026199855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:05,651] Trial 249 finished with value: 0.9972194251371623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:08,470] Trial 250 finished with value: 0.9976229261980903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:11,510] Trial 251 finished with value: 0.9974221713016526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:14,211] Trial 252 finished with value: 0.9975217817081238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:18,386] Trial 253 finished with value: 0.9975332552473155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:21,202] Trial 254 finished with value: 0.9970576646398834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:22,059] Trial 255 finished with value: 0.9970499386810677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 30}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:24,955] Trial 256 finished with value: 0.9975242570427411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:27,336] Trial 257 finished with value: 0.9973792184237227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:30,784] Trial 258 finished with value: 0.9973604275195361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:34,286] Trial 259 finished with value: 0.9963354446250113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:36,770] Trial 260 finished with value: 0.9974828218398084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:37,554] Trial 261 finished with value: 0.997257844381962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 23}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:39,979] Trial 262 finished with value: 0.9891266062940268 and parameters: {'classifier': 'SVC', 'svc_c': 21264.24788324017, 'svc_kernel': 'sigmoid'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:44,012] Trial 263 finished with value: 0.9974582823436556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:45,246] Trial 264 finished with value: 0.9970110753594671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:52,254] Trial 265 finished with value: 0.9971651096440274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:01,030] Trial 266 finished with value: 0.9968782985223102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:01,788] Trial 267 finished with value: 0.9970918408438333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 74}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:04,204] Trial 268 finished with value: 0.9974571020108768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:06,042] Trial 269 finished with value: 0.9974544463414691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:08,849] Trial 270 finished with value: 0.9975463429764811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:11,209] Trial 271 finished with value: 0.9975269538762147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:13,209] Trial 272 finished with value: 0.997435574061288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:18,340] Trial 273 finished with value: 0.9956284441110741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 40}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:20,432] Trial 274 finished with value: 0.997287692773111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:22,219] Trial 275 finished with value: 0.9973186416762019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:25,116] Trial 276 finished with value: 0.997273550425018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:26,895] Trial 277 finished with value: 0.9974103586746575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:27,786] Trial 278 finished with value: 0.9972383915202392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:30,330] Trial 279 finished with value: 0.9975538288062887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:32,504] Trial 280 finished with value: 0.9974597140089236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:34,514] Trial 281 finished with value: 0.997604563279586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:36,332] Trial 282 finished with value: 0.9853945084307997 and parameters: {'classifier': 'SVC', 'svc_c': 0.03218595819677048, 'svc_kernel': 'sigmoid'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:38,279] Trial 283 finished with value: 0.997333954581798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:40,802] Trial 284 finished with value: 0.9975423489829914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:42,862] Trial 285 finished with value: 0.997500549111502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:45,349] Trial 286 finished with value: 0.9976031087630246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:47,999] Trial 287 finished with value: 0.9974158904332401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:51,368] Trial 288 finished with value: 0.9971873424608032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:53,893] Trial 289 finished with value: 0.9975866085423098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:56,953] Trial 290 finished with value: 0.9971550760854354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:59,909] Trial 291 finished with value: 0.9973169078977925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:03,406] Trial 292 finished with value: 0.9973969802579973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:06,719] Trial 293 finished with value: 0.9974159877416643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:10,646] Trial 294 finished with value: 0.9974851592414798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:16,148] Trial 295 finished with value: 0.9965360737441219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 103}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:19,048] Trial 296 finished with value: 0.9972886361506728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:19,293] Trial 297 finished with value: 0.9802361006587814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 2}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:23,507] Trial 298 finished with value: 0.997364894503061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:28,639] Trial 299 finished with value: 0.9976578446564822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:35,371] Trial 300 finished with value: 0.9974251838955678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:40,690] Trial 301 finished with value: 0.9969266812484019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:42,766] Trial 302 finished with value: 0.9947631680173119 and parameters: {'classifier': 'SVC', 'svc_c': 613.3320495808895, 'svc_kernel': 'rbf'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:48,860] Trial 303 finished with value: 0.9971980460383595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:55,970] Trial 304 finished with value: 0.9973426969153625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:00,993] Trial 305 finished with value: 0.9974543684566441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:03,692] Trial 306 finished with value: 0.997391053330729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:08,774] Trial 307 finished with value: 0.9974245958556182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:11,223] Trial 308 finished with value: 0.9974050546672989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:13,847] Trial 309 finished with value: 0.997426896409579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:18,976] Trial 310 finished with value: 0.9974542495347049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:23,540] Trial 311 finished with value: 0.997448590983182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:25,626] Trial 312 finished with value: 0.9957275871768578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:29,981] Trial 313 finished with value: 0.997557170649256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:33,244] Trial 314 finished with value: 0.9974461120939191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:37,282] Trial 315 finished with value: 0.9971526368050809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:38,442] Trial 316 finished with value: 0.9970252280858558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:46,042] Trial 317 finished with value: 0.9966737388220493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:46,580] Trial 318 finished with value: 0.9955102341482608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 10}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:48,880] Trial 319 finished with value: 0.9974753664783919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:51,588] Trial 320 finished with value: 0.9972752979142033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:55,577] Trial 321 finished with value: 0.9866083685003186 and parameters: {'classifier': 'SVC', 'svc_c': 65039466.71669197, 'svc_kernel': 'sigmoid'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:58,031] Trial 322 finished with value: 0.9974450268161731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:08,634] Trial 323 finished with value: 0.9968670502587859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:11,325] Trial 324 finished with value: 0.9973712910878842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:14,376] Trial 325 finished with value: 0.9974933013477382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:15,430] Trial 326 finished with value: 0.9896730758372208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:18,563] Trial 327 finished with value: 0.9975028777852487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:22,927] Trial 328 finished with value: 0.9971983095899434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:26,375] Trial 329 finished with value: 0.9975228907258246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:37,654] Trial 330 finished with value: 0.9953246398472015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 63, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:39,063] Trial 331 finished with value: 0.9971324482586632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:42,121] Trial 332 finished with value: 0.997634002632584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:44,328] Trial 333 finished with value: 0.9974874009850984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:46,810] Trial 334 finished with value: 0.9974984439360993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:49,442] Trial 335 finished with value: 0.9973595011217551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:53,600] Trial 336 finished with value: 0.9974381810447454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:58,690] Trial 337 finished with value: 0.9975373204289317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:59:03,146] Trial 338 finished with value: 0.9973706094528455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:59:06,217] Trial 339 finished with value: 0.9973363446683959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:59:08,097] Trial 340 finished with value: 0.9965675508929445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:13,576] Trial 341 finished with value: 0.9896094754509929 and parameters: {'classifier': 'SVC', 'svc_c': 9851599265.560783, 'svc_kernel': 'rbf'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:15,990] Trial 342 finished with value: 0.9973364871398626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:19,624] Trial 343 finished with value: 0.9977041700044599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:23,212] Trial 344 finished with value: 0.9974193284738048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:26,767] Trial 345 finished with value: 0.9972089407415949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:30,933] Trial 346 finished with value: 0.9974293673008892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:35,638] Trial 347 finished with value: 0.9972993764172502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:39,208] Trial 348 finished with value: 0.997464573177771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:42,084] Trial 349 finished with value: 0.9972321108422543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:43,665] Trial 350 finished with value: 0.9975417235240488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:46,475] Trial 351 finished with value: 0.9974755896276193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:56,287] Trial 352 finished with value: 0.9972312795312438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:04:00,564] Trial 353 finished with value: 0.9977700557739286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:05,089] Trial 354 finished with value: 0.9975121815623962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:09,512] Trial 355 finished with value: 0.997333383553367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:14,352] Trial 356 finished with value: 0.9971052246876755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:17,561] Trial 357 finished with value: 0.9977029314326208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:20,560] Trial 358 finished with value: 0.9975982866323152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:23,609] Trial 359 finished with value: 0.9973779712509107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:24,857] Trial 360 finished with value: 0.9935756509822758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:28,529] Trial 361 finished with value: 0.997397917795784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:34,803] Trial 362 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.17844537913132e-08, 'svc_kernel': 'rbf'}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:38,530] Trial 363 finished with value: 0.9975983903517968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:41,299] Trial 364 finished with value: 0.9973748492246908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:44,280] Trial 365 finished with value: 0.9974583472159385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:47,637] Trial 366 finished with value: 0.9974193795400979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:48,945] Trial 367 finished with value: 0.9967896403281628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:55,134] Trial 368 finished with value: 0.9973128087566151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:57,997] Trial 369 finished with value: 0.9974690694236465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:02,660] Trial 370 finished with value: 0.9975068398821416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:05,978] Trial 371 finished with value: 0.9973733155220502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:08,903] Trial 372 finished with value: 0.9973776436839676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:22,014] Trial 373 finished with value: 0.9967758295459892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:25,923] Trial 374 finished with value: 0.9974557939012824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:27,940] Trial 375 finished with value: 0.9972788861068081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:30,600] Trial 376 finished with value: 0.9975044265316574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:35,039] Trial 377 finished with value: 0.9971929616255828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:38,430] Trial 378 finished with value: 0.9973425132480918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:40,566] Trial 379 finished with value: 0.9972921658503141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:45,402] Trial 380 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.313960167183321e-05, 'svc_kernel': 'sigmoid'}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:47,632] Trial 381 finished with value: 0.9973592046579615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:53,718] Trial 382 finished with value: 0.997420458946331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:56,439] Trial 383 finished with value: 0.997207306651953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:58,985] Trial 384 finished with value: 0.9966865328803571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:02,478] Trial 385 finished with value: 0.9976657184187326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:03,887] Trial 386 finished with value: 0.9972341258819993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:06,732] Trial 387 finished with value: 0.9970613161496137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:10,484] Trial 388 finished with value: 0.9972708407059541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:14,986] Trial 389 finished with value: 0.9976178998022083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:19,103] Trial 390 finished with value: 0.9976513745349272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:23,601] Trial 391 finished with value: 0.9972181299448963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:28,602] Trial 392 finished with value: 0.9970347889717917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:33,430] Trial 393 finished with value: 0.9972396959482364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:38,109] Trial 394 finished with value: 0.9975307489682383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:42,047] Trial 395 finished with value: 0.9975461659424333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:45,353] Trial 396 finished with value: 0.9972390164713753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:49,692] Trial 397 finished with value: 0.997315732230486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:52,675] Trial 398 finished with value: 0.9972760180155861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:56,662] Trial 399 finished with value: 0.9975502779374631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:00,121] Trial 400 finished with value: 0.9974198578621015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:01,866] Trial 401 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.560342283822547e-07, 'svc_kernel': 'rbf'}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:03,645] Trial 402 finished with value: 0.9974619954566643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 65}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:06,550] Trial 403 finished with value: 0.9972050626549431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:10,078] Trial 404 finished with value: 0.9971295429706132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:12,642] Trial 405 finished with value: 0.9976990290029941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:15,174] Trial 406 finished with value: 0.9975608948070563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:18,483] Trial 407 finished with value: 0.9974295231974907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:22,162] Trial 408 finished with value: 0.9973581716208111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:24,988] Trial 409 finished with value: 0.9975518720056037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:27,529] Trial 410 finished with value: 0.997239411386158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:30,669] Trial 411 finished with value: 0.9976673456529866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:33,184] Trial 412 finished with value: 0.9976085041120809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:36,186] Trial 413 finished with value: 0.9973757482009199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:37,803] Trial 414 finished with value: 0.9974809490176265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:40,339] Trial 415 finished with value: 0.9971582496540171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:43,571] Trial 416 finished with value: 0.9970780609743813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:50,663] Trial 417 finished with value: 0.997338924357253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:53,715] Trial 418 finished with value: 0.9973961262543831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:59,864] Trial 419 finished with value: 0.9972762863913315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:05,167] Trial 420 finished with value: 0.9946513919948387 and parameters: {'classifier': 'SVC', 'svc_c': 454824.4361115007, 'svc_kernel': 'rbf'}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:09,005] Trial 421 finished with value: 0.9975008924204469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:15,510] Trial 422 finished with value: 0.9951361240400217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:19,161] Trial 423 finished with value: 0.9974274353827237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:22,879] Trial 424 finished with value: 0.9974177730941735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:25,729] Trial 425 finished with value: 0.9971437251815182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:28,956] Trial 426 finished with value: 0.9973271122698023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:32,661] Trial 427 finished with value: 0.9970167762176206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:37,969] Trial 428 finished with value: 0.9972398765686677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:43,055] Trial 429 finished with value: 0.9973193721241421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:47,172] Trial 430 finished with value: 0.9968955305874335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:50,400] Trial 431 finished with value: 0.997515480337023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:54,024] Trial 432 finished with value: 0.9972066197801595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:58,368] Trial 433 finished with value: 0.997323685464457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:00,910] Trial 434 finished with value: 0.9974267901828027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:04,374] Trial 435 finished with value: 0.997589509926597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:18,379] Trial 436 finished with value: 0.996586472112979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:21,571] Trial 437 finished with value: 0.9972829563982276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:25,388] Trial 438 finished with value: 0.9969015761827379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:27,879] Trial 439 finished with value: 0.9975680860138688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:33,621] Trial 440 finished with value: 0.9852050719703996 and parameters: {'classifier': 'SVC', 'svc_c': 4.4596856748987923e-08, 'svc_kernel': 'sigmoid'}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:34,612] Trial 441 finished with value: 0.9900488898584981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:38,208] Trial 442 finished with value: 0.9974035243923524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:41,066] Trial 443 finished with value: 0.9975454332728394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:44,642] Trial 444 finished with value: 0.9972252986812705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:45,749] Trial 445 finished with value: 0.9968222174493825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 94}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:49,627] Trial 446 finished with value: 0.9974993259008101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:55,621] Trial 447 finished with value: 0.9966908831953342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 82}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:57,991] Trial 448 finished with value: 0.9973506696681466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:10:02,315] Trial 449 finished with value: 0.9972101059671298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:10:06,091] Trial 450 finished with value: 0.9965549243790502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:10:08,990] Trial 451 finished with value: 0.99726381120378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:10:11,755] Trial 452 finished with value: 0.9974627570394917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:10:15,898] Trial 453 finished with value: 0.997802029716217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:10:20,500] Trial 454 finished with value: 0.9973775777960717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:10:25,514] Trial 455 finished with value: 0.9976440023903043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:10:36,131] Trial 456 finished with value: 0.9969266226919627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:10:40,799] Trial 457 finished with value: 0.9973961481535394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:10:43,281] Trial 458 finished with value: 0.9957681821821659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:10:49,617] Trial 459 finished with value: 0.9970882542698615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:36,061] Trial 460 finished with value: 0.9897465753402641 and parameters: {'classifier': 'SVC', 'svc_c': 27624461.746113736, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:39,599] Trial 461 finished with value: 0.997538448521115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:41,850] Trial 462 finished with value: 0.9969251528142539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 31}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:46,325] Trial 463 finished with value: 0.9974603845356947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:48,148] Trial 464 finished with value: 0.9944459319536186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:48,827] Trial 465 finished with value: 0.9952454317736928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 13}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:54,937] Trial 466 finished with value: 0.9972412879851508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:59,291] Trial 467 finished with value: 0.9977162386928926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:03,799] Trial 468 finished with value: 0.9972238564155412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:08,900] Trial 469 finished with value: 0.9973837186050987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:26,023] Trial 470 finished with value: 0.9965213689685705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:30,441] Trial 471 finished with value: 0.9970265148358384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:34,692] Trial 472 finished with value: 0.9977332318350483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:39,321] Trial 473 finished with value: 0.9974591711320162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:44,527] Trial 474 finished with value: 0.9973862380554074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:48,999] Trial 475 finished with value: 0.9972715602360541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:06,518] Trial 476 finished with value: 0.9964148163709089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 60, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:20,885] Trial 477 finished with value: 0.9969129444155528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:25,262] Trial 478 finished with value: 0.9974624677802032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:30,529] Trial 479 finished with value: 0.9973397431952659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:32,906] Trial 480 finished with value: 0.9918313698646409 and parameters: {'classifier': 'SVC', 'svc_c': 26.02911842084436, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:36,732] Trial 481 finished with value: 0.9973887728986014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:40,537] Trial 482 finished with value: 0.9974055064881497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:45,983] Trial 483 finished with value: 0.9973380425194941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:50,952] Trial 484 finished with value: 0.9970250861539336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:56,778] Trial 485 finished with value: 0.9963019647507517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:00,580] Trial 486 finished with value: 0.9975024975968552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:04,071] Trial 487 finished with value: 0.9976329502035721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:07,853] Trial 488 finished with value: 0.9974467398697288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:27,752] Trial 489 finished with value: 0.9966180224494163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 70, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:31,628] Trial 490 finished with value: 0.9975565509348746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:42,708] Trial 491 finished with value: 0.9966648999100326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:47,315] Trial 492 finished with value: 0.9972067280381619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:51,045] Trial 493 finished with value: 0.9974270686829406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:57,076] Trial 494 finished with value: 0.9972619807834424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:00,726] Trial 495 finished with value: 0.9975453545310909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:02,891] Trial 496 finished with value: 0.9973952566357184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:04,026] Trial 497 finished with value: 0.9967144036824918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:06,485] Trial 498 finished with value: 0.9972110977132624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:08,406] Trial 499 finished with value: 0.9928101744211751 and parameters: {'classifier': 'SVC', 'svc_c': 743.7478164686077, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:12,778] Trial 500 finished with value: 0.9972443807490201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:17,874] Trial 501 finished with value: 0.9964332460659704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 58}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:18,778] Trial 502 finished with value: 0.9955858144837317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:32,003] Trial 503 finished with value: 0.9967031590688267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:35,223] Trial 504 finished with value: 0.9971490665761316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:40,471] Trial 505 finished with value: 0.9974348535790504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:43,087] Trial 506 finished with value: 0.9966144357802311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:46,154] Trial 507 finished with value: 0.9976068422835077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:50,464] Trial 508 finished with value: 0.9975484536425415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:51,712] Trial 509 finished with value: 0.9968120453548246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:56,174] Trial 510 finished with value: 0.9967992317777036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:00,517] Trial 511 finished with value: 0.9973160387869343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:02,502] Trial 512 finished with value: 0.9972226350773861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:08,939] Trial 513 finished with value: 0.9973482065843613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:19,559] Trial 514 finished with value: 0.9958549829787545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 70}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:22,930] Trial 515 finished with value: 0.9973905848474768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:26,415] Trial 516 finished with value: 0.9967798757800747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:29,454] Trial 517 finished with value: 0.9972938886474073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:34,559] Trial 518 finished with value: 0.9949181953809969 and parameters: {'classifier': 'SVC', 'svc_c': 394326.846540256, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:38,231] Trial 519 finished with value: 0.9973286213120889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:43,374] Trial 520 finished with value: 0.9971795417909534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:46,349] Trial 521 finished with value: 0.9973204371848411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:50,837] Trial 522 finished with value: 0.9974809254998371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:00,147] Trial 523 finished with value: 0.9963987364870407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:05,193] Trial 524 finished with value: 0.9973555201725453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:08,541] Trial 525 finished with value: 0.9971046646405602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:12,290] Trial 526 finished with value: 0.9975432970577632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:14,751] Trial 527 finished with value: 0.997296804948511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:19,030] Trial 528 finished with value: 0.9970092624267166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:23,255] Trial 529 finished with value: 0.997521587821247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:26,288] Trial 530 finished with value: 0.9974372670247482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:29,831] Trial 531 finished with value: 0.9975659471328086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:31,934] Trial 532 finished with value: 0.9962940530934395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:37,471] Trial 533 finished with value: 0.9974728844153383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:40,756] Trial 534 finished with value: 0.9971732019535087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:43,766] Trial 535 finished with value: 0.9972966076656783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:02,386] Trial 536 finished with value: 0.9958500447190417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 74, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:07,132] Trial 537 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.6608647619042095e-06, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:11,569] Trial 538 finished with value: 0.9972424755859105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:20,351] Trial 539 finished with value: 0.9966567326038757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:24,175] Trial 540 finished with value: 0.9974768781866626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:30,503] Trial 541 finished with value: 0.9973606861200062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:34,313] Trial 542 finished with value: 0.997448261702392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:35,389] Trial 543 finished with value: 0.9895911468094288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:38,926] Trial 544 finished with value: 0.9975088024908638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:50,377] Trial 545 finished with value: 0.9971049618660638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:52,738] Trial 546 finished with value: 0.9973590434928673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:07,189] Trial 547 finished with value: 0.9963006086534413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:08,460] Trial 548 finished with value: 0.9966819670967264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:10,552] Trial 549 finished with value: 0.9968064483748423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:12,364] Trial 550 finished with value: 0.9945558409302091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:14,748] Trial 551 finished with value: 0.9969737404720141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 54}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:18,191] Trial 552 finished with value: 0.9976125101342376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:24,706] Trial 553 finished with value: 0.9971938397817447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:28,001] Trial 554 finished with value: 0.997482586027156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:32,251] Trial 555 finished with value: 0.997499557777962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:38,017] Trial 556 finished with value: 0.9853568162379845 and parameters: {'classifier': 'SVC', 'svc_c': 0.0045034328841542575, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:44,024] Trial 557 finished with value: 0.9969373099244967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:44,756] Trial 558 finished with value: 0.9962783308640505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 17}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:47,401] Trial 559 finished with value: 0.9974958404120736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:52,093] Trial 560 finished with value: 0.9974820907571097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:55,325] Trial 561 finished with value: 0.9975879373450197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:02,133] Trial 562 finished with value: 0.9958178911401973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 39}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:04,241] Trial 563 finished with value: 0.9954950666657565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:08,439] Trial 564 finished with value: 0.9968199754201231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:16,248] Trial 565 finished with value: 0.996923925921965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:19,569] Trial 566 finished with value: 0.9975509105374347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:20,665] Trial 567 finished with value: 0.9964412202152224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:24,979] Trial 568 finished with value: 0.997014025271015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:27,308] Trial 569 finished with value: 0.9976176384088026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:29,285] Trial 570 finished with value: 0.9970311918290969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:33,424] Trial 571 finished with value: 0.9972422601172566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:36,007] Trial 572 finished with value: 0.9974477425337017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:40,753] Trial 573 finished with value: 0.9974247290596155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:43,128] Trial 574 finished with value: 0.9972002109127662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:47,373] Trial 575 finished with value: 0.9856683229746211 and parameters: {'classifier': 'SVC', 'svc_c': 0.41493858997686756, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:49,947] Trial 576 finished with value: 0.9974313795794366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:52,937] Trial 577 finished with value: 0.9975207825670588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:56,197] Trial 578 finished with value: 0.997084452258974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:59,905] Trial 579 finished with value: 0.9974086499691953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:02,646] Trial 580 finished with value: 0.9973867984516397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:07,981] Trial 581 finished with value: 0.997376250961112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:12,022] Trial 582 finished with value: 0.9975649081924075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:17,327] Trial 583 finished with value: 0.9974848915639681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:21,226] Trial 584 finished with value: 0.9974494643469196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:29,794] Trial 585 finished with value: 0.9968150365573899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:35,315] Trial 586 finished with value: 0.9971104512228021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:37,094] Trial 587 finished with value: 0.9972132976897946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:40,461] Trial 588 finished with value: 0.9972558078556532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:43,253] Trial 589 finished with value: 0.9974704889015581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:46,382] Trial 590 finished with value: 0.997516806061156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:50,671] Trial 591 finished with value: 0.9973747628341066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:53,234] Trial 592 finished with value: 0.9972428255598161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:00,159] Trial 593 finished with value: 0.9966570852755035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:02,222] Trial 594 finished with value: 0.9931889528264861 and parameters: {'classifier': 'SVC', 'svc_c': 132.06681164700478, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:05,529] Trial 595 finished with value: 0.9972205404072308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:09,611] Trial 596 finished with value: 0.9974004914227006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:15,115] Trial 597 finished with value: 0.997094392159001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:22,194] Trial 598 finished with value: 0.9965282033778274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:26,524] Trial 599 finished with value: 0.9975236179682363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:29,673] Trial 600 finished with value: 0.9966856645312087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:32,402] Trial 601 finished with value: 0.9977181774029704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:35,012] Trial 602 finished with value: 0.9973464612850919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:37,947] Trial 603 finished with value: 0.9976227914071972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:39,673] Trial 604 finished with value: 0.9971699905533412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:41,600] Trial 605 finished with value: 0.9953452765328729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:44,440] Trial 606 finished with value: 0.9975196724702692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:46,682] Trial 607 finished with value: 0.9975640970984442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:49,610] Trial 608 finished with value: 0.9973483621953217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:52,530] Trial 609 finished with value: 0.9971058077447736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:55,058] Trial 610 finished with value: 0.9974376177921016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:58,167] Trial 611 finished with value: 0.9974355118232513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:00,456] Trial 612 finished with value: 0.9975197441344642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:03,643] Trial 613 finished with value: 0.9882284471890926 and parameters: {'classifier': 'SVC', 'svc_c': 3.68744057292531, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:05,996] Trial 614 finished with value: 0.9975313588438683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:10,601] Trial 615 finished with value: 0.9971043133336625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:12,009] Trial 616 finished with value: 0.9968496968279045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:13,515] Trial 617 finished with value: 0.9976787530821171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:14,329] Trial 618 finished with value: 0.9973465660519244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 24}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:15,734] Trial 619 finished with value: 0.9964324608066638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 52}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:20,610] Trial 620 finished with value: 0.9959297041373324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 41}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:24,002] Trial 621 finished with value: 0.9974766985501065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:25,051] Trial 622 finished with value: 0.9971903746687448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 56}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:27,438] Trial 623 finished with value: 0.9966682183621618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 35}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:28,969] Trial 624 finished with value: 0.9970117758785607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:35,038] Trial 625 finished with value: 0.997259707206703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:36,385] Trial 626 finished with value: 0.9971347923570332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:39,991] Trial 627 finished with value: 0.9971801559512009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:42,691] Trial 628 finished with value: 0.9971195265822294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:45,351] Trial 629 finished with value: 0.9975296157027763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:47,691] Trial 630 finished with value: 0.9974108937123015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:52,499] Trial 631 finished with value: 0.997516608810061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:54,111] Trial 632 finished with value: 0.9964654475690553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:57,508] Trial 633 finished with value: 0.9963003192989389 and parameters: {'classifier': 'SVC', 'svc_c': 74715.44882284297, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:59,596] Trial 634 finished with value: 0.9969640640918329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:03,096] Trial 635 finished with value: 0.9972834966091506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:07,020] Trial 636 finished with value: 0.9972645384779297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:11,189] Trial 637 finished with value: 0.9973970642999763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:12,670] Trial 638 finished with value: 0.9970034016095094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 25}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:15,390] Trial 639 finished with value: 0.9972251928988248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:18,695] Trial 640 finished with value: 0.9974764514070209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:21,451] Trial 641 finished with value: 0.9971218534151777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:22,512] Trial 642 finished with value: 0.9969694219901585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 27}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:25,553] Trial 643 finished with value: 0.9972794666248738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:32,082] Trial 644 finished with value: 0.9972072267993778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:33,840] Trial 645 finished with value: 0.9969769071852079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:34,317] Trial 646 finished with value: 0.9930896501825038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 6}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:36,858] Trial 647 finished with value: 0.9963635291184771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 20}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:38,555] Trial 648 finished with value: 0.9971205507327655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:44,139] Trial 649 finished with value: 0.9974065290835284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:57,437] Trial 650 finished with value: 0.9966933224439506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:58,157] Trial 651 finished with value: 0.9904140235026294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 42}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:03,580] Trial 652 finished with value: 0.9852260486960116 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007838348775074912, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:09,379] Trial 653 finished with value: 0.9965047073605963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 37, 'rf_n_estimators': 67}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:10,407] Trial 654 finished with value: 0.9965415235236894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 38}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:24,666] Trial 655 finished with value: 0.9966786605463124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:25,377] Trial 656 finished with value: 0.9965937271129856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 49}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:28,360] Trial 657 finished with value: 0.9974311934366092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:30,976] Trial 658 finished with value: 0.9974233480480478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:44,116] Trial 659 finished with value: 0.9963212814251133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:58,078] Trial 660 finished with value: 0.9968249797898973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:12,918] Trial 661 finished with value: 0.9962746181001588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 60, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:14,480] Trial 662 finished with value: 0.9970744985529573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:16,544] Trial 663 finished with value: 0.9972522077930708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 62}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:18,012] Trial 664 finished with value: 0.9976069409884002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:22,872] Trial 665 finished with value: 0.9973819009751379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:24,726] Trial 666 finished with value: 0.9966726710953662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:27,603] Trial 667 finished with value: 0.9974607952876933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:30,959] Trial 668 finished with value: 0.9973380726070303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:32,742] Trial 669 finished with value: 0.9971867051636211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:36,594] Trial 670 finished with value: 0.9972399910473001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:38,327] Trial 671 finished with value: 0.9866082045422887 and parameters: {'classifier': 'SVC', 'svc_c': 155336916.12810034, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:41,199] Trial 672 finished with value: 0.9973291572701322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:43,575] Trial 673 finished with value: 0.9973010751887476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:44,431] Trial 674 finished with value: 0.9933558448990724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 43}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:47,192] Trial 675 finished with value: 0.9973154984490596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:51,964] Trial 676 finished with value: 0.9976074887212071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:55,463] Trial 677 finished with value: 0.9970294335172852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 65}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:56,883] Trial 678 finished with value: 0.9973613056756979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:58,774] Trial 679 finished with value: 0.9971035869799122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:00,959] Trial 680 finished with value: 0.9974587760902821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:21,031] Trial 681 finished with value: 0.9968457932874509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:25,708] Trial 682 finished with value: 0.9971547631179298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:29,478] Trial 683 finished with value: 0.9972006828871881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:32,151] Trial 684 finished with value: 0.9975546832542336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:35,625] Trial 685 finished with value: 0.9972149879555327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:42,232] Trial 686 finished with value: 0.9974158475235892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:46,518] Trial 687 finished with value: 0.9973907358247026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:49,314] Trial 688 finished with value: 0.9970002982769168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:53,277] Trial 689 finished with value: 0.9974956759144993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:04,395] Trial 690 finished with value: 0.9926152539042677 and parameters: {'classifier': 'SVC', 'svc_c': 2256071.727312205, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:06,344] Trial 691 finished with value: 0.9963655887182444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:09,345] Trial 692 finished with value: 0.9975939032781765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:12,613] Trial 693 finished with value: 0.9972311159858065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:15,061] Trial 694 finished with value: 0.997482806161282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:18,077] Trial 695 finished with value: 0.9975240973058529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:22,489] Trial 696 finished with value: 0.9975042004625426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:25,109] Trial 697 finished with value: 0.997507820075676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:29,971] Trial 698 finished with value: 0.9974200834551477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:33,592] Trial 699 finished with value: 0.9973237178688605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:36,063] Trial 700 finished with value: 0.9975099430877824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:38,005] Trial 701 finished with value: 0.9965770386547416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:40,369] Trial 702 finished with value: 0.9969170388277817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:42,969] Trial 703 finished with value: 0.9973270352101631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:46,947] Trial 704 finished with value: 0.9975163106324203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:49,576] Trial 705 finished with value: 0.9972578830387331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:51,590] Trial 706 finished with value: 0.9960783971859685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:54,354] Trial 707 finished with value: 0.9972876575440338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:04,231] Trial 708 finished with value: 0.9970461280057316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:10,268] Trial 709 finished with value: 0.9854000794491737 and parameters: {'classifier': 'SVC', 'svc_c': 0.12400895840713311, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:15,808] Trial 710 finished with value: 0.9968505212835268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:17,288] Trial 711 finished with value: 0.9964429742424167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:20,360] Trial 712 finished with value: 0.9973139601126846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:24,056] Trial 713 finished with value: 0.9974843097446486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:28,265] Trial 714 finished with value: 0.9971909087225139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:34,414] Trial 715 finished with value: 0.9941230736783065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:34,921] Trial 716 finished with value: 0.9865635827582322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:39,807] Trial 717 finished with value: 0.9976933154496774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:44,349] Trial 718 finished with value: 0.9974015566738271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:48,168] Trial 719 finished with value: 0.9968544685270788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:03,653] Trial 720 finished with value: 0.996637856737311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:07,930] Trial 721 finished with value: 0.9975601913363373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:10,642] Trial 722 finished with value: 0.997464467871394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:14,566] Trial 723 finished with value: 0.9968719895975875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:17,831] Trial 724 finished with value: 0.997460999457652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:20,768] Trial 725 finished with value: 0.9972395533180801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:24,823] Trial 726 finished with value: 0.9972625311504958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:28,396] Trial 727 finished with value: 0.9970608040902146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:33,493] Trial 728 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.0558778619971454e-06, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:36,055] Trial 729 finished with value: 0.9972953814398853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:40,684] Trial 730 finished with value: 0.99705181210627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:52,001] Trial 731 finished with value: 0.9969487570894874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:54,994] Trial 732 finished with value: 0.997324776867619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:59,384] Trial 733 finished with value: 0.9975307266882273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:02,912] Trial 734 finished with value: 0.9973373703106138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:05,239] Trial 735 finished with value: 0.9972276946076434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:07,023] Trial 736 finished with value: 0.9967930573899707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:08,922] Trial 737 finished with value: 0.9971825845041425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:10,872] Trial 738 finished with value: 0.9969365318696951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:13,261] Trial 739 finished with value: 0.9975298823964128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:16,995] Trial 740 finished with value: 0.9961686059990614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 35}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:21,832] Trial 741 finished with value: 0.9970694625722274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:26,172] Trial 742 finished with value: 0.9972948128870108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:33,523] Trial 743 finished with value: 0.9967373436833219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:36,655] Trial 744 finished with value: 0.9973781817684508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:41,183] Trial 745 finished with value: 0.9971401984017642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:44,291] Trial 746 finished with value: 0.9974354589478974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:46,980] Trial 747 finished with value: 0.9904410250034785 and parameters: {'classifier': 'SVC', 'svc_c': 15.3438882527719, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:51,040] Trial 748 finished with value: 0.9973759523708786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:54,879] Trial 749 finished with value: 0.9975729103344939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:56,492] Trial 750 finished with value: 0.9943928598564845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:06,625] Trial 751 finished with value: 0.9969960915759711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:09,837] Trial 752 finished with value: 0.9973732600441879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:11,184] Trial 753 finished with value: 0.9970889424111714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 53}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:12,791] Trial 754 finished with value: 0.9960934581243174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:16,119] Trial 755 finished with value: 0.9974993055568113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:18,982] Trial 756 finished with value: 0.9972592694140073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 58}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:21,281] Trial 757 finished with value: 0.9974722986922558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:25,523] Trial 758 finished with value: 0.9973652864979562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:28,785] Trial 759 finished with value: 0.9973640835360493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:32,226] Trial 760 finished with value: 0.9972002202119729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:36,247] Trial 761 finished with value: 0.9974932272714621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:39,919] Trial 762 finished with value: 0.9976762807308631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:43,943] Trial 763 finished with value: 0.9972834400521996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:47,068] Trial 764 finished with value: 0.99676970666888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:50,716] Trial 765 finished with value: 0.9972256980393602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:54,476] Trial 766 finished with value: 0.9973368706289986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:56,873] Trial 767 finished with value: 0.9957238195063861 and parameters: {'classifier': 'SVC', 'svc_c': 6624.0347386371495, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:57,991] Trial 768 finished with value: 0.9971029473976009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:03,154] Trial 769 finished with value: 0.9977422248346057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:08,304] Trial 770 finished with value: 0.9972510362199546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:09,719] Trial 771 finished with value: 0.9970555427386035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:10,859] Trial 772 finished with value: 0.9969640804685933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 29}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:18,214] Trial 773 finished with value: 0.9972742707485661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:23,363] Trial 774 finished with value: 0.9973327536193795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:25,374] Trial 775 finished with value: 0.997308880143215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:29,398] Trial 776 finished with value: 0.9974854695112633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:32,929] Trial 777 finished with value: 0.9974508046704901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:38,695] Trial 778 finished with value: 0.9970229568577214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:47,988] Trial 779 finished with value: 0.9968580123183512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:51,786] Trial 780 finished with value: 0.9975773153973613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:55,964] Trial 781 finished with value: 0.9973408540220272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:59,394] Trial 782 finished with value: 0.9972296957779231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:02,938] Trial 783 finished with value: 0.9974842083102963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:05,222] Trial 784 finished with value: 0.9973095682210488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:06,489] Trial 785 finished with value: 0.9973381161831772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 50}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:12,978] Trial 786 finished with value: 0.9970148311282235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:14,577] Trial 787 finished with value: 0.9972331957074072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 45}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:19,844] Trial 788 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.472055108970029e-09, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:25,142] Trial 789 finished with value: 0.9974275186629927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:31,302] Trial 790 finished with value: 0.9973939345931827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:36,094] Trial 791 finished with value: 0.9973112429352122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:37,793] Trial 792 finished with value: 0.9973161827183447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:40,527] Trial 793 finished with value: 0.9974252179820802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:44,221] Trial 794 finished with value: 0.9975188699455408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:48,687] Trial 795 finished with value: 0.9969019219037641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:51,576] Trial 796 finished with value: 0.9976592613731957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:54,202] Trial 797 finished with value: 0.9972780448300949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:55,034] Trial 798 finished with value: 0.9937089080139726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:57,337] Trial 799 finished with value: 0.9972926513133468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:00,061] Trial 800 finished with value: 0.9976023570189483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:02,684] Trial 801 finished with value: 0.9974545139114741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:05,419] Trial 802 finished with value: 0.9972313131099498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:07,698] Trial 803 finished with value: 0.9972880106282543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:10,756] Trial 804 finished with value: 0.9973549174696824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:14,029] Trial 805 finished with value: 0.9878525219581874 and parameters: {'classifier': 'SVC', 'svc_c': 1.458440266454625, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:15,350] Trial 806 finished with value: 0.9966136171009078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:30,653] Trial 807 finished with value: 0.9948709881635222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 72, 'rf_n_estimators': 84}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:33,072] Trial 808 finished with value: 0.9972959508814213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:35,598] Trial 809 finished with value: 0.9975040081942992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:38,066] Trial 810 finished with value: 0.9973130474891553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:40,964] Trial 811 finished with value: 0.9976370928574205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:44,662] Trial 812 finished with value: 0.9974212959066889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:57,430] Trial 813 finished with value: 0.9969293921417686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:59,989] Trial 814 finished with value: 0.9975335897013843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:13,774] Trial 815 finished with value: 0.9971273097327543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:17,293] Trial 816 finished with value: 0.9974906160033871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:19,678] Trial 817 finished with value: 0.9973858152112661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:20,840] Trial 818 finished with value: 0.9897741472665241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:23,280] Trial 819 finished with value: 0.9974076604764539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:25,148] Trial 820 finished with value: 0.9950459358248308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:29,070] Trial 821 finished with value: 0.997202494677374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:32,414] Trial 822 finished with value: 0.997555358509953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:36,575] Trial 823 finished with value: 0.9973045667711622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:40,583] Trial 824 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 989025833.5891207, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:43,340] Trial 825 finished with value: 0.9974884593490986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:46,171] Trial 826 finished with value: 0.9973834948845889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:48,841] Trial 827 finished with value: 0.996823019212401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:53,080] Trial 828 finished with value: 0.9976036835047911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:53,876] Trial 829 finished with value: 0.9963885688992655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 19}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:56,515] Trial 830 finished with value: 0.9974671747023085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:58,719] Trial 831 finished with value: 0.9968668588792037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:02,110] Trial 832 finished with value: 0.9974286678926223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:05,087] Trial 833 finished with value: 0.9976187247338993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:07,372] Trial 834 finished with value: 0.9974819434297433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:10,186] Trial 835 finished with value: 0.9972685831885958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:17,704] Trial 836 finished with value: 0.9972268125477189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:21,898] Trial 837 finished with value: 0.9971952328219794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:26,411] Trial 838 finished with value: 0.9967975014269884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:29,125] Trial 839 finished with value: 0.9975820446946914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:32,414] Trial 840 finished with value: 0.9972721537983998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:35,348] Trial 841 finished with value: 0.9975879985357053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:36,955] Trial 842 finished with value: 0.996913165247913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:04,364] Trial 843 finished with value: 0.9901063071925439 and parameters: {'classifier': 'SVC', 'svc_c': 14381408.804691944, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:08,120] Trial 844 finished with value: 0.9972774781814949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:14,161] Trial 845 finished with value: 0.9948621883843453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:30,437] Trial 846 finished with value: 0.9959124816570574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 61, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:33,739] Trial 847 finished with value: 0.9975601659460113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:35,175] Trial 848 finished with value: 0.9971233609657825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:38,779] Trial 849 finished with value: 0.9975369081217758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:41,360] Trial 850 finished with value: 0.9973791232100003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:45,999] Trial 851 finished with value: 0.9972021081731368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:58,402] Trial 852 finished with value: 0.9967144836302807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:11,727] Trial 853 finished with value: 0.9967651118768018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:15,921] Trial 854 finished with value: 0.9971993526880102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:19,269] Trial 855 finished with value: 0.9967623817502633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:21,847] Trial 856 finished with value: 0.9968833825542323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:24,488] Trial 857 finished with value: 0.9973290312071638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:27,305] Trial 858 finished with value: 0.9973107768323032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:30,619] Trial 859 finished with value: 0.9976144867393769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:33,966] Trial 860 finished with value: 0.9974840222626827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:39,035] Trial 861 finished with value: 0.9971761827460405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:41,548] Trial 862 finished with value: 0.9975018898794028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:43,657] Trial 863 finished with value: 0.997319436647308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:49,503] Trial 864 finished with value: 0.9853838557291087 and parameters: {'classifier': 'SVC', 'svc_c': 0.009545874373535197, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:52,653] Trial 865 finished with value: 0.9976109410438302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:55,646] Trial 866 finished with value: 0.9976593862301236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:59,376] Trial 867 finished with value: 0.9972390534460375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:03,062] Trial 868 finished with value: 0.9975581574760128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:04,570] Trial 869 finished with value: 0.9941728260537951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:07,674] Trial 870 finished with value: 0.9974614314105726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:10,945] Trial 871 finished with value: 0.9969326792685832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:11,686] Trial 872 finished with value: 0.9954816827267003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 32}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:16,376] Trial 873 finished with value: 0.9967774450689552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:20,158] Trial 874 finished with value: 0.9972048000237589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:24,129] Trial 875 finished with value: 0.9972098746929982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:28,671] Trial 876 finished with value: 0.9973672246050138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:31,688] Trial 877 finished with value: 0.9974627593563591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:34,814] Trial 878 finished with value: 0.9971546480680152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:35,862] Trial 879 finished with value: 0.9896556069755698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:50,493] Trial 880 finished with value: 0.9962970214447114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:57,929] Trial 881 finished with value: 0.9971819952898903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:00,258] Trial 882 finished with value: 0.9972832668584385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:04,672] Trial 883 finished with value: 0.9973487196911116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:09,841] Trial 884 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001095295561816192, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:15,041] Trial 885 finished with value: 0.9975918697669691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:19,948] Trial 886 finished with value: 0.9973375748931653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:22,110] Trial 887 finished with value: 0.9959028995067234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 37}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:23,939] Trial 888 finished with value: 0.9971686719067617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:27,641] Trial 889 finished with value: 0.9974109593462943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:30,772] Trial 890 finished with value: 0.9972961347708571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:31,420] Trial 891 finished with value: 0.9959860857047681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 13}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:33,449] Trial 892 finished with value: 0.9974963755449316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:41,347] Trial 893 finished with value: 0.9963965011227417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:42,505] Trial 894 finished with value: 0.9949201525625369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:46,943] Trial 895 finished with value: 0.9970571796846572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:50,701] Trial 896 finished with value: 0.9973527373928182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:09,234] Trial 897 finished with value: 0.996768231395727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:17,781] Trial 898 finished with value: 0.9971031787034704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:32,207] Trial 899 finished with value: 0.9963761470948743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:34,543] Trial 900 finished with value: 0.9919545785161429 and parameters: {'classifier': 'SVC', 'svc_c': 112.59902226239363, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:44,042] Trial 901 finished with value: 0.9967547368818014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:48,552] Trial 902 finished with value: 0.9973076054218991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:52,413] Trial 903 finished with value: 0.9971433733033379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:54,038] Trial 904 finished with value: 0.9970844531793733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:06,639] Trial 905 finished with value: 0.9968515376582756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:09,567] Trial 906 finished with value: 0.9974804118218046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:12,028] Trial 907 finished with value: 0.9975069915576014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:17,984] Trial 908 finished with value: 0.9974467305387839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:21,231] Trial 909 finished with value: 0.9973223495841936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:22,717] Trial 910 finished with value: 0.9976747493450896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 48}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:24,323] Trial 911 finished with value: 0.9970971929975972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 45}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:26,142] Trial 912 finished with value: 0.9971973304437598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 48}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:34,283] Trial 913 finished with value: 0.9971678815059141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:35,989] Trial 914 finished with value: 0.9972536810032597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 52}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:37,844] Trial 915 finished with value: 0.9968234981374248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:39,736] Trial 916 finished with value: 0.997413600860595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:41,728] Trial 917 finished with value: 0.9971040530510833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 47}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:43,376] Trial 918 finished with value: 0.9972983280189527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 47}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:45,039] Trial 919 finished with value: 0.9970282784796186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 55}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:49,554] Trial 920 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 214649223.96669927, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:52,086] Trial 921 finished with value: 0.9967479467151875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 41}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:54,312] Trial 922 finished with value: 0.9967726416001353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 57}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:58,765] Trial 923 finished with value: 0.9972999922278688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:59,831] Trial 924 finished with value: 0.996748566016976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 45}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:01,492] Trial 925 finished with value: 0.9974984843701934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 43}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:02,263] Trial 926 finished with value: 0.9961884662803021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 52}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:03,877] Trial 927 finished with value: 0.9974980341997138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:08,278] Trial 928 finished with value: 0.9959390166424046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 48}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:11,489] Trial 929 finished with value: 0.9976368358121078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:13,687] Trial 930 finished with value: 0.9970024794963458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 43}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:15,499] Trial 931 finished with value: 0.9972915659403871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 62}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:18,012] Trial 932 finished with value: 0.9971552058934771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 54}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:19,838] Trial 933 finished with value: 0.9913628317058899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:23,855] Trial 934 finished with value: 0.997311479350885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:27,626] Trial 935 finished with value: 0.9970728510064427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:34,415] Trial 936 finished with value: 0.9971294197640566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:37,709] Trial 937 finished with value: 0.9975292595082408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:42,581] Trial 938 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0196162226199632e-07, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:45,612] Trial 939 finished with value: 0.9974699513883573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:47,240] Trial 940 finished with value: 0.9970011848436241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 47}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:05,034] Trial 941 finished with value: 0.9968333846225536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:08,584] Trial 942 finished with value: 0.9970876766716835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:12,620] Trial 943 finished with value: 0.9971177460856203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:15,978] Trial 944 finished with value: 0.997387176005787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:20,970] Trial 945 finished with value: 0.9974294459474239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:25,623] Trial 946 finished with value: 0.9976710058906414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:30,260] Trial 947 finished with value: 0.9973081015806068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:33,318] Trial 948 finished with value: 0.9944434989891078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:42,392] Trial 949 finished with value: 0.996944389096496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:47,290] Trial 950 finished with value: 0.9971935851167751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:52,251] Trial 951 finished with value: 0.9974079323116314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:56,844] Trial 952 finished with value: 0.9975054199281613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:46:07,364] Trial 953 finished with value: 0.9971664160080366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:46:11,609] Trial 954 finished with value: 0.9973299585570822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:46:16,976] Trial 955 finished with value: 0.9968258999670484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:46:21,061] Trial 956 finished with value: 0.9975945473037949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:24,431] Trial 957 finished with value: 0.989608817587647 and parameters: {'classifier': 'SVC', 'svc_c': 2636243832.720893, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:27,521] Trial 958 finished with value: 0.995522005293811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:32,726] Trial 959 finished with value: 0.9972456520426419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:36,030] Trial 960 finished with value: 0.9970479856889316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:37,265] Trial 961 finished with value: 0.9974566853238896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 27}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:41,860] Trial 962 finished with value: 0.9973430472383851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:43,636] Trial 963 finished with value: 0.997219366295082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 49}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:46,000] Trial 964 finished with value: 0.9971519504410941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:49,981] Trial 965 finished with value: 0.9971460198957041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:53,841] Trial 966 finished with value: 0.9969599407028943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:55,371] Trial 967 finished with value: 0.9962625396681886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 35}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:56,593] Trial 968 finished with value: 0.9966579753016428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:59,374] Trial 969 finished with value: 0.997353990754522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:00,746] Trial 970 finished with value: 0.9968285823915121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:04,861] Trial 971 finished with value: 0.997418953807807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:07,681] Trial 972 finished with value: 0.9976602553727197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:09,868] Trial 973 finished with value: 0.9969470573975908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 44}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:15,778] Trial 974 finished with value: 0.9972801859962845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:21,907] Trial 975 finished with value: 0.9969402311449761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:25,444] Trial 976 finished with value: 0.9971084545275671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:29,866] Trial 977 finished with value: 0.9859388686409248 and parameters: {'classifier': 'SVC', 'svc_c': 0.5728252228728411, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:41,170] Trial 978 finished with value: 0.9967707750303211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:45,647] Trial 979 finished with value: 0.9972091680484882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:48,726] Trial 980 finished with value: 0.9974378809310923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:04,496] Trial 981 finished with value: 0.9964222729701037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:14,716] Trial 982 finished with value: 0.997142307956998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:18,124] Trial 983 finished with value: 0.997357551525575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:21,163] Trial 984 finished with value: 0.9976900067093478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:24,310] Trial 985 finished with value: 0.9970681173610192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:28,728] Trial 986 finished with value: 0.9975865643948806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:33,802] Trial 987 finished with value: 0.9963626906029619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:37,710] Trial 988 finished with value: 0.996981819642002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:41,174] Trial 989 finished with value: 0.9973433773443606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:45,407] Trial 990 finished with value: 0.9972052126800318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:48,923] Trial 991 finished with value: 0.9974776429115432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:52,530] Trial 992 finished with value: 0.9973256292208621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:54,639] Trial 993 finished with value: 0.9971143419728787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:58,005] Trial 994 finished with value: 0.9974737610798184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:03,521] Trial 995 finished with value: 0.9971298142027706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:08,429] Trial 996 finished with value: 0.9853835285112827 and parameters: {'classifier': 'SVC', 'svc_c': 0.09906720536940221, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:11,856] Trial 997 finished with value: 0.9973984321403124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:12,930] Trial 998 finished with value: 0.9970108082849757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:17,750] Trial 999 finished with value: 0.9973707009214947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:18,846] Trial 1000 finished with value: 0.9918037206248381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 58, 'rf_n_estimators': 8}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:20,791] Trial 1001 finished with value: 0.9971663036241063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:23,835] Trial 1002 finished with value: 0.9973978116959593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:25,367] Trial 1003 finished with value: 0.9968780421434938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:28,959] Trial 1004 finished with value: 0.9968492895353379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:33,737] Trial 1005 finished with value: 0.9974503961084072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:36,161] Trial 1006 finished with value: 0.997062798151203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:40,412] Trial 1007 finished with value: 0.9973454078087292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:45,367] Trial 1008 finished with value: 0.9974820130627123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:49,634] Trial 1009 finished with value: 0.9973832903972512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:57,355] Trial 1010 finished with value: 0.9970930577704195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:02,675] Trial 1011 finished with value: 0.9974738021169328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:05,720] Trial 1012 finished with value: 0.997739013275749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:07,439] Trial 1013 finished with value: 0.9960767905496167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:15,627] Trial 1014 finished with value: 0.9968982860408221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:21,430] Trial 1015 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 9.751778786515815e-10, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:23,984] Trial 1016 finished with value: 0.9975904507016503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:33,046] Trial 1017 finished with value: 0.9967882028231198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:35,816] Trial 1018 finished with value: 0.9975205538002218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:36,652] Trial 1019 finished with value: 0.9939318434865902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 50}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:39,671] Trial 1020 finished with value: 0.9976055954915508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:42,222] Trial 1021 finished with value: 0.997587174810055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:45,566] Trial 1022 finished with value: 0.9974965861576855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:48,595] Trial 1023 finished with value: 0.9975503416989192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:51,031] Trial 1024 finished with value: 0.997572697341397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:53,497] Trial 1025 finished with value: 0.9974585419597387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:56,577] Trial 1026 finished with value: 0.9973787099189692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:58,530] Trial 1027 finished with value: 0.9973756198845599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:02,373] Trial 1028 finished with value: 0.9974197943545485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:05,573] Trial 1029 finished with value: 0.9976123454779736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:10,504] Trial 1030 finished with value: 0.9969342689568924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:13,443] Trial 1031 finished with value: 0.9956150330995831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 47}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:17,927] Trial 1032 finished with value: 0.9970916182976258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:20,482] Trial 1033 finished with value: 0.9974612098799785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:25,628] Trial 1034 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.628557167095566e-07, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:26,022] Trial 1035 finished with value: 0.9889305947548124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 3}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:34,399] Trial 1036 finished with value: 0.9971143573340259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:43,633] Trial 1037 finished with value: 0.9971187942617524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:44,578] Trial 1038 finished with value: 0.9962434011704396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 21}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:45,834] Trial 1039 finished with value: 0.9974143073464155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 53}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:49,614] Trial 1040 finished with value: 0.99734309630519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:52,829] Trial 1041 finished with value: 0.997241916363981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 59}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:56,252] Trial 1042 finished with value: 0.9975242236862004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:00,862] Trial 1043 finished with value: 0.9972775783463309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:03,378] Trial 1044 finished with value: 0.9976570902464216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:06,396] Trial 1045 finished with value: 0.9972065415144796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:26,617] Trial 1046 finished with value: 0.9966574550221257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 70, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:30,083] Trial 1047 finished with value: 0.9971652078728509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:38,105] Trial 1048 finished with value: 0.9971375522219911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:41,311] Trial 1049 finished with value: 0.9973998686614806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:43,831] Trial 1050 finished with value: 0.9977162187932246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:46,553] Trial 1051 finished with value: 0.997184630393134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:49,107] Trial 1052 finished with value: 0.9974385000107154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:51,157] Trial 1053 finished with value: 0.9931081613170359 and parameters: {'classifier': 'SVC', 'svc_c': 1905.2371725456492, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:53,472] Trial 1054 finished with value: 0.997349767391175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:56,111] Trial 1055 finished with value: 0.9975539045646739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:58,740] Trial 1056 finished with value: 0.9974431755757683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:00,729] Trial 1057 finished with value: 0.996350344810859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:02,247] Trial 1058 finished with value: 0.9953724969618077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:05,200] Trial 1059 finished with value: 0.9975277939786253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:08,249] Trial 1060 finished with value: 0.9902386387151211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:10,946] Trial 1061 finished with value: 0.9974140850541117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:13,239] Trial 1062 finished with value: 0.9975473129504092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:24,403] Trial 1063 finished with value: 0.9965701610184547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 95}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:32,535] Trial 1064 finished with value: 0.9970781062326375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:35,985] Trial 1065 finished with value: 0.997275102535645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:36,670] Trial 1066 finished with value: 0.9958167362929581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 16}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:38,491] Trial 1067 finished with value: 0.9971732324536379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:40,635] Trial 1068 finished with value: 0.9968255331720517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:43,780] Trial 1069 finished with value: 0.9973531844847208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:46,402] Trial 1070 finished with value: 0.9975718855809376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:48,832] Trial 1071 finished with value: 0.9974754762598139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:51,974] Trial 1072 finished with value: 0.9962837824526787 and parameters: {'classifier': 'SVC', 'svc_c': 92797.87777548564, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:54,545] Trial 1073 finished with value: 0.9975296730849129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:55,931] Trial 1074 finished with value: 0.9971618965300127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:57,521] Trial 1075 finished with value: 0.9972300802191963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:58,544] Trial 1076 finished with value: 0.9974040495912452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 44}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:01,604] Trial 1077 finished with value: 0.9973981737937456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:04,812] Trial 1078 finished with value: 0.9974265472608588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:21,725] Trial 1079 finished with value: 0.996216669060949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:25,094] Trial 1080 finished with value: 0.9975748182905395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:42,616] Trial 1081 finished with value: 0.9965287198170576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:45,379] Trial 1082 finished with value: 0.9972104324549838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:48,975] Trial 1083 finished with value: 0.9973539161387017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:51,526] Trial 1084 finished with value: 0.9975061795749767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:54,579] Trial 1085 finished with value: 0.9973238037516382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:56,981] Trial 1086 finished with value: 0.997085360502672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:58,944] Trial 1087 finished with value: 0.9974228738519725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 39}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:02,079] Trial 1088 finished with value: 0.9974968489158216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:08,201] Trial 1089 finished with value: 0.9969869558193057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:13,044] Trial 1090 finished with value: 0.9971996879037889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:15,856] Trial 1091 finished with value: 0.9900261140696013 and parameters: {'classifier': 'SVC', 'svc_c': 14876.0827908754, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:19,505] Trial 1092 finished with value: 0.9976326227635806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:22,297] Trial 1093 finished with value: 0.9973249467923756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:27,434] Trial 1094 finished with value: 0.9976393847151948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:30,843] Trial 1095 finished with value: 0.9974073707410968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:33,347] Trial 1096 finished with value: 0.9968471544945644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:36,268] Trial 1097 finished with value: 0.9973374812663383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:38,927] Trial 1098 finished with value: 0.9974312599592633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:43,407] Trial 1099 finished with value: 0.9973091122425322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:45,853] Trial 1100 finished with value: 0.9971229679870123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:47,887] Trial 1101 finished with value: 0.9973702960727472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 50}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:48,885] Trial 1102 finished with value: 0.9957528570257375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:57,702] Trial 1103 finished with value: 0.9966432950594939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:59,151] Trial 1104 finished with value: 0.9896096181446249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:01,462] Trial 1105 finished with value: 0.9975545347208268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:03,306] Trial 1106 finished with value: 0.9957908648203043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:04,910] Trial 1107 finished with value: 0.9971214384420376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 47}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:06,923] Trial 1108 finished with value: 0.9974473699941436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:09,519] Trial 1109 finished with value: 0.9964326893513356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:21,299] Trial 1110 finished with value: 0.9928583534533767 and parameters: {'classifier': 'SVC', 'svc_c': 3025286.5121955993, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:24,661] Trial 1111 finished with value: 0.9973157835506825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:31,612] Trial 1112 finished with value: 0.9962342504334818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 70, 'rf_n_estimators': 55}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:35,164] Trial 1113 finished with value: 0.9974394863931417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:38,359] Trial 1114 finished with value: 0.9970040895921296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:40,270] Trial 1115 finished with value: 0.9975432612256657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:43,234] Trial 1116 finished with value: 0.99721624839479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:44,685] Trial 1117 finished with value: 0.9970850805743282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:50,094] Trial 1118 finished with value: 0.9972519698222406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:52,859] Trial 1119 finished with value: 0.9975611617545961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:55,230] Trial 1120 finished with value: 0.9973740024573194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:57,561] Trial 1121 finished with value: 0.9972688980921136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:00,230] Trial 1122 finished with value: 0.9975395950530223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:03,999] Trial 1123 finished with value: 0.9975524125656436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:13,568] Trial 1124 finished with value: 0.9965321246597711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:15,563] Trial 1125 finished with value: 0.9975181098226568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:16,405] Trial 1126 finished with value: 0.9971045796464443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:18,132] Trial 1127 finished with value: 0.9969501916429051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:20,359] Trial 1128 finished with value: 0.9976389306409525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:23,342] Trial 1129 finished with value: 0.9972554804473998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:24,351] Trial 1130 finished with value: 0.9894620648042459 and parameters: {'classifier': 'SVC', 'svc_c': 8.265040621445477, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:27,887] Trial 1131 finished with value: 0.9964813462612098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 45}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:31,128] Trial 1132 finished with value: 0.9975000208657699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:32,655] Trial 1133 finished with value: 0.9972540419267436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:35,729] Trial 1134 finished with value: 0.9972135932966647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 60}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:40,733] Trial 1135 finished with value: 0.9969654173009938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:43,721] Trial 1136 finished with value: 0.996572757814044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:47,260] Trial 1137 finished with value: 0.9972241443418378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:00,857] Trial 1138 finished with value: 0.9969556170794975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:03,620] Trial 1139 finished with value: 0.9971850669480512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:04,852] Trial 1140 finished with value: 0.9971424157071939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:06,865] Trial 1141 finished with value: 0.9974909101503137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:08,495] Trial 1142 finished with value: 0.9969020075643763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 52}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:12,529] Trial 1143 finished with value: 0.9975114527648269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:14,134] Trial 1144 finished with value: 0.9941420979195889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:17,533] Trial 1145 finished with value: 0.9974978524684556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:21,399] Trial 1146 finished with value: 0.997156561387767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:26,097] Trial 1147 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.9482350036014497e-05, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:28,726] Trial 1148 finished with value: 0.9974107863429605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:34,548] Trial 1149 finished with value: 0.9972453732886004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:36,595] Trial 1150 finished with value: 0.9962430759838395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:39,174] Trial 1151 finished with value: 0.9971113425819332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 66}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:41,834] Trial 1152 finished with value: 0.9973530933969262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:43,980] Trial 1153 finished with value: 0.9973584672594192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:46,817] Trial 1154 finished with value: 0.9965364915101979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 42}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:50,613] Trial 1155 finished with value: 0.9972260780690642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:51,785] Trial 1156 finished with value: 0.9971645086867493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 36}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:57,498] Trial 1157 finished with value: 0.9970699334675605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:59,329] Trial 1158 finished with value: 0.99721915565059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:04,159] Trial 1159 finished with value: 0.9975689745483264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:08,000] Trial 1160 finished with value: 0.9976225269669522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:10,576] Trial 1161 finished with value: 0.9976347047703108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:14,080] Trial 1162 finished with value: 0.9972881315179439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:16,684] Trial 1163 finished with value: 0.9973411785103933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:19,855] Trial 1164 finished with value: 0.9973282170663614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:26,709] Trial 1165 finished with value: 0.9970049532440677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:32,104] Trial 1166 finished with value: 0.9852809448659019 and parameters: {'classifier': 'SVC', 'svc_c': 0.0011631214068569813, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:34,489] Trial 1167 finished with value: 0.9971555640240249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:35,380] Trial 1168 finished with value: 0.9970547843295668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 32}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:39,398] Trial 1169 finished with value: 0.9969126341140314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:42,798] Trial 1170 finished with value: 0.9977330384559782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:45,771] Trial 1171 finished with value: 0.997505262254237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:48,847] Trial 1172 finished with value: 0.9975405293852803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:52,333] Trial 1173 finished with value: 0.9974585556387767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:56,440] Trial 1174 finished with value: 0.9974937108302203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:59,678] Trial 1175 finished with value: 0.9954392492078883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:03,268] Trial 1176 finished with value: 0.9972645886555614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:06,310] Trial 1177 finished with value: 0.9974776640172518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:08,463] Trial 1178 finished with value: 0.9972200716065998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:11,329] Trial 1179 finished with value: 0.9970331138450356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:14,528] Trial 1180 finished with value: 0.9972975290488701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:18,119] Trial 1181 finished with value: 0.9976643266162762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:20,400] Trial 1182 finished with value: 0.9969352721604098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:23,149] Trial 1183 finished with value: 0.9972647781943449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:24,855] Trial 1184 finished with value: 0.9973170516387754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 49}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:27,376] Trial 1185 finished with value: 0.9920493168681762 and parameters: {'classifier': 'SVC', 'svc_c': 33.055390294946164, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:29,343] Trial 1186 finished with value: 0.9975694173238736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:39,635] Trial 1187 finished with value: 0.9971294793043709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:42,836] Trial 1188 finished with value: 0.9973333481656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:45,238] Trial 1189 finished with value: 0.9975290588611897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:52,534] Trial 1190 finished with value: 0.9971425842037446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:54,617] Trial 1191 finished with value: 0.9943651822112547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:55,713] Trial 1192 finished with value: 0.9971276208277233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:57,658] Trial 1193 finished with value: 0.9974374630698026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:12,736] Trial 1194 finished with value: 0.9970136624749945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:13,775] Trial 1195 finished with value: 0.9889378880942111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:15,337] Trial 1196 finished with value: 0.9968038810320312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:18,961] Trial 1197 finished with value: 0.997434947396305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:21,295] Trial 1198 finished with value: 0.9973774332616411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:24,820] Trial 1199 finished with value: 0.9972680233953838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:28,922] Trial 1200 finished with value: 0.997593184192407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:34,039] Trial 1201 finished with value: 0.9970288340199511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:36,107] Trial 1202 finished with value: 0.9961735837407311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:39,542] Trial 1203 finished with value: 0.9975129898951617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:44,759] Trial 1204 finished with value: 0.9852073662085171 and parameters: {'classifier': 'SVC', 'svc_c': 1.5811698620485667e-08, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:47,504] Trial 1205 finished with value: 0.997441286757681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:51,793] Trial 1206 finished with value: 0.9973645503689305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:56,632] Trial 1207 finished with value: 0.9948064790257899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 58, 'rf_n_estimators': 63}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:59,909] Trial 1208 finished with value: 0.9972104496569297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:02,304] Trial 1209 finished with value: 0.9971860435552019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:05,535] Trial 1210 finished with value: 0.9974077662906374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:11,201] Trial 1211 finished with value: 0.9970908983231951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:15,262] Trial 1212 finished with value: 0.9976226014240832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:18,324] Trial 1213 finished with value: 0.9974104050437402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:23,160] Trial 1214 finished with value: 0.9973770403463466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:24,485] Trial 1215 finished with value: 0.997229367227105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 45}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:28,351] Trial 1216 finished with value: 0.9971338620237514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:37,707] Trial 1217 finished with value: 0.9971906922382471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:38,420] Trial 1218 finished with value: 0.9962053528148266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 29}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:42,262] Trial 1219 finished with value: 0.9973596744742056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:45,499] Trial 1220 finished with value: 0.9971465982555919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:49,306] Trial 1221 finished with value: 0.9977219750340266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:52,836] Trial 1222 finished with value: 0.9974907760893924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:56,542] Trial 1223 finished with value: 0.9970613951452654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:58,659] Trial 1224 finished with value: 0.993975009516307 and parameters: {'classifier': 'SVC', 'svc_c': 301.4033299011266, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:02,541] Trial 1225 finished with value: 0.9974044213690932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:05,007] Trial 1226 finished with value: 0.9972943969299957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:07,967] Trial 1227 finished with value: 0.997554580232986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 83}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:12,056] Trial 1228 finished with value: 0.9973808305189946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:15,486] Trial 1229 finished with value: 0.9974663364406964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:18,110] Trial 1230 finished with value: 0.9975046948121893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:38,561] Trial 1231 finished with value: 0.9963282046687731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:42,284] Trial 1232 finished with value: 0.9976099208605325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:46,460] Trial 1233 finished with value: 0.9974011614416654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:53,457] Trial 1234 finished with value: 0.9970934796306854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:57,983] Trial 1235 finished with value: 0.9972092971900337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:59,513] Trial 1236 finished with value: 0.9969154526623801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:01,119] Trial 1237 finished with value: 0.996618210147401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:04,901] Trial 1238 finished with value: 0.9973716062135676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:08,866] Trial 1239 finished with value: 0.9972708507668707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:13,020] Trial 1240 finished with value: 0.9973439613853339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[